\n \n \n \n ","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"225df78e-b2ac-4030-abad-c7abbd9131db","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"abed29cc-441b-44cd-ac50-a868829fa36e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_018ABfH1eErBGZ8qvS2EAVZD","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Reddit is blocking with a JavaScript challenge. But the action URL reveals the post: `/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/`\n\nSo the title is: **\"Followup: the Pine v6 engine now has a free hosted API\"**\n\nThis is about Pine Script v6 having a free hosted API. This is very relevant to James's tradingbot25 project potentially, as Pine Script is TradingView's scripting language for technical analysis. A hosted API for Pine v6 would mean you could run Pine Script indicators/strategies programmatically via an API rather than only within TradingView's interface.\nThe subreddit and URL slug suggest there was a previous discussion about this. For James's trading projects, this could be really valuable — instead of rebuilding TradingView indicators from scratch, he could call proven Pine Script indicators directly through an API in his own bot.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3773,"cache_read_input_tokens":119776,"output_tokens":469,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3773,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":469,"cache_read_input_tokens":119776,"cache_creation_input_tokens":3773,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3773},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvS89aEYDSt6824ntQzo","type":"assistant","uuid":"23c322cb-9860-4f3b-9301-e42f4535832e","timestamp":"2026-06-10T23:18:41.906Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"23c322cb-9860-4f3b-9301-e42f4535832e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_018ABfH1eErBGZ8qvS2EAVZD","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SBEvwMqx86V8QSoAdiHye8","name":"Bash","input":{"command":"agent-browser open \"https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/\" && agent-browser snapshot -c -d 4 -s \"main\"","description":"Open Reddit post via browser to bypass challenge"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3773,"cache_read_input_tokens":119776,"output_tokens":469,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3773,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":469,"cache_read_input_tokens":119776,"cache_creation_input_tokens":3773,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3773},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvS89aEYDSt6824ntQzo","type":"assistant","uuid":"ff10a643-8590-427c-a827-dc0c25362132","timestamp":"2026-06-10T23:18:42.269Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"ff10a643-8590-427c-a827-dc0c25362132","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\n(node:443) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✓ \n https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/?solution=b07c70ac2209ee9bb07c70ac2209ee9b&js_challenge=1&token=7afd7253fec22262ff1c52b1703fe9ec576c5838ce704d84031ad259db637955&jsc_orig_r=\n(node:599) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✗ Selector 'main' did not match any element","is_error":true,"tool_use_id":"toolu_01SBEvwMqx86V8QSoAdiHye8"}]},"uuid":"01cf487f-2472-49ea-a29a-585f68747131","timestamp":"2026-06-10T23:18:45.406Z","toolUseResult":"Error: Exit code 1\n(node:443) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✓ \n https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/?solution=b07c70ac2209ee9bb07c70ac2209ee9b&js_challenge=1&token=7afd7253fec22262ff1c52b1703fe9ec576c5838ce704d84031ad259db637955&jsc_orig_r=\n(node:599) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✗ Selector 'main' did not match any element","sourceToolAssistantUUID":"ff10a643-8590-427c-a827-dc0c25362132","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"type":"last-prompt","leafUuid":"01cf487f-2472-49ea-a29a-585f68747131","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"01cf487f-2472-49ea-a29a-585f68747131","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01RQWjhKokSbRQrSh5iRmVL8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018ANyy3hmJKVRuHmqLSQR9j","name":"Bash","input":{"command":"agent-browser snapshot -c -d 3 2>/dev/null | head -60","description":"Get page snapshot after challenge"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":736,"cache_read_input_tokens":123549,"output_tokens":92,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":736,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":92,"cache_read_input_tokens":123549,"cache_creation_input_tokens":736,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":736},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvS9BCVasrw3rcWSkyqA","type":"assistant","uuid":"f71484d7-a50d-427c-8726-e8cf6e57f063","timestamp":"2026-06-10T23:18:48.761Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"f71484d7-a50d-427c-8726-e8cf6e57f063","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018ANyy3hmJKVRuHmqLSQR9j","type":"tool_result","content":"- link \"File a ticket\" [ref=e1]","is_error":false}]},"uuid":"f90d2fbe-6465-415e-ae61-8fa3a4114619","timestamp":"2026-06-10T23:18:49.061Z","toolUseResult":{"stdout":"- link \"File a ticket\" [ref=e1]","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f71484d7-a50d-427c-8726-e8cf6e57f063","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"f90d2fbe-6465-415e-ae61-8fa3a4114619","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_015bN5QT3Q7BzYXUVL77EJWh","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XhdZtkpYKi5jEq7uDgtJE7","name":"Bash","input":{"command":"agent-browser close\n# Try searching for info about Pine v6 free hosted API\ncurl -s \"https://api.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/\" \\\n -H \"User-Agent: nano-agent/1.0\" 2>/dev/null | python3 -c \"\nimport sys, json\ndata = json.load(sys.stdin)\npost = data[0]['data']['children'][0]['data']\nprint('TITLE:', post.get('title'))\nprint('AUTHOR:', post.get('author'))\nprint('SCORE:', post.get('score'))\nprint('CREATED:', post.get('created_utc'))\nprint()\nprint('SELFTEXT:')\nprint(post.get('selftext', '')[:3000])\nprint()\n# Top comments\ncomments = data[1]['data']['children']\nprint('TOP COMMENTS:')\nfor c in comments[:5]:\n cd = c.get('data', {})\n if cd.get('body'):\n print(f' [{cd.get(\\\"score\\\")}] {cd.get(\\\"body\\\", \\\"\\\")[:500]}')\n print()\n\" 2>/dev/null","description":"Fetch Reddit post via JSON API"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":117,"cache_read_input_tokens":124285,"output_tokens":380,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":117,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":380,"cache_read_input_tokens":124285,"cache_creation_input_tokens":117,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":117},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvS9SkPDF5tPxaCz5NKX","type":"assistant","uuid":"3bef909d-d761-4293-8503-b57a9f73a0e9","timestamp":"2026-06-10T23:18:55.773Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"3bef909d-d761-4293-8503-b57a9f73a0e9","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\n(node:645) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✓ Browser closed","is_error":true,"tool_use_id":"toolu_01XhdZtkpYKi5jEq7uDgtJE7"}]},"uuid":"cff100b4-e464-4863-978a-138a86a2853f","timestamp":"2026-06-10T23:18:56.592Z","toolUseResult":"Error: Exit code 1\n(node:645) [UNDICI-EHPA] Warning: EnvHttpProxyAgent is experimental, expect them to change at any time.\n(Use `node --trace-warnings ...` to show where the warning was created)\n✓ Browser closed","sourceToolAssistantUUID":"3bef909d-d761-4293-8503-b57a9f73a0e9","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"cff100b4-e464-4863-978a-138a86a2853f","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01FkxDnUbfbUsTNTjzC3W9t8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DQPfX4NJUsXChJAziVQdY5","name":"Bash","input":{"command":"curl -s \"https://api.reddit.com/r/pinescript/comments/1u2ecjw.json\" \\\n -H \"User-Agent: nano-agent/1.0\" | python3 -c \"\nimport sys, json\ndata = json.load(sys.stdin)\npost = data[0]['data']['children'][0]['data']\nprint('TITLE:', post.get('title'))\nprint('AUTHOR:', post.get('author'))\nprint('SCORE:', post.get('score'))\nprint('URL:', post.get('url'))\nprint()\nprint('SELFTEXT:')\nprint(post.get('selftext', '')[:4000])\nprint()\ncomments = data[1]['data']['children']\nprint('TOP COMMENTS:')\nfor c in comments[:6]:\n cd = c.get('data', {})\n if cd.get('body') and cd.get('body') != '[deleted]':\n print(f'[score {cd.get(\\\"score\\\")}] u/{cd.get(\\\"author\\\")}:')\n print(cd.get('body', '')[:600])\n print()\n\"","description":"Fetch Reddit post and comments via JSON API"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":463,"cache_read_input_tokens":124402,"output_tokens":346,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":463,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":346,"cache_read_input_tokens":124402,"cache_creation_input_tokens":463,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":463},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvS9zych5d2e6oJZy7Qk","type":"assistant","uuid":"d70ef666-6187-43e5-891b-e916ed7ddb05","timestamp":"2026-06-10T23:19:03.491Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"d70ef666-6187-43e5-891b-e916ed7ddb05","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\nTraceback (most recent call last):\n File \"\", line 4, in \nKeyError: 0","is_error":true,"tool_use_id":"toolu_01DQPfX4NJUsXChJAziVQdY5"}]},"uuid":"01bd660a-0cc6-4ef9-94c4-6d9327f978b6","timestamp":"2026-06-10T23:19:03.751Z","toolUseResult":"Error: Exit code 1\nTraceback (most recent call last):\n File \"\", line 4, in \nKeyError: 0","sourceToolAssistantUUID":"d70ef666-6187-43e5-891b-e916ed7ddb05","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"01bd660a-0cc6-4ef9-94c4-6d9327f978b6","isSidechain":false,"attachment":{"type":"todo_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"46c5321c-14a6-4750-9968-56d59e0754f4","timestamp":"2026-06-10T23:19:03.758Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"46c5321c-14a6-4750-9968-56d59e0754f4","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01GgBw6ZzEioEgPBiwAFeNg9","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TH19RkzV5q7wsP7obakSQD","name":"Bash","input":{"command":"curl -s \"https://api.reddit.com/r/pinescript/comments/1u2ecjw.json\" \\\n -H \"User-Agent: nano-agent/1.0\" | python3 -c \"\nimport sys, json\nraw = sys.stdin.read()\ndata = json.loads(raw)\nprint(type(data))\nif isinstance(data, list):\n print('list len:', len(data))\n print(json.dumps(data[0], indent=2)[:500])\nelse:\n print(json.dumps(data, indent=2)[:500])\n\"","description":"Debug Reddit API response structure"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":504,"cache_read_input_tokens":124865,"output_tokens":215,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":504,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":215,"cache_read_input_tokens":124865,"cache_creation_input_tokens":504,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":504},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvSAbznEjX9GcegqC3Ap","type":"assistant","uuid":"676e83d9-1d36-4a51-8fb2-5e12bb0a9a45","timestamp":"2026-06-10T23:19:09.972Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"676e83d9-1d36-4a51-8fb2-5e12bb0a9a45","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TH19RkzV5q7wsP7obakSQD","type":"tool_result","content":"\n{\n \"error\": \"credential_not_found\",\n \"hostname\": \"api.reddit.com\",\n \"message\": \"No credentials configured for api.reddit.com in OneCLI.\\n\\nA pre-built link is provided in the `secret_url` field, pre-filled with:\\n- host: api.reddit.com\\n- path: /r/pinescript/comments/1u2ecjw.json\\n\\nBefore sending this link to the user, consider whether to adjust it. You can build a custom URL with any of these query parameters:\\nhttp://127.0.0.1:10254/connections/custom?create=generic&host=&path=","is_error":false}]},"uuid":"567cfb21-4ee5-4ec3-9224-9ec7e83bcdbc","timestamp":"2026-06-10T23:19:10.194Z","toolUseResult":{"stdout":"\n{\n \"error\": \"credential_not_found\",\n \"hostname\": \"api.reddit.com\",\n \"message\": \"No credentials configured for api.reddit.com in OneCLI.\\n\\nA pre-built link is provided in the `secret_url` field, pre-filled with:\\n- host: api.reddit.com\\n- path: /r/pinescript/comments/1u2ecjw.json\\n\\nBefore sending this link to the user, consider whether to adjust it. You can build a custom URL with any of these query parameters:\\nhttp://127.0.0.1:10254/connections/custom?create=generic&host=&path=","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"676e83d9-1d36-4a51-8fb2-5e12bb0a9a45","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"567cfb21-4ee5-4ec3-9224-9ec7e83bcdbc","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_014CzJ8D3eeKDCp6AU461Z5Z","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Reddit requires credentials via the OneCLI gateway. Let me try searching for the post content another way. The title was \"Followup: the Pine v6 engine now has a free hosted API\" — let me search for this online.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":396,"cache_read_input_tokens":125369,"output_tokens":366,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":396,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":366,"cache_read_input_tokens":125369,"cache_creation_input_tokens":396,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":396},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvSB2KFuwuS7dccxDgM6","type":"assistant","uuid":"2ef30f8a-2ee4-4648-94c5-687286a46a48","timestamp":"2026-06-10T23:19:14.657Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"2ef30f8a-2ee4-4648-94c5-687286a46a48","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_014CzJ8D3eeKDCp6AU461Z5Z","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DxTtvdp4KxpQQ2PMEzsA93","name":"Agent","input":{"description":"Research Pine Script v6 free hosted API","subagent_type":"Explore","prompt":"Search the web for information about a Reddit post titled \"Followup: the Pine v6 engine now has a free hosted API\" from r/pinescript (post ID 1u2ecjw). I need to find:\n\n1. What this hosted API is — what it does, how to use it, the API endpoint or service name\n2. Who built it (the author/project)\n3. What Pine Script v6 features it exposes\n4. Pricing / limits (it's described as \"free\")\n5. Any GitHub repo or documentation link\n6. Any related previous post it's following up on\n\nTry web searches for: \"pine script v6 hosted API reddit\", \"pine v6 engine free API pinescript\", site:reddit.com pine v6 hosted API. Also check if there's a GitHub project or documentation site associated with it.\n\nReport everything you find — URLs, technical details, pricing, use cases."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":396,"cache_read_input_tokens":125369,"output_tokens":366,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":396,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":366,"cache_read_input_tokens":125369,"cache_creation_input_tokens":396,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":396},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvSB2KFuwuS7dccxDgM6","type":"assistant","uuid":"9a713160-3433-4f80-8f55-5458926958eb","timestamp":"2026-06-10T23:19:19.500Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"9a713160-3433-4f80-8f55-5458926958eb","isSidechain":false,"promptId":"923071a2-5b44-4ff3-a882-92aae5746c0b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DxTtvdp4KxpQQ2PMEzsA93","type":"tool_result","content":[{"type":"text","text":"## Summary of Findings\n\nBased on my comprehensive web search, I was **unable to locate the specific Reddit post with ID 1u2ecjw** from r/pinescript with the title \"Followup: the Pine v6 engine now has a free hosted API.\" The post may be newer than what's currently indexed by search engines, may have been deleted, or the ID might be slightly different.\n\nHowever, I did find several **free hosted Pine Script execution engines and APIs** that likely match what you're looking for:\n\n### 1. **PineTS by LuxAlgo** (Most Likely Match)\n- **What it does**: Open-source transpiler and runtime that brings Pine Script logic to Node.js and the browser with 1:1 syntax compatibility\n- **Author/Project**: Originally created by Alaa-eddine; acquired by LuxAlgo in 2026 and integrated into their core team\n- **Pine v6 features**: Full support for Pine Script v6 code execution\n- **Pricing/Limits**: Free open-source version (AGPL-3.0 license) for personal projects, research, and internal tools. LuxAlgo also offers a proprietary enterprise layer with hosted infrastructure\n- **GitHub**: https://github.com/LuxAlgo/PineTS\n- **Documentation**: https://docs.luxalgo.com and the GitHub repository\n- **Key features**: No cloud limits, production-grade scale with lightning-fast caching, hyper-responsive real-time data, zero configuration or API keys required on client side\n\n### 2. **OpenPineScript**\n- **What it does**: Free, open-source runtime for Pine Script with high-speed local execution\n- **Author/Project**: by be-thomas\n- **Pine v6 features**: Supports Pine Script conversion to JavaScript\n- **Pricing/Limits**: Completely free, open-source\n- **GitHub**: https://github.com/be-thomas/OpenPineScript\n- **Key features**: No 500ms loop limit, local-first execution, 5,000+ mathematical stress tests passed\n\n### 3. **PyneCore**\n- **What it does**: Pine Script-like Python framework that compiles Pine Script to Python\n- **Pricing/Limits**: Free open-source (Apache 2.0); also offers free 3-script compilations via Discord bot; paid API key available for unlimited access\n- **Website**: https://pynecore.org/\n- **GitHub**: https://github.com/PyneSys/pynecore\n- **Free API access**: Up to 3 conversions/day through Discord bot at pynesys.io\n\n### 4. **Pine Engine AI**\n- **Website**: https://pineengine.com/\n- **What it does**: Execution-ready Pine Script v6 strategies with deterministic order logic and risk management\n- **Focus**: Strategy optimization and OCA-safe exit structures\n\n### Sources:\n- [GitHub - LuxAlgo/PineTS](https://github.com/LuxAlgo/PineTS)\n- [LuxAlgo Acquires PineTS Blog Post](https://www.luxalgo.com/blog/luxalgo-acquires-pinets-to-bring-pine-script-r-everywhere/)\n- [GitHub - be-thomas/OpenPineScript](https://github.com/be-thomas/OpenPineScript)\n- [PyneCore - Pine Script Like Python Framework](https://pynecore.org/)\n- [GitHub - PyneSys/pynecore](https://github.com/PyneSys/pynecore)\n- [LuxAlgo Documentation](https://docs.luxalgo.com/docs/getting-started/introduction)\n- [All 12 Pine Script Updates: Feb 2025 to Jan 2026](https://blog.traderspost.io/article/pine-script-updates-2025-2026)\n\nUnfortunately, I could not identify the exact specific Reddit post you referenced by the post ID or find details about a \"previous\" post it was following up on. If you can provide additional context (like approximate post date, author name, or a slightly different title), I can conduct a more targeted search."}]}]},"uuid":"4caaf9a7-740c-4eb2-b814-a2b5535b678b","timestamp":"2026-06-10T23:21:39.660Z","toolUseResult":{"status":"completed","prompt":"Search the web for information about a Reddit post titled \"Followup: the Pine v6 engine now has a free hosted API\" from r/pinescript (post ID 1u2ecjw). I need to find:\n\n1. What this hosted API is — what it does, how to use it, the API endpoint or service name\n2. Who built it (the author/project)\n3. What Pine Script v6 features it exposes\n4. Pricing / limits (it's described as \"free\")\n5. Any GitHub repo or documentation link\n6. Any related previous post it's following up on\n\nTry web searches for: \"pine script v6 hosted API reddit\", \"pine v6 engine free API pinescript\", site:reddit.com pine v6 hosted API. Also check if there's a GitHub project or documentation site associated with it.\n\nReport everything you find — URLs, technical details, pricing, use cases.","agentId":"aa6e4be9d73b0d540","agentType":"Explore","content":[{"type":"text","text":"## Summary of Findings\n\nBased on my comprehensive web search, I was **unable to locate the specific Reddit post with ID 1u2ecjw** from r/pinescript with the title \"Followup: the Pine v6 engine now has a free hosted API.\" The post may be newer than what's currently indexed by search engines, may have been deleted, or the ID might be slightly different.\n\nHowever, I did find several **free hosted Pine Script execution engines and APIs** that likely match what you're looking for:\n\n### 1. **PineTS by LuxAlgo** (Most Likely Match)\n- **What it does**: Open-source transpiler and runtime that brings Pine Script logic to Node.js and the browser with 1:1 syntax compatibility\n- **Author/Project**: Originally created by Alaa-eddine; acquired by LuxAlgo in 2026 and integrated into their core team\n- **Pine v6 features**: Full support for Pine Script v6 code execution\n- **Pricing/Limits**: Free open-source version (AGPL-3.0 license) for personal projects, research, and internal tools. LuxAlgo also offers a proprietary enterprise layer with hosted infrastructure\n- **GitHub**: https://github.com/LuxAlgo/PineTS\n- **Documentation**: https://docs.luxalgo.com and the GitHub repository\n- **Key features**: No cloud limits, production-grade scale with lightning-fast caching, hyper-responsive real-time data, zero configuration or API keys required on client side\n\n### 2. **OpenPineScript**\n- **What it does**: Free, open-source runtime for Pine Script with high-speed local execution\n- **Author/Project**: by be-thomas\n- **Pine v6 features**: Supports Pine Script conversion to JavaScript\n- **Pricing/Limits**: Completely free, open-source\n- **GitHub**: https://github.com/be-thomas/OpenPineScript\n- **Key features**: No 500ms loop limit, local-first execution, 5,000+ mathematical stress tests passed\n\n### 3. **PyneCore**\n- **What it does**: Pine Script-like Python framework that compiles Pine Script to Python\n- **Pricing/Limits**: Free open-source (Apache 2.0); also offers free 3-script compilations via Discord bot; paid API key available for unlimited access\n- **Website**: https://pynecore.org/\n- **GitHub**: https://github.com/PyneSys/pynecore\n- **Free API access**: Up to 3 conversions/day through Discord bot at pynesys.io\n\n### 4. **Pine Engine AI**\n- **Website**: https://pineengine.com/\n- **What it does**: Execution-ready Pine Script v6 strategies with deterministic order logic and risk management\n- **Focus**: Strategy optimization and OCA-safe exit structures\n\n### Sources:\n- [GitHub - LuxAlgo/PineTS](https://github.com/LuxAlgo/PineTS)\n- [LuxAlgo Acquires PineTS Blog Post](https://www.luxalgo.com/blog/luxalgo-acquires-pinets-to-bring-pine-script-r-everywhere/)\n- [GitHub - be-thomas/OpenPineScript](https://github.com/be-thomas/OpenPineScript)\n- [PyneCore - Pine Script Like Python Framework](https://pynecore.org/)\n- [GitHub - PyneSys/pynecore](https://github.com/PyneSys/pynecore)\n- [LuxAlgo Documentation](https://docs.luxalgo.com/docs/getting-started/introduction)\n- [All 12 Pine Script Updates: Feb 2025 to Jan 2026](https://blog.traderspost.io/article/pine-script-updates-2025-2026)\n\nUnfortunately, I could not identify the exact specific Reddit post you referenced by the post ID or find details about a \"previous\" post it was following up on. If you can provide additional context (like approximate post date, author name, or a slightly different title), I can conduct a more targeted search."}],"totalDurationMs":140122,"totalTokens":39908,"totalToolUseCount":46,"usage":{"input_tokens":507,"cache_creation_input_tokens":2338,"cache_read_input_tokens":36105,"output_tokens":958,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":2338},"inference_geo":"","iterations":[{"input_tokens":507,"output_tokens":958,"cache_read_input_tokens":36105,"cache_creation_input_tokens":2338,"cache_creation":{"ephemeral_5m_input_tokens":2338,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"toolStats":{"readCount":0,"searchCount":0,"bashCount":0,"editFileCount":0,"linesAdded":0,"linesRemoved":0,"otherToolCount":46}},"sourceToolAssistantUUID":"9a713160-3433-4f80-8f55-5458926958eb","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"4caaf9a7-740c-4eb2-b814-a2b5535b678b","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01QC8J5RSiLvRtV4SoNTGcvp","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I couldn't find the exact Reddit post. The search found several Pine Script execution options, but not the specific one from the Reddit post. The most interesting one is **PineTS by LuxAlgo** — it's an open-source transpiler/runtime that brings Pine Script to Node.js with 1:1 syntax compatibility.\n\nHowever, I should be transparent with James that I couldn't read the Reddit post directly (Reddit blocks scraping), but found the most likely candidates.\n\nLet me give James a useful response:\n1. Reddit is blocking me from reading the post directly\n2. Based on the title about a free hosted Pine Script API, this could be a game-changer for his trading projects — he could run TradingView indicators outside of TradingView and use battle-tested strategies as the signal layer in his bots instead of rebuilding technical analysis from scratch in Python\n3. I should ask him what the post actually says since I can't access it directly\n\n, or give him my assessment based on the title and what I've found\n\nI'll close the browser and send him a response.","signature":"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"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1332,"cache_read_input_tokens":125765,"output_tokens":695,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1332,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":695,"cache_read_input_tokens":125765,"cache_creation_input_tokens":1332,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1332},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvSN26feSVyrQE7dqw9h","type":"assistant","uuid":"c717ee88-c089-4f26-8dd2-9d7ea0bb400a","timestamp":"2026-06-10T23:21:50.470Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"c717ee88-c089-4f26-8dd2-9d7ea0bb400a","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01QC8J5RSiLvRtV4SoNTGcvp","type":"message","role":"assistant","content":[{"type":"text","text":"\nReddit is blocking me from reading the post directly (requires auth). From the URL I can see the title is **\"Followup: the Pine v6 engine now has a free hosted API\"** — couldn't get the body or comments.\n\nShort answer to your question: yes, potentially very useful, depending on what exactly this API wraps.\n\nThe concept is that someone has built a hosted runtime that lets you execute Pine Script v6 code via an API call — meaning you can run TradingView indicators and strategies outside of TradingView itself, against your own data feed. The most likely candidate based on my search is **PineTS** (recently acquired by LuxAlgo) — open-source, Node.js runtime, 1:1 Pine v6 syntax compatibility, no API key required on the client side.\n\nWhy it matters for you: the AdiiX bot we ingested earlier described mean reversion, momentum, and trend-following logic. Those are all things that have been painstakingly tuned in Pine Script by thousands of traders over years. If this API lets you execute proven Pine Script indicators against live market data without being inside TradingView, that's a significant shortcut for tradingbot25 — you're not reinventing the signal logic, you're calling it.\n\nThe catch to evaluate: does it give you real-time data access, or just the indicator logic? The value is in having both.\n\nCan you copy/paste the post text here? Once I have the actual content I can give you a sharper take and decide whether it's worth a full wiki ingest.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1332,"cache_read_input_tokens":125765,"output_tokens":695,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1332,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":695,"cache_read_input_tokens":125765,"cache_creation_input_tokens":1332,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1332},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvSN26feSVyrQE7dqw9h","type":"assistant","uuid":"9c8637bf-e369-47b9-96eb-39c9aef66465","timestamp":"2026-06-10T23:21:57.964Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-10T23:44:30.069Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nSure, here's the full content of that post:\n\nFollow-up: the Pine v6 engine now has a free hosted MCP — Claude can run real backtests against it. No Docker, no key. Parity's at 245/246 now. \nLast week I posted the open-source Pine v6 engine that matches TradingView's List of Trades (231/232 at the time). The most common reply was some version of: cool, not installing Docker. Fair.\nSo I put it behind a hosted MCP server. One line and Claude (or Cursor, or anything that speaks MCP) can run actual backtests:\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\nNo key, no signup. I built this partly because watching an LLM "backtest" a strategy by just thinking about it is painful. It'll invent a trade list and a P&L with full confidence, but it has no way to know intrabar fill order or how strategy.* brackets actually resolve. Pointed at the engine, it gets real numbers instead. In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\nSince last week the corpus went from 231/232 to 245/246, ~375K trades checked against TV exports. Still one mismatch, still the non-determinism in TV's own broker emulator, still documented in the repo.\nLimits, because this runs on my Cloudflare bill: last 13 complete months of crypto OHLCV (public Binance data), 100 backtests a week per IP, plus a monthly spend cap on my side. If you hit a 429 it tells you when it resets. Full history, your own data, no limits — that's still the Docker route from the original post, still free:\n```json\n{\n "mcpServers": {\n "pineforge-codegen": {\n "command": "docker",\n "args": [\n "run", "--rm", "-i",\n "-v", "${workspaceFolder}:/work",\n "ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest"\n ]\n }\n }\n}\n```\nFor the "how is this free without a key" question: Worker + on-demand container, stateless, per-IP quota in D1, hard monthly budget cap. Worst case someone burns my fifty bucks and the thing turns itself off.\nSame ask as last time: break it. request.security() / MTF / repainting is still the scariest corner. New thing I'm curious about: let your agent drive and tell me if the error messages are clear enough for it to fix its own scripts. And if the data window or weekly quota is too tight for real use, say so.\nRepo: [github.com/pineforge-4pass/pineforge-engine](http://github.com/pineforge-4pass/pineforge-engine)\nServer: [https://mcp.pineforge.dev](https://mcp.pineforge.dev/)"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-10T23:44:30.083Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"9c8637bf-e369-47b9-96eb-39c9aef66465","isSidechain":false,"promptId":"8aa56e9f-6711-4510-99cd-1fb113dd9348","type":"user","message":{"role":"user","content":"\nSure, here's the full content of that post:\n\nFollow-up: the Pine v6 engine now has a free hosted MCP — Claude can run real backtests against it. No Docker, no key. Parity's at 245/246 now. \nLast week I posted the open-source Pine v6 engine that matches TradingView's List of Trades (231/232 at the time). The most common reply was some version of: cool, not installing Docker. Fair.\nSo I put it behind a hosted MCP server. One line and Claude (or Cursor, or anything that speaks MCP) can run actual backtests:\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\nNo key, no signup. I built this partly because watching an LLM "backtest" a strategy by just thinking about it is painful. It'll invent a trade list and a P&L with full confidence, but it has no way to know intrabar fill order or how strategy.* brackets actually resolve. Pointed at the engine, it gets real numbers instead. In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\nSince last week the corpus went from 231/232 to 245/246, ~375K trades checked against TV exports. Still one mismatch, still the non-determinism in TV's own broker emulator, still documented in the repo.\nLimits, because this runs on my Cloudflare bill: last 13 complete months of crypto OHLCV (public Binance data), 100 backtests a week per IP, plus a monthly spend cap on my side. If you hit a 429 it tells you when it resets. Full history, your own data, no limits — that's still the Docker route from the original post, still free:\n```json\n{\n "mcpServers": {\n "pineforge-codegen": {\n "command": "docker",\n "args": [\n "run", "--rm", "-i",\n "-v", "${workspaceFolder}:/work",\n "ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest"\n ]\n }\n }\n}\n```\nFor the "how is this free without a key" question: Worker + on-demand container, stateless, per-IP quota in D1, hard monthly budget cap. Worst case someone burns my fifty bucks and the thing turns itself off.\nSame ask as last time: break it. request.security() / MTF / repainting is still the scariest corner. New thing I'm curious about: let your agent drive and tell me if the error messages are clear enough for it to fix its own scripts. And if the data window or weekly quota is too tight for real use, say so.\nRepo: [github.com/pineforge-4pass/pineforge-engine](http://github.com/pineforge-4pass/pineforge-engine)\nServer: [https://mcp.pineforge.dev](https://mcp.pineforge.dev/)"},"uuid":"e27d339e-6a4b-4efa-b164-83b1f1a3955e","timestamp":"2026-06-10T23:44:30.312Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"type":"last-prompt","leafUuid":"e27d339e-6a4b-4efa-b164-83b1f1a3955e","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"e27d339e-6a4b-4efa-b164-83b1f1a3955e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_0111JNe4rZegr55bQnFEwtLY","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I have the full content. This is excellent and very relevant. Let me analyze it:\n\n**What PineForge MCP is:**\n- A hosted MCP server that lets Claude (or any MCP-compatible tool) run *real* Pine Script v6 backtests\n- One-line install: `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`\n- No Docker, no API key, no signup needed\n- Built by someone running a Pine Script v6 engine that matches TradingView's List of Trades output (245/246 parity currently)\n\n**Why it exists:**\nThe core problem is that LLMs naturally hallucinate trade lists and P&L numbers—they have no way to know actual intrabar fill order or how strategy brackets resolve. Pointed at this real engine, Claude gets actual results instead of imagined ones, and those real numbers are usually worse than what it would've made up, which is kind of the whole point.\n\n**Hosted limits:**\nLast 13 months of crypto OHLCV data from Binance, capped at 100 backtests per week per IP, with a monthly spend limit the author set to protect against runaway costs.\n\n**Self-hosted option:**\nThere's a Docker version available for unlimited backtests with full historical data.\n\n**Why this matters for tradingbot25:**\nThe AdiiX bot uses Pine Script-style logic, and being able to write a strategy, have Claude run a real backtest against it via MCP, and get actual numbers instead of hallucinated ones is exactly what you'd want. The self-verifier in the Builder-Verifier Loop Pattern becomes a real backtest engine rather than Claude just reasoning about it.\n\nThe author is being honest about limitations—they've documented a known non-determinism bug in TradingView's broker emulator, and the parity numbers are verifiable. The hosted version (no key, no signup) is great for testing; the Docker version is the path for production use with your own data.\n\nFor tradingbot25, this is directly applicable: write the strategy in Pine Script, backtest it against real data via Claude+MCP, then implement the confirmed logic in the actual bot. For congressional-trading, it's less direct since those trades focus on SPX/equities rather than crypto, but the Docker self-hosted version supports custom data feeds. The main caveat is that the hosted version is crypto-only—for equities work, you'd need to run the Docker version with your own data.\n\nNow I should give James my assessment and note that he could add this as an MCP server directly to his NanoClaw container—the setup is straightforward enough to mention as an 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{"parentUuid":"346713df-8c0f-4588-9acb-0e91e0e099a4","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_0111JNe4rZegr55bQnFEwtLY","type":"message","role":"assistant","content":[{"type":"text","text":"This is genuinely useful — let me ingest it and give you a real take."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1539,"cache_read_input_tokens":127097,"output_tokens":2056,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1539,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":2056,"cache_read_input_tokens":127097,"cache_creation_input_tokens":1539,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1539},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvU779LoyziDPZh2zcp5","type":"assistant","uuid":"ee280594-bcb2-470e-8a0a-97518cbd4cc9","timestamp":"2026-06-10T23:44:51.400Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"ee280594-bcb2-470e-8a0a-97518cbd4cc9","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_0111JNe4rZegr55bQnFEwtLY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01WVTiCjq2rEYN8aVHGFFTC6","name":"Write","input":{"file_path":"/workspace/extra/second-brain/wiki/tools/PineForge MCP.md","content":"# PineForge MCP\n\n**Type:** Hosted MCP server — Pine Script v6 backtest engine\n**Author:** @pineforge-4pass (Reddit/GitHub)\n**Repo:** https://github.com/pineforge-4pass/pineforge-engine\n**Server:** https://mcp.pineforge.dev\n**Source:** [[Reddit - PineForge Pine v6 Hosted MCP]]\n\n## What it does\n\nRuns real Pine Script v6 backtests that Claude (or any MCP-compatible tool) can invoke directly. Solves a specific problem: LLMs hallucinate backtest results — inventing trade lists and P&L with full confidence but no knowledge of intrabar fill order or how `strategy.*` brackets actually resolve. Pointed at this engine, Claude gets real numbers instead.\n\n> \"In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\"\n\n## Parity status\n\n245/246 match against TradingView's own List of Trades export (~375K trades checked). The one remaining mismatch is non-determinism in TradingView's own broker emulator — documented in the repo.\n\n## Install (hosted — no key, no signup)\n\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\n**Hosted limits:**\n- Data: last 13 complete months of crypto OHLCV (public Binance data only)\n- Rate: 100 backtests/week per IP\n- Returns HTTP 429 with reset time when quota is hit\n- Author's monthly spend cap — service turns itself off if hit\n\n## Self-hosted (no limits, your own data)\n\n```json\n{\n \"mcpServers\": {\n \"pineforge-codegen\": {\n \"command\": \"docker\",\n \"args\": [\n \"run\", \"--rm\", \"-i\",\n \"-v\", \"${workspaceFolder}:/work\",\n \"ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest\"\n ]\n }\n }\n}\n```\n\nFull historical data, your own data feed, no quota limits. Requires Docker.\n\n## Workflow with Claude\n\n1. Write a Pine Script v6 strategy\n2. Claude calls PineForge MCP → runs real backtest against Binance OHLCV\n3. Returns actual trade list, P&L, drawdown — not hallucinated\n4. Claude can iterate: if script errors, MCP returns clear error messages the agent can use to fix its own scripts (author explicitly testing this)\n\nThis is the [[Builder-Verifier Loop Pattern]] applied to strategy development: Claude (Builder) writes the script; PineForge (Verifier) runs the real numbers.\n\n## Applicability to James's projects\n\n### tradingbot25\nDirect fit. The workflow:\n1. Write strategy logic in Pine Script (mean reversion, momentum, ATR sizing — same as the AdiiX pattern)\n2. `claude mcp add pineforge` → backtest with real Binance data immediately\n3. Iterate until real numbers are acceptable\n4. Then implement confirmed logic in the actual bot execution layer\n\nThe hosted version covers crypto (Binance) — relevant if tradingbot25 trades crypto instruments. For equities/SPX, need the Docker self-hosted version with your own data.\n\n### congressional-trading\nLess direct — congressional trade signals are equities (SPX/sectors), not crypto. But the Docker route with a custom data feed could cover this. If you can get historical SPX/equity OHLCV into the Docker container, the same backtest workflow applies.\n\n## Known edge cases to test\nAuthor flagged these as the hardest corners:\n- `request.security()` — multi-timeframe (MTF) calls\n- Repainting indicators\n\n## Adding to Claude Code\n\nTo add to your Claude Code session permanently:\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\nTo add to the NanoClaw container (persisted): use `install_packages` / `add_mcp_server` workflow.\n\n## Related\n\n- [[AdiiX - Claude Trading Bot Architecture]] — the strategy patterns (mean reversion/momentum/trend) this engine can backtest\n- [[Builder-Verifier Loop Pattern]] — PineForge is the Verifier for Pine Script strategies\n- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — same discipline (real numbers, not imagined ones)\n- [[GitHub MCP Server]] — another MCP server pattern for comparison\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1539,"cache_read_input_tokens":127097,"output_tokens":2056,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1539,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":2056,"cache_read_input_tokens":127097,"cache_creation_input_tokens":1539,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1539},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvU779LoyziDPZh2zcp5","type":"assistant","uuid":"1381f7a6-0c06-47e8-a0f5-68fb4979c70b","timestamp":"2026-06-10T23:45:09.920Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"1381f7a6-0c06-47e8-a0f5-68fb4979c70b","isSidechain":false,"promptId":"8aa56e9f-6711-4510-99cd-1fb113dd9348","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01WVTiCjq2rEYN8aVHGFFTC6","type":"tool_result","content":"File created successfully at: /workspace/extra/second-brain/wiki/tools/PineForge MCP.md (file state is current in your context — no need to Read it back)"}]},"uuid":"52c64c28-60fd-4ea0-aa2b-37b85442096c","timestamp":"2026-06-10T23:45:10.161Z","toolUseResult":{"type":"create","filePath":"/workspace/extra/second-brain/wiki/tools/PineForge MCP.md","content":"# PineForge MCP\n\n**Type:** Hosted MCP server — Pine Script v6 backtest engine\n**Author:** @pineforge-4pass (Reddit/GitHub)\n**Repo:** https://github.com/pineforge-4pass/pineforge-engine\n**Server:** https://mcp.pineforge.dev\n**Source:** [[Reddit - PineForge Pine v6 Hosted MCP]]\n\n## What it does\n\nRuns real Pine Script v6 backtests that Claude (or any MCP-compatible tool) can invoke directly. Solves a specific problem: LLMs hallucinate backtest results — inventing trade lists and P&L with full confidence but no knowledge of intrabar fill order or how `strategy.*` brackets actually resolve. Pointed at this engine, Claude gets real numbers instead.\n\n> \"In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\"\n\n## Parity status\n\n245/246 match against TradingView's own List of Trades export (~375K trades checked). The one remaining mismatch is non-determinism in TradingView's own broker emulator — documented in the repo.\n\n## Install (hosted — no key, no signup)\n\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\n**Hosted limits:**\n- Data: last 13 complete months of crypto OHLCV (public Binance data only)\n- Rate: 100 backtests/week per IP\n- Returns HTTP 429 with reset time when quota is hit\n- Author's monthly spend cap — service turns itself off if hit\n\n## Self-hosted (no limits, your own data)\n\n```json\n{\n \"mcpServers\": {\n \"pineforge-codegen\": {\n \"command\": \"docker\",\n \"args\": [\n \"run\", \"--rm\", \"-i\",\n \"-v\", \"${workspaceFolder}:/work\",\n \"ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest\"\n ]\n }\n }\n}\n```\n\nFull historical data, your own data feed, no quota limits. Requires Docker.\n\n## Workflow with Claude\n\n1. Write a Pine Script v6 strategy\n2. Claude calls PineForge MCP → runs real backtest against Binance OHLCV\n3. Returns actual trade list, P&L, drawdown — not hallucinated\n4. Claude can iterate: if script errors, MCP returns clear error messages the agent can use to fix its own scripts (author explicitly testing this)\n\nThis is the [[Builder-Verifier Loop Pattern]] applied to strategy development: Claude (Builder) writes the script; PineForge (Verifier) runs the real numbers.\n\n## Applicability to James's projects\n\n### tradingbot25\nDirect fit. The workflow:\n1. Write strategy logic in Pine Script (mean reversion, momentum, ATR sizing — same as the AdiiX pattern)\n2. `claude mcp add pineforge` → backtest with real Binance data immediately\n3. Iterate until real numbers are acceptable\n4. Then implement confirmed logic in the actual bot execution layer\n\nThe hosted version covers crypto (Binance) — relevant if tradingbot25 trades crypto instruments. For equities/SPX, need the Docker self-hosted version with your own data.\n\n### congressional-trading\nLess direct — congressional trade signals are equities (SPX/sectors), not crypto. But the Docker route with a custom data feed could cover this. If you can get historical SPX/equity OHLCV into the Docker container, the same backtest workflow applies.\n\n## Known edge cases to test\nAuthor flagged these as the hardest corners:\n- `request.security()` — multi-timeframe (MTF) calls\n- Repainting indicators\n\n## Adding to Claude Code\n\nTo add to your Claude Code session permanently:\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\nTo add to the NanoClaw container (persisted): use `install_packages` / `add_mcp_server` workflow.\n\n## Related\n\n- [[AdiiX - Claude Trading Bot Architecture]] — the strategy patterns (mean reversion/momentum/trend) this engine can backtest\n- [[Builder-Verifier Loop Pattern]] — PineForge is the Verifier for Pine Script strategies\n- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — same discipline (real numbers, not imagined ones)\n- [[GitHub MCP Server]] — another MCP server pattern for comparison\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"1381f7a6-0c06-47e8-a0f5-68fb4979c70b","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"52c64c28-60fd-4ea0-aa2b-37b85442096c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01D3zZSu3XUR7cpLmRsQfAgM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DyBwuGL92gtSDs5npNuwpQ","name":"Write","input":{"file_path":"/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md","content":"# Reddit — PineForge: Pine v6 Engine Now Has a Free Hosted MCP\n\n**Source:** r/pinescript\n**URL:** https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/\n**Date:** ~June 2026\n**Author:** u/pineforge-4pass\n\n## Full post text\n\n> Follow-up: the Pine v6 engine now has a free hosted MCP — Claude can run real backtests against it. No Docker, no key. Parity's at 245/246 now.\n>\n> Last week I posted the open-source Pine v6 engine that matches TradingView's List of Trades (231/232 at the time). The most common reply was some version of: cool, not installing Docker. Fair.\n>\n> So I put it behind a hosted MCP server. One line and Claude (or Cursor, or anything that speaks MCP) can run actual backtests:\n>\n> `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`\n>\n> No key, no signup. I built this partly because watching an LLM \"backtest\" a strategy by just thinking about it is painful. It'll invent a trade list and a P&L with full confidence, but it has no way to know intrabar fill order or how strategy.* brackets actually resolve. Pointed at the engine, it gets real numbers instead. In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\n>\n> Since last week the corpus went from 231/232 to 245/246, ~375K trades checked against TV exports. Still one mismatch, still the non-determinism in TV's own broker emulator, still documented in the repo.\n>\n> Limits, because this runs on my Cloudflare bill: last 13 complete months of crypto OHLCV (public Binance data), 100 backtests a week per IP, plus a monthly spend cap on my side. If you hit a 429 it tells you when it resets. Full history, your own data, no limits — that's still the Docker route from the original post, still free.\n>\n> For the \"how is this free without a key\" question: Worker + on-demand container, stateless, per-IP quota in D1, hard monthly budget cap. Worst case someone burns my fifty bucks and the thing turns itself off.\n>\n> Same ask as last time: break it. request.security() / MTF / repainting is still the scariest corner. New thing I'm curious about: let your agent drive and tell me if the error messages are clear enough for it to fix its own scripts.\n>\n> Repo: github.com/pineforge-4pass/pineforge-engine\n> Server: https://mcp.pineforge.dev\n\n## Related\n\n- [[PineForge MCP]] — full tool page\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2111,"cache_read_input_tokens":128636,"output_tokens":800,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2111,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":800,"cache_read_input_tokens":128636,"cache_creation_input_tokens":2111,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2111},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvUA125J1jvrkgheDRb7","type":"assistant","uuid":"108e2a57-21c2-4a4f-8cae-a02d3b60b14b","timestamp":"2026-06-10T23:45:29.323Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"108e2a57-21c2-4a4f-8cae-a02d3b60b14b","isSidechain":false,"promptId":"8aa56e9f-6711-4510-99cd-1fb113dd9348","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DyBwuGL92gtSDs5npNuwpQ","type":"tool_result","content":"File created successfully at: /workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md (file state is current in your context — no need to Read it back)"}]},"uuid":"7026b0a8-aa9d-4175-afbf-807536bd56a8","timestamp":"2026-06-10T23:45:29.442Z","toolUseResult":{"type":"create","filePath":"/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md","content":"# Reddit — PineForge: Pine v6 Engine Now Has a Free Hosted MCP\n\n**Source:** r/pinescript\n**URL:** https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/\n**Date:** ~June 2026\n**Author:** u/pineforge-4pass\n\n## Full post text\n\n> Follow-up: the Pine v6 engine now has a free hosted MCP — Claude can run real backtests against it. No Docker, no key. Parity's at 245/246 now.\n>\n> Last week I posted the open-source Pine v6 engine that matches TradingView's List of Trades (231/232 at the time). The most common reply was some version of: cool, not installing Docker. Fair.\n>\n> So I put it behind a hosted MCP server. One line and Claude (or Cursor, or anything that speaks MCP) can run actual backtests:\n>\n> `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`\n>\n> No key, no signup. I built this partly because watching an LLM \"backtest\" a strategy by just thinking about it is painful. It'll invent a trade list and a P&L with full confidence, but it has no way to know intrabar fill order or how strategy.* brackets actually resolve. Pointed at the engine, it gets real numbers instead. In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\n>\n> Since last week the corpus went from 231/232 to 245/246, ~375K trades checked against TV exports. Still one mismatch, still the non-determinism in TV's own broker emulator, still documented in the repo.\n>\n> Limits, because this runs on my Cloudflare bill: last 13 complete months of crypto OHLCV (public Binance data), 100 backtests a week per IP, plus a monthly spend cap on my side. If you hit a 429 it tells you when it resets. Full history, your own data, no limits — that's still the Docker route from the original post, still free.\n>\n> For the \"how is this free without a key\" question: Worker + on-demand container, stateless, per-IP quota in D1, hard monthly budget cap. Worst case someone burns my fifty bucks and the thing turns itself off.\n>\n> Same ask as last time: break it. request.security() / MTF / repainting is still the scariest corner. New thing I'm curious about: let your agent drive and tell me if the error messages are clear enough for it to fix its own scripts.\n>\n> Repo: github.com/pineforge-4pass/pineforge-engine\n> Server: https://mcp.pineforge.dev\n\n## Related\n\n- [[PineForge MCP]] — full tool page\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"108e2a57-21c2-4a4f-8cae-a02d3b60b14b","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"7026b0a8-aa9d-4175-afbf-807536bd56a8","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01YYYqTA7usZpR5uXvhFQ8QZ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XF6JHMYTVS6fQNSqistMbp","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","old_string":"## 2026-06-10 (Claude blog — auto-detected, 5pm CT)","new_string":"## 2026-06-10 (James requests, continued)\n- **[[PineForge MCP]]** (new tool) — Hosted MCP server for real Pine Script v6 backtests. One-line install, no key/signup. 245/246 parity with TradingView. Hosted: 13mo Binance crypto OHLCV, 100 backtests/week/IP. Self-hosted Docker: unlimited, your own data. Directly applicable to tradingbot25 (crypto instruments) and congressional-trading (Docker + custom data).\n- **[[Reddit - PineForge Pine v6 Hosted MCP]]** (new source) — Full post text preserved.\n\n## 2026-06-10 (Claude blog — auto-detected, 5pm CT)"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":861,"cache_read_input_tokens":130747,"output_tokens":330,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":861,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":330,"cache_read_input_tokens":130747,"cache_creation_input_tokens":861,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":861},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvUBRG7u2WZsVQZKqhz1","type":"assistant","uuid":"d968b0be-ee89-4a03-befe-8c8fc156fcf5","timestamp":"2026-06-10T23:45:38.078Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
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{"parentUuid":"9f76e9fa-1b07-49c4-aefa-ad6883d903c3","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01AAMNnku39tnkxEH4LRjUsX","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YHodeUrwpNiMh1GasEp3Y5","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/Home.md","old_string":"- [[GitHub MCP Server]] — GitHub's official MCP server.","new_string":"- [[GitHub MCP Server]] — GitHub's official MCP server.\n- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":382,"cache_read_input_tokens":131608,"output_tokens":243,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":382,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":243,"cache_read_input_tokens":131608,"cache_creation_input_tokens":382,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":382},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvUC4sZSBErbLpXWX1bW","type":"assistant","uuid":"7de96abc-26e3-41ed-a528-7c349e4677a6","timestamp":"2026-06-10T23:45:45.536Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
{"parentUuid":"7de96abc-26e3-41ed-a528-7c349e4677a6","isSidechain":false,"promptId":"8aa56e9f-6711-4510-99cd-1fb113dd9348","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01YHodeUrwpNiMh1GasEp3Y5","type":"tool_result","content":"The file /workspace/extra/second-brain/wiki/Home.md has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"1d75c9bf-d6b5-41db-9012-662766e8443b","timestamp":"2026-06-10T23:45:45.638Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/Home.md","oldString":"- [[GitHub MCP Server]] — GitHub's official MCP server.","newString":"- [[GitHub MCP Server]] — GitHub's official MCP server.\n- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data.","originalFile":null,"structuredPatch":[{"oldStart":43,"oldLines":7,"newStart":43,"newLines":8,"lines":[" - [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams)."," - [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category."," - [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.","-- [[GitHub MCP Server]] — GitHub's official MCP server. 60+ tools: repos, issues, PRs, code search, security scanning.","+- [[GitHub MCP Server]] — GitHub's official MCP server.","+- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning."," - [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container."," - [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview."," - [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns."]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"7de96abc-26e3-41ed-a528-7c349e4677a6","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD"}
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{"parentUuid":null,"logicalParentUuid":"1d75c9bf-d6b5-41db-9012-662766e8443b","isSidechain":false,"type":"system","subtype":"compact_boundary","content":"Conversation compacted","isMeta":false,"timestamp":"2026-06-10T23:48:17.387Z","uuid":"dd748dc0-f42c-4611-9ffb-41dd2b183182","level":"info","compactMetadata":{"trigger":"auto","preTokens":132271,"preCompactDiscoveredTools":["WebFetch","mcp__nanoclaw__send_message"],"postTokens":8340,"durationMs":151675},"userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"dd748dc0-f42c-4611-9ffb-41dd2b183182","isSidechain":false,"promptId":"8aa56e9f-6711-4510-99cd-1fb113dd9348","type":"user","message":{"role":"user","content":"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\n\nSummary:\n1. Primary Request and Intent:\nJames Lopez (Jay) uses this NanoClaw agent session as a personal knowledge management assistant. The session covers a full day (June 9–10, 2026) of recurring tasks:\n- **GitHub monitoring sweep (#19):** Evaluate 30 updated Anthropic repos and 3 new skills commits; ingest what's new into the second-brain wiki\n- **Claude blog monitoring:** Fetch and ingest new blog posts\n- **X post ingestion:** Multiple posts shared by James throughout the day, some with \"please ingest\" / \"ingest immediately\" instructions, some with questions requiring research\n- **Ad-hoc research:** Answer specific questions about tools (context window cost of `/teach`, whether to \"ape\" the AdiiX trading bot, relevance of PineForge MCP to his projects)\n- The second brain wiki lives at `/workspace/extra/second-brain/wiki/`. All ingest replies must include Tailscale links to new/updated pages.\n\n2. Key Technical Concepts:\n- **Claude Agent Skills system** — trigger-based SKILL.md files loaded on-demand; zero idle context cost\n- **Builder-Verifier Loop Pattern** — every code-writing loop needs a separate verifier running the real app; derived from Boris Cherny's rule\n- **Decoupled harness/sandbox architecture** — Managed Agents separates reasoning (harness) from execution (sandbox) via append-only session log; enables parallel container startup (p50 ~60% / p95 >90% latency reduction)\n- **Claude Fable 5 / Mythos 5** — new Claude models; always-on adaptive thinking (disabling returns 400), ~30% more tokens per input (new tokenizer), refusal stop reason, 30-day data retention, migration guide\n- **Dreaming** — scheduled processes reviewing session logs to extract patterns and curate agent memory over time (now first-class in Managed Agents)\n- **Outcomes** — agent self-grading against evaluation rubrics (automated Verifier in Managed Agents)\n- **system.message event** — mid-session system prompt updates, Opus 4.8 only\n- **PineForge MCP** — hosted MCP server running real Pine Script v6 backtests; 245/246 TradingView parity; no key/signup; 100 backtests/week/IP; 13mo Binance OHLCV; Docker route for unlimited/custom data\n- **`/teach` skill by Matt Pocock** — ZPD-based personalized tutor; trigger-based (zero idle cost); saves lessons/learning-records locally; Claude Code only (requires local filesystem)\n- **ATR-based position sizing** — risk stays constant across volatility regimes; relevant to tradingbot25\n- **Out-of-sample validation** — freeze model at historical date, test forward, measure residuals; applicable to congressional-trading signal model\n- **tradingbot25** — James's private GitHub repo (not public); algorithmic trading bot project; noted in CLAUDE.local.md\n\n3. Files and Code Sections:\n\n- **`/workspace/extra/second-brain/wiki/tools/Claude Fable 5 and Mythos 5.md`** (new)\n - Technical API details from skills commit #1294; always-on adaptive thinking, ~30% tokenizer difference, refusal stop reason + SDK fallback middleware, 30-day data retention, migration checklist, applicability to James's projects\n\n- **`/workspace/extra/second-brain/wiki/tools/Managed Agents.md`** (updated multiple times)\n - Added: `system.message` event (Opus 4.8 only, from commit #1297)\n - Added: Decoupled architecture section with p50/p95 latency metrics\n - Added: Dreaming (scheduled memory refinement), Outcomes (self-grading), harness evolution problem (context anxiety), when-to-use guidance\n - Key addition:\n ```\n Harness (calls Claude) ──── Session Log (append-only) ──── Sandbox (executes code)\n ```\n\n- **`/workspace/extra/second-brain/wiki/tools/Anthropic Skills Repo.md`** (updated)\n - Added 3 new commits: #1294 (Fable 5/Mythos 5), #1297 (scheduled deployments + vault + system.message), #1293 (frontend-design)\n\n- **`/workspace/extra/second-brain/wiki/tools/Teach Skill.md`** (new)\n - `/teach` by Matt Pocock; trigger-based (zero idle cost); ZPD-based curriculum; files: MISSION.md, RESOURCES.md, NOTES.md, lessons/*.html, learning-records/*.md; Claude Code only; install: `npx skills add mattpocock/skills --skill teach`; when-to-use table; applicability to James\n\n- **`/workspace/extra/second-brain/wiki/tools/PineForge MCP.md`** (new — most recent work)\n - Hosted MCP server for real Pine Script v6 backtests\n - Install: `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`\n - Self-hosted Docker: `ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest`\n - Directly applicable to tradingbot25 (crypto via hosted) and congressional-trading (Docker + custom data)\n\n- **`/workspace/extra/second-brain/wiki/concepts/Builder-Verifier Loop Pattern.md`** (new)\n - Core rule: every code-writing loop needs a separate verifier running the real app; maps to Fresh-context evaluator, adversarial verification; `.claude/inbox/` async handoff pattern; applicability notes for congressional-trading, qip-qien, pool-monitor\n\n- **`/workspace/extra/second-brain/wiki/people/Delba de Oliveira.md`** (new)\n - MTS Claude Code engineer at Anthropic; created \"Claude Code Patterns: Feedback loops\" video (https://www.youtube.com/watch?v=CNYE5nQfRaQ); cited by Cherny as canonical self-verification breakdown\n\n- **`/workspace/extra/second-brain/wiki/sources/Alpha Batcher - Boris Cherny 5-Day Claude Code Setup.md`** (new)\n - 5-day ladder: Day 1 CLAUDE.md+settings.json → Day 2 verification scripts → Day 3 commands (babysit/triage/deploy-watch) → Day 4 loops → Day 5 overnight inbox pattern\n - Updated to add YouTube URL: https://youtu.be/Hth_tLaC2j8 (queued for ingest)\n\n- **`/workspace/extra/second-brain/wiki/sources/Boris Cherny - Self-Verification Loops.md`** (new)\n - Cherny's own post; 311.5K views, 3.7K bookmarks; canonical statement that self-verification enables longer autonomous runs\n\n- **`/workspace/extra/second-brain/wiki/sources/DCBitMax - Bitcoin Power Law Out-of-Sample Test.md`** (new)\n - Out-of-sample validation using Claude Opus 4.8; 2016 freeze → 10-year mean residual −0.05σ; methodology applicable to congressional-trading\n\n- **`/workspace/extra/second-brain/wiki/sources/AdiiX - Claude Trading Bot Architecture.md`** (new)\n - 7.1M views, 17K bookmarks; Claude Code writes logic + Cowork sends 7am/9pm daily briefings; multi-asset strategy breakdown; performance claims flagged as unverified hype; applicable to tradingbot25\n\n- **`/workspace/extra/second-brain/wiki/sources/Claude Blog - Building With Claude Managed Agents.md`** (new)\n - By Gagan Bhat & Isabella He; three-phase architecture evolution; decoupled architecture; Dreaming; Outcomes; context anxiety; customer benchmarks (Notion 12h→20min, Rakuten ~1 week/agent)\n\n- **`/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md`** (new — most recent)\n - Full post text preserved from r/pinescript\n\n- **`/workspace/agent/pending-ingests.md`** (updated multiple times)\n - Added YouTube section: Boris Cherny \"Reflecting on a year of Claude Code\" (https://youtu.be/Hth_tLaC2j8) — high priority\n - Added: Delba \"Claude Code Patterns: Feedback loops\" (https://www.youtube.com/watch?v=CNYE5nQfRaQ) — high priority\n - Added: Apple ML pruning paper (https://machinelearning.apple.com/research/pruning-large-language)\n - Added X Posts section: @Rixhabh__ post (low priority)\n\n- **`/workspace/agent/CLAUDE.local.md`** (updated)\n - Added \"James's Repos (beyond repo-awareness list)\" section noting tradingbot25 as a private repo relevant to trading bot architecture and Claude Code + Cowork patterns\n\n- **`/home/node/.claude/projects/-workspace-agent/memory/feedback_search_for_referenced_videos.md`** (new)\n - Lesson: when ingesting a social post that mentions a video by title, search YouTube for it during the same turn\n\n- **`/home/node/.claude/projects/-workspace-agent/memory/MEMORY.md`** (updated)\n - Added entry for the YouTube search feedback\n\n- **`/workspace/extra/second-brain/wiki/Home.md`** (updated multiple times)\n - Added entries for all new pages across Tools, Sources, Concepts, People sections\n\n- **`/workspace/extra/second-brain/wiki/Wiki Ingest Log.md`** (updated multiple times)\n - Dated entries for: sweep #19, all James-requested ingests, blog auto-detect\n\n4. Errors and fixes:\n- **Reddit scraping blocked:** Reddit returned a JavaScript challenge page; browser automation also failed (selector 'main' not found after redirect). Reddit JSON API returned `credential_not_found` via OneCLI gateway. Fix: told James honestly and asked him to paste the post content. James did so in message 862.\n- **Alpha Batcher YouTube video not found during ingest:** The 18-min video \"Reflecting on a year of Claude Code\" was embedded in the post but Nano didn't search YouTube for it. James flagged this: \"I'm surprised you didn't find it.\" Fix: searched YouTube, found the URL, added to pending-ingests.md, updated source page, saved feedback memory to prevent recurrence.\n- **Bash tool exit code 1 on Reddit JSON API:** Python script raised `KeyError: 0` because the API returned a dict (error), not a list. Fix: added debug step to inspect response type; revealed `credential_not_found` error.\n- **GitHub tradingbot25 not found:** `jamesjlopez/tradingbot25` returned 404 on public GitHub API — determined to be a private repo. Fix: noted in CLAUDE.local.md; told James and offered to access if mounted into container.\n\n5. Problem Solving:\n- **Distinguishing hype from useful content:** AdiiX trading bot post (7.1M views) contained unverified performance claims alongside legitimate architectural patterns. Solved by separating the two clearly in wiki and response.\n- **Answering James's specific questions about /teach:** Needed to find the actual SKILL.md implementation details to answer whether it has idle context cost (no — trigger-based), whether it works mid-repo for debugging (no — wrong tool), and whether it's Cowork or Claude Code (Claude Code — local filesystem required). Used subagent to find GitHub repo and SKILL.md details.\n- **PineForge relevance assessment:** The hosted version only has Binance crypto data (13 months), limiting usefulness for equity/SPX strategies (congressional-trading). The Docker self-hosted version supports custom data. Documented both paths clearly in wiki.\n\n6. All user messages:\n- https://machinelearning.apple.com/research/pruning-large-language\n- Here's the link to the paper\n- https://x.com/alphabatcher/status/2064441748974383439?s=52 Please ingest\n- Here's that video on YouTube, I'm surprised you didn't find it https://youtu.be/Hth_tLaC2j8?si=Qy5hO9D2tU_I08UD\n- Please ingest immediately\n- https://x.com/bcherny/status/2064426115255730578?s=12\n- https://x.com/dcbitmax/status/2064607987059351988?s=52\n- https://x.com/itsolelehmann/status/2064315451631681634?s=52 — This sounds kind of amazing, is there a context window cost for installing this? Even when it's not actively being used? Could this be useful if I'm working in a repo and he hit a thorny issue, could this skill be useful in that context? Or is this kind of skill more useful or designed to be used in cowork?\n- https://x.com/rixhabh__/status/2064674645543154093?s=52\n- https://x.com/adiix_official/status/2064404496332001341?s=52 — Whoa this looks wild, haven't had time to watch the video yet. What can we learn? Can we just ape (copy) this? Or is it a repo we can just go grab?\n- Ingest this, we also have a tradingbot25 repo that this seems very relevant to\n- https://www.reddit.com/r/pinescript/s/q9CMlEYDLH — Ooh this might be useful right?\n- [Pasted full Reddit post content about PineForge MCP — free hosted MCP server for Pine Script v6 backtests, install command, limits, Docker alternative, repo link]\n\n7. Pending Tasks:\n- **Overnight YouTube ingest:** \"Reflecting on a year of Claude Code\" — Boris Cherny & Cat Wu (https://youtu.be/Hth_tLaC2j8) — HIGH PRIORITY\n- **Overnight YouTube ingest:** \"Claude Code Patterns: Feedback loops\" — Delba de Oliveira / ClaudeDevs (https://www.youtube.com/watch?v=CNYE5nQfRaQ) — HIGH PRIORITY\n- **Overnight ingest:** Apple ML pruning paper (https://machinelearning.apple.com/research/pruning-large-language)\n- **Queued (low priority):** @Rixhabh__ X post (https://x.com/Rixhabh__/status/2064674645543154093) — derivative content\n- **Queued:** Authority Hacker Podcast episode (Apple Podcasts, ID 1000757265570)\n- **Optional:** Mount tradingbot25 private repo into container for code-level advice\n\n8. Current Work:\nImmediately before this summary request, the agent had just completed ingesting the PineForge MCP content from message 862. James pasted the full Reddit post text, and the agent:\n1. Created `/workspace/extra/second-brain/wiki/tools/PineForge MCP.md` — full tool page with install commands, limits, workflow with Claude, applicability to tradingbot25 and congressional-trading, known edge cases\n2. Created `/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md` — full post text preserved\n3. Updated `Wiki Ingest Log.md` and `Home.md`\n\nThe response message to James with the \"is it useful?\" answer and Tailscale links had been composed and was the last outgoing action before the summary request was triggered.\n\n9. Optional Next Step:\nThe most recent completed work was ingesting the PineForge MCP post. The response to James was the last action. The next natural step would be to send the final reply to James about PineForge if it hasn't been delivered, which would answer his question \"Ooh this might be useful right?\" with the verdict (yes — directly applicable to tradingbot25 for crypto instruments via the hosted route; Docker route for SPX/equities in congressional-trading) and the wiki links:\n\nDirect quote from the last completed work context: James asked *\"Ooh this might be useful right?\"* about the PineForge Pine v6 hosted MCP. The response should confirm: yes, the hosted version (Binance crypto, 100 backtests/week) is directly useful for tradingbot25 crypto instruments; the Docker self-hosted route is the path for equities/SPX (congressional-trading); and the one-line install (`claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`) makes it trivial to try immediately.\n\n---\n\nYou MUST wrap all responses in ... blocks.\nAvailable destinations: `telegram-mg-17796`, `telegram-mg-17800`.\n\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/node/.claude/projects/-workspace-agent/9690ed0b-9f34-4d1e-aec6-93eb099c5a1f.jsonl\nContinue the conversation from where it left off without asking the user any further questions. Resume directly — do not acknowledge the summary, do not recap what was happening, do not preface with \"I'll continue\" or similar. Pick up the last task as if the break never happened."},"isVisibleInTranscriptOnly":true,"isCompactSummary":true,"uuid":"b43db422-622e-471f-8027-6efb7d58aa23","timestamp":"2026-06-10T23:48:17.391Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"e152d586-e0a2-4132-9292-50c105a789b9","isSidechain":false,"attachment":{"type":"file","filename":"/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md","content":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md","content":"# Reddit — PineForge: Pine v6 Engine Now Has a Free Hosted MCP\n\n**Source:** r/pinescript\n**URL:** https://www.reddit.com/r/pinescript/comments/1u2ecjw/followup_the_pine_v6_engine_now_has_a_free_hosted/\n**Date:** ~June 2026\n**Author:** u/pineforge-4pass\n\n## Full post text\n\n> Follow-up: the Pine v6 engine now has a free hosted MCP — Claude can run real backtests against it. No Docker, no key. Parity's at 245/246 now.\n>\n> Last week I posted the open-source Pine v6 engine that matches TradingView's List of Trades (231/232 at the time). The most common reply was some version of: cool, not installing Docker. Fair.\n>\n> So I put it behind a hosted MCP server. One line and Claude (or Cursor, or anything that speaks MCP) can run actual backtests:\n>\n> `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`\n>\n> No key, no signup. I built this partly because watching an LLM \"backtest\" a strategy by just thinking about it is painful. It'll invent a trade list and a P&L with full confidence, but it has no way to know intrabar fill order or how strategy.* brackets actually resolve. Pointed at the engine, it gets real numbers instead. In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\n>\n> Since last week the corpus went from 231/232 to 245/246, ~375K trades checked against TV exports. Still one mismatch, still the non-determinism in TV's own broker emulator, still documented in the repo.\n>\n> Limits, because this runs on my Cloudflare bill: last 13 complete months of crypto OHLCV (public Binance data), 100 backtests a week per IP, plus a monthly spend cap on my side. If you hit a 429 it tells you when it resets. Full history, your own data, no limits — that's still the Docker route from the original post, still free.\n>\n> For the \"how is this free without a key\" question: Worker + on-demand container, stateless, per-IP quota in D1, hard monthly budget cap. Worst case someone burns my fifty bucks and the thing turns itself off.\n>\n> Same ask as last time: break it. request.security() / MTF / repainting is still the scariest corner. New thing I'm curious about: let your agent drive and tell me if the error messages are clear enough for it to fix its own scripts.\n>\n> Repo: github.com/pineforge-4pass/pineforge-engine\n> Server: https://mcp.pineforge.dev\n\n## Related\n\n- [[PineForge MCP]] — full tool page\n","numLines":34,"startLine":1,"totalLines":34}},"displayPath":"../extra/second-brain/wiki/sources/Reddit - PineForge Pine v6 Hosted MCP.md"},"type":"attachment","uuid":"e061a008-baea-476c-8ecb-090849fa4fb3","timestamp":"2026-06-10T23:48:16.733Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"e061a008-baea-476c-8ecb-090849fa4fb3","isSidechain":false,"attachment":{"type":"file","filename":"/workspace/extra/second-brain/wiki/tools/PineForge MCP.md","content":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/PineForge MCP.md","content":"# PineForge MCP\n\n**Type:** Hosted MCP server — Pine Script v6 backtest engine\n**Author:** @pineforge-4pass (Reddit/GitHub)\n**Repo:** https://github.com/pineforge-4pass/pineforge-engine\n**Server:** https://mcp.pineforge.dev\n**Source:** [[Reddit - PineForge Pine v6 Hosted MCP]]\n\n## What it does\n\nRuns real Pine Script v6 backtests that Claude (or any MCP-compatible tool) can invoke directly. Solves a specific problem: LLMs hallucinate backtest results — inventing trade lists and P&L with full confidence but no knowledge of intrabar fill order or how `strategy.*` brackets actually resolve. Pointed at this engine, Claude gets real numbers instead.\n\n> \"In my tests the real numbers are usually worse than what it imagined, which is kind of the whole point.\"\n\n## Parity status\n\n245/246 match against TradingView's own List of Trades export (~375K trades checked). The one remaining mismatch is non-determinism in TradingView's own broker emulator — documented in the repo.\n\n## Install (hosted — no key, no signup)\n\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\n**Hosted limits:**\n- Data: last 13 complete months of crypto OHLCV (public Binance data only)\n- Rate: 100 backtests/week per IP\n- Returns HTTP 429 with reset time when quota is hit\n- Author's monthly spend cap — service turns itself off if hit\n\n## Self-hosted (no limits, your own data)\n\n```json\n{\n \"mcpServers\": {\n \"pineforge-codegen\": {\n \"command\": \"docker\",\n \"args\": [\n \"run\", \"--rm\", \"-i\",\n \"-v\", \"${workspaceFolder}:/work\",\n \"ghcr.io/pineforge-4pass/pineforge-codegen-mcp:latest\"\n ]\n }\n }\n}\n```\n\nFull historical data, your own data feed, no quota limits. Requires Docker.\n\n## Workflow with Claude\n\n1. Write a Pine Script v6 strategy\n2. Claude calls PineForge MCP → runs real backtest against Binance OHLCV\n3. Returns actual trade list, P&L, drawdown — not hallucinated\n4. Claude can iterate: if script errors, MCP returns clear error messages the agent can use to fix its own scripts (author explicitly testing this)\n\nThis is the [[Builder-Verifier Loop Pattern]] applied to strategy development: Claude (Builder) writes the script; PineForge (Verifier) runs the real numbers.\n\n## Applicability to James's projects\n\n### tradingbot25\nDirect fit. The workflow:\n1. Write strategy logic in Pine Script (mean reversion, momentum, ATR sizing — same as the AdiiX pattern)\n2. `claude mcp add pineforge` → backtest with real Binance data immediately\n3. Iterate until real numbers are acceptable\n4. Then implement confirmed logic in the actual bot execution layer\n\nThe hosted version covers crypto (Binance) — relevant if tradingbot25 trades crypto instruments. For equities/SPX, need the Docker self-hosted version with your own data.\n\n### congressional-trading\nLess direct — congressional trade signals are equities (SPX/sectors), not crypto. But the Docker route with a custom data feed could cover this. If you can get historical SPX/equity OHLCV into the Docker container, the same backtest workflow applies.\n\n## Known edge cases to test\nAuthor flagged these as the hardest corners:\n- `request.security()` — multi-timeframe (MTF) calls\n- Repainting indicators\n\n## Adding to Claude Code\n\nTo add to your Claude Code session permanently:\n```shell\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\n\nTo add to the NanoClaw container (persisted): use `install_packages` / `add_mcp_server` workflow.\n\n## Related\n\n- [[AdiiX - Claude Trading Bot Architecture]] — the strategy patterns (mean reversion/momentum/trend) this engine can backtest\n- [[Builder-Verifier Loop Pattern]] — PineForge is the Verifier for Pine Script strategies\n- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — same discipline (real numbers, not imagined ones)\n- [[GitHub MCP Server]] — another MCP server pattern for comparison\n","numLines":93,"startLine":1,"totalLines":93}},"displayPath":"../extra/second-brain/wiki/tools/PineForge MCP.md"},"type":"attachment","uuid":"e8fd823f-5a90-459d-8dc4-e9db649ebcbf","timestamp":"2026-06-10T23:48:16.748Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"e8fd823f-5a90-459d-8dc4-e9db649ebcbf","isSidechain":false,"attachment":{"type":"file","filename":"/workspace/extra/second-brain/wiki/tools/Managed Agents.md","content":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Managed Agents.md","content":"# Managed Agents\n\n**Type:** Anthropic hosted agent platform\n**By:** Anthropic\n**Docs:** Via `claude-api` skill in [[Anthropic Skills Repo]]\n**Related SDKs:** [[Claude Agent SDK Python]], [[Claude Agent SDK TypeScript]]\n\n## What it is\n\nAnthropic's hosted orchestration platform for running long-lived, stateful agents. Handles the agent loop, session management, tool execution, MCP server connections, and credential vaulting. You build the agent definition; Managed Agents runs and manages it.\n\n## Decoupled architecture (core design — June 2026)\n\n```\nHarness (calls Claude) ──── Session Log (append-only) ──── Sandbox (executes code)\n```\n\nThe reasoning layer and the execution sandbox are separate, connected only by the session event log. This enables:\n- **Parallel startup:** Claude reasons while the container spins up → p50 ~60% / p95 >90% latency reduction vs blocking on container\n- **Credential isolation:** Vault is external; proxy fetches and decrypts on-demand; sandbox never sees raw credentials\n- **Resumability:** Session log is an append-only event stream; runs can be reconstructed or resumed without developer-managed databases\n- **Full auditability:** Visual timeline in Claude Developer Console; step-by-step debug; native transcript inspection\n\nSource: [[Claude Blog - Building With Claude Managed Agents]] (June 10, 2026)\n\n## Dreaming (memory refinement — June 2026)\n\nScheduled processes that review session logs and memory stores, extracting patterns and curating memories so agents improve over time. Production-grade version of the Dreaming Service pattern from [[Anthropic CWC Workshops]]. Now first-class in Managed Agents.\n\n## Outcomes (agent self-evaluation — June 2026)\n\nAgents grade their own output against evaluation rubrics. Enables automated quality loops without human review on every run. Connects to [[Builder-Verifier Loop Pattern]] — Outcomes is the automated Verifier built into the platform.\n\n## When to use vs. not use\n\n**Use Managed Agents:** Production workloads with predictable complexity, teams that can't maintain custom harnesses as models evolve, need to ship in days not months, horizontal scaling.\n\n**Don't use:** Highly specialized agents needing deep harness customization; single-turn tasks (Messages API is simpler and cheaper).\n\n## The harness evolution problem (why Anthropic maintains it)\n\nConcrete example: Claude Sonnet 4.5 exhibited **context anxiety** — rushing near context limits. Anthropic added context-reset workarounds. Claude Opus 4.5 eliminated the behavior natively. The workaround became dead overhead. This cycle repeats every model generation. The harness needs continuous tuning as models evolve — most orgs shouldn't own that burden.\n\n## Execution environments\n\n### Cloud (default)\nAnthropic runs both the agent loop and tool execution in their infrastructure.\n\n### Self-hosted sandboxes (public beta — May 2026)\nAgent loop stays on Anthropic's orchestration; tool execution moves to your environment. Two modes:\n\n**Your own infrastructure** — outbound-polling worker pattern:\n\n| Level | Python/TS | CLI | Go |\n|-------|-----------|-----|----|\n| Full auto | `EnvironmentWorker.run()` | `ant beta:worker run` | — |\n| Single iteration | `EnvironmentWorker.run_one()` | `ant beta:worker poll` | — |\n| Per-session containers | `WorkPoller` | — | `WorkPoller` |\n\n**Managed sandbox providers:**\n\n| Provider | Notes |\n|----------|-------|\n| **Cloudflare** | MicroVM-based, zero-trust secrets injection, customizable proxies |\n| **Daytona** | Full stateful computers, long-running agents, SSH/URL access |\n| **Modal** | Sub-second startup, 100K+ concurrent sandboxes, CPU/GPU |\n| **Vercel** | VM-based, millisecond startup, VPC peering |\n\nUse cases: private infra, regulated data, tools that can't leave your network.\n\n**Worker implementations:**\n\n| Level | Python/TS | CLI | Go |\n|-------|-----------|-----|----|\n| Full auto | `EnvironmentWorker.run()` | `ant beta:worker run` | — |\n| Single iteration | `EnvironmentWorker.run_one()` | `ant beta:worker poll` | — |\n| Per-session containers | `WorkPoller` | — | `WorkPoller` |\n| Custom tool runner | `AgentToolContext` / `beta_agent_toolset` / `tool_runner()` | — | — |\n\n**Monitoring & control** (call from outside the worker host, not inside):\n- `environments.work.stats` — status\n- `environments.work.stop` — terminate\n- Auth: `x-api-key` header\n\n### MCP Tunnels (research preview — May 2026)\nAccess private-network MCP servers without exposing them publicly. Deploy a single lightweight gateway: one outbound connection, no inbound firewall rules, no public endpoints, traffic encrypted end-to-end. Works with both Managed Agents and the Messages API. Managed via Claude Console. Requires access request.\n\n## Session management\n\n### Mid-session agent updates (new — May 2026)\nUpdate tools and MCP servers on a running session without creating a new agent version:\n```python\nsessions.update(\n session_id,\n agent={\"tools\": [...], \"mcp_servers\": [...]},\n vault_ids=[...]\n)\n```\n- Session-local override — doesn't bump the agent version\n- Full-replacement semantics (new list replaces old, not merged)\n- Session must be **idle** (not mid-turn)\n\n## MCP tool output handling\n\nLarge MCP tool outputs (>100K tokens) are automatically offloaded to a sandbox file. The agent receives a truncated preview + the file path instead of the full output inline. Prevents context window exhaustion on large data returns.\n\n**Other session behavior:**\n- Invalid vault credentials don't block `sessions.create()` — session creates successfully; a `session.error` event fires, and auth retries on the next idle→running transition.\n\n## Opus 4.8 tool-description guidance (new — May 2026)\n\nThe `claude-api` skill added prescriptive tool-description guidance specifically for Opus 4.8. Opus 4.8 behavioral profile: more narration, warmer voice, more deliberate reasoning. Prompt re-tuning (not API breaking changes) is the main migration from 4.7.\n\n## Scheduled Deployments (public beta — June 2026)\n\nAgents run on recurring cron schedules without custom scheduler infrastructure.\n\n- New session created for each run\n- Lifecycle controls: pause, resume, archive, manual trigger\n- Use cases: nightly data syncs, weekly compliance scans, daily digests, monitoring dashboards\n\nCustomer examples: Rakuten (weekly reports + dashboards), Actively AI (replaced custom scheduling infra), Ando (hiring/sales workflow automation).\n\n## Environment Variables in Vaults (public beta — June 2026)\n\nAPI keys and credentials stored in vaults; injected at network boundaries, never exposed inside the sandbox.\n\n- Keys stored as placeholders in the sandbox; real credentials attach only at the network boundary\n- Domain-level access restrictions\n- Dynamic key updates propagate to running sessions\n- Supported integrations at launch: Browserbase, KERNEL, Notion, Ramp, Sentry CLIs\n\nCustomer examples: Notion (CLI rollout with API tokens never in agent scope), Browserbase (public browser-skills catalog via vault-authenticated CLI), Milana (agents connect to customer codebases for automated bug fixes).\n\n## system.message event (new — June 2026, Opus 4.8 only)\n\nMid-session system prompt updates via a new event type. 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{"parentUuid":"900e914c-180f-4d94-a6f1-872a26c98c5d","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01M9ZPAsbWzbeoFoLeQdCwye","type":"message","role":"assistant","content":[{"type":"text","text":"\nYes — and it's uniquely well-suited to your situation.\n\n**For tradingbot25 (crypto):** The hosted version is a direct fit. One line to wire it up:\n```\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\nThen Claude Code writes the strategy logic → PineForge runs a real backtest against 13 months of Binance OHLCV → you get actual trade lists and P&L, not hallucinated ones. 100 backtests/week/IP, no key needed. The author's whole motivation was exactly the LLM hallucination problem — \"the real numbers are usually worse than what it imagined, which is kind of the whole point.\"\n\n**For congressional-trading (equities/SPX):** The hosted version won't cover it (Binance only). But the Docker self-hosted route supports your own data feed — if you can pipe in historical SPX/equity OHLCV, the same workflow applies.\n\nIngested:\n- [PineForge MCP](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/PineForge%20MCP.md)\n- [Reddit - PineForge Pine v6 Hosted MCP](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/sources/Reddit%20-%20PineForge%20Pine%20v6%20Hosted%20MCP.md)\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":23113,"cache_read_input_tokens":10934,"output_tokens":763,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":23113,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":763,"cache_read_input_tokens":10934,"cache_creation_input_tokens":23113,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":23113},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvUPoTCMFSyZCDAmH1Pc","type":"assistant","uuid":"47634b6a-9bbe-4d45-819d-46df2444079b","timestamp":"2026-06-10T23:48:32.651Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"3bf2dd34-22a0-4c3f-9bab-4c8d8a1624e3","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01EjNe5Nmo6QGqsphqwWdv1N","type":"message","role":"assistant","content":[{"type":"text","text":"\nYes — and it's uniquely well-suited to your situation.\n\n**For tradingbot25 (crypto):** The hosted version is a direct fit. One line to wire it up:\n```\nclaude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp\n```\nThen Claude Code writes the strategy logic → PineForge runs a real backtest against 13 months of Binance OHLCV → you get actual trade lists and P&L, not hallucinated ones. 100 backtests/week/IP, no key needed. The author's whole motivation was exactly the LLM hallucination problem — \"the real numbers are usually worse than what it imagined, which is kind of the whole point.\"\n\n**For congressional-trading (equities/SPX):** The hosted version won't cover it (Binance only). But the Docker self-hosted route supports your own data feed — if you can pipe in historical SPX/equity OHLCV, the same workflow applies.\n\nIngested:\n- [PineForge MCP](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/PineForge%20MCP.md)\n- [Reddit - PineForge Pine v6 Hosted MCP](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/sources/Reddit%20-%20PineForge%20Pine%20v6%20Hosted%20MCP.md)\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":849,"cache_read_input_tokens":34047,"output_tokens":377,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":849,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":377,"cache_read_input_tokens":34047,"cache_creation_input_tokens":849,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":849},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvUQveKRExJMZVTnt1m6","type":"assistant","uuid":"b79c935b-31fb-4ffc-8b8c-c0be2c2adc1a","timestamp":"2026-06-10T23:48:40.458Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"442dfb39-5517-4253-bed3-d3edd3805b21","isSidechain":false,"attachment":{"type":"skill_listing","content":"- update-config: Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\"from now on when X\", \"each time X\", \"whenever X\", \"before/after X\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\"allow X\", \"add permission\", \"move permission to\"), env vars (\"set X=Y\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \"allow npm commands\", \"add bq permission to global settings\", \"move permission to user settings\", \"set DEBUG=true\", \"when claude stops show X\". For simple settings like theme/model, suggest the /config command.\n- keybindings-help: Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: \"rebind ctrl+s\", \"add a chord shortcut\", \"change the submit key\", \"customize keybindings\".\n- simplify: Review changed code for reuse, quality, and efficiency, then fix any issues found.\n- fewer-permission-prompts: Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\n- loop: Run a prompt or slash command on a recurring interval (e.g. /loop 5m /foo, defaults to 10m) - When the user wants to set up a recurring task, poll for status, or run something repeatedly on an interval (e.g. \"check the deploy every 5 minutes\", \"keep running /babysit-prs\"). Do NOT invoke for one-off tasks.\n- schedule: Create, update, list, or run scheduled remote agents (routines) that execute on a cron schedule. - When the user wants to schedule a recurring remote agent, set up automated tasks, create a cron job for Claude Code, or manage their scheduled agents/routines. Also use when the user wants a one-time scheduled run (\"run this once at 3pm\", \"remind me to check X tomorrow\").\n- claude-api: Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements).\nTRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a Claude feature (caching, thinking, compaction, tool use, batch, files, citations, memory) or model (Opus/Sonnet/Haiku) in a file; questions about prompt caching / cache hit rate in an Anthropic SDK project.\nSKIP: file imports `openai`/other-provider SDK, filename like `*-openai.py`/`*-generic.py`, provider-neutral code, general programming/ML.\n- agent-browser: Browse the web for any task — research topics, read articles, interact with web apps, fill forms, take screenshots, extract data, and test web pages. Use whenever a browser would be useful, not just when the user explicitly asks.\n- frontend-engineer: Pro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is built, tested, responsive, accessible, and visually verified in a real browser. Use alongside vercel-cli for production-quality deployments.\n- whatsapp-formatting: Format messages for WhatsApp, including mentions that render as real WhatsApp tags. Use when responding in a WhatsApp conversation (platform_id / chatJid ends with @s.whatsapp.net or @g.us).\n- vercel-cli: Deploy apps to Vercel. Use when asked to deploy, ship, or publish a web application, or manage Vercel projects, domains, and environment variables.\n- slack-formatting: Format messages for Slack using mrkdwn syntax. Use when responding to Slack channels (folder starts with \"slack_\" or JID contains slack identifiers).\n- welcome: Introduce yourself to a newly connected channel. Triggered automatically when a channel is first wired. 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{"parentUuid":"ded8b47e-31fe-4da0-bdad-456a95ddb214","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01TtE5sa5RMtXoTYpntaVCSU","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"X returned a 402 (Payment Required) as expected. I can't access the content without paying for X API access. I should tell James and ask him to paste the content if he wants it ingested, or queue it.\n\nActually, looking at his behavior - he didn't say \"please ingest\" or anything specific. He just shared the link. Given the default behavior rules, I should queue it. But I can't even tell what it is to give a meaningful acknowledgment.\n\nLet me just acknowledge it's queued and that X access is blocked without the API.","signature":"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"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":184,"cache_read_input_tokens":37358,"output_tokens":191,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":184,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":191,"cache_read_input_tokens":37358,"cache_creation_input_tokens":184,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":184},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbvg1C7ib52RZa3qeBopw","type":"assistant","uuid":"a135440f-5ae5-4635-a26f-6de0877bdc99","timestamp":"2026-06-11T02:20:37.777Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"a135440f-5ae5-4635-a26f-6de0877bdc99","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01TtE5sa5RMtXoTYpntaVCSU","type":"message","role":"assistant","content":[{"type":"text","text":"\nX is blocking the fetch (402 — their API paywall). Can you paste the post text? Otherwise I'll keep it queued and you can share it when convenient.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":184,"cache_read_input_tokens":37358,"output_tokens":191,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":184,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":191,"cache_read_input_tokens":37358,"cache_creation_input_tokens":184,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":184},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbvg1C7ib52RZa3qeBopw","type":"assistant","uuid":"fb167d59-53be-40df-a979-0fd2e99b2e0a","timestamp":"2026-06-11T02:20:38.739Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T02:30:39.714Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nhttps://github.com/mr-beaver/tokencost"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T02:30:40.161Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nIs this worthwhile?"}
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{"parentUuid":"8b2004d2-c14d-4e8e-9a7d-b62b7a84df82","isSidechain":false,"attachment":{"type":"queued_command","prompt":"\nIs this worthwhile?","commandMode":"prompt"},"type":"attachment","uuid":"15ab5447-2bde-40ed-87aa-ae5b2087705c","timestamp":"2026-06-11T02:30:47.427Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"15ab5447-2bde-40ed-87aa-ae5b2087705c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01UrKfEj7LUSWZ3WpAsU6fBZ","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"James wants to know if this repo is worthwhile. Let me get a bit more detail about it.\n\nThe description says: \"See exactly what you spend on Claude CLI + cost optimizations functions\"\n\n31 stars, Python. Let me get more details.","signature":"EqwDCmUIDhgCKkCDTeZgZ2E+3HZ2EJXyDGGxHigkc2isdlzFIxjQyTc7h//DVKf4YE8LU9+B0pJDC9y5jcFlQz60494mvXpGKo7dMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMoZuNfSWilm5VbytyGgwNkrviRCVbm5tP010iMM+aimweL1g1VT6ShjUHg/IKMK1gl9Qu+IGmyG+K6fiIxJiEs/YosXgNLasXRo3RGir0AV0CI3y8dJAOTBc9wcqYZhnGtvCsUcLOdBmWWRPdDoYmFRtfbZwPYeczn+TlUhIVcSzLpXCwb/fMlabAwWkFmWhah6kPWh9C3xgNdXNcA10GpRW2ltJ0/PQMUyGH5sv79RQLbPT+zZPbk6giiAHW5P2xknRc9hegYksP/5xc2PZ60l3INsdaV2D3iAZusD1Q6Nwg4pePzxlt8iZPmRrebgD6xAvzkn5TbGqz0FmJ5Ogjm5GUdtmOgOYYTy5K1Oi07vAc1NV6hrt0xC3TpYMilC38OrF9ZyVT0Cr3XI2FexjfZaZFAwgZCvF4CRxvUJnd53pOr9cYAQ=="}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":406,"cache_read_input_tokens":37797,"output_tokens":170,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":406,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":170,"cache_read_input_tokens":37797,"cache_creation_input_tokens":406,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":406},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvgnWVmYAD79WqyRmBv7","type":"assistant","uuid":"a2ad2a6d-6113-4743-827a-5a86a1ce63f3","timestamp":"2026-06-11T02:30:53.557Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"a2ad2a6d-6113-4743-827a-5a86a1ce63f3","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01UrKfEj7LUSWZ3WpAsU6fBZ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01ScuNLwVRyig3Z2SuHRmiEx","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/mr-beaver/tokencost/main/README.md | head -100","description":"Fetch tokencost README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":406,"cache_read_input_tokens":37797,"output_tokens":170,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":406,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":170,"cache_read_input_tokens":37797,"cache_creation_input_tokens":406,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":406},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbvgnWVmYAD79WqyRmBv7","type":"assistant","uuid":"10f607ff-91da-4ebb-b254-f0d609e3ef26","timestamp":"2026-06-11T02:30:54.314Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"10f607ff-91da-4ebb-b254-f0d609e3ef26","isSidechain":false,"promptId":"d6d90bc6-1806-4427-bd34-773bca55335a","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01ScuNLwVRyig3Z2SuHRmiEx","type":"tool_result","content":"# TokenCost\n\n**Know exactly what you spend on AI — and automatically spend less.**\n\nA local proxy that sits between your tools and the LLM APIs. It tracks every token, calculates real costs, and optimizes requests on the fly. Works with Claude Code, VS Code, Claude Desktop, OpenClaw, and 15+ API providers (OpenAI, Groq, Mistral, DeepSeek, xAI, Perplexity, Cerebras, Together, Fireworks, Cohere, OpenRouter, Ollama, Amazon Bedrock, Google Gemini, and more).\n\n\n\n\n\n\n---\n\n## Why\n\nIf you use Claude Code or VS Code AI tools heavily, you're probably spending $2–10/day without knowing exactly where it goes. This tool:\n\n- Shows you a real-time breakdown by tool, model, session, and task type\n- Automatically reduces your bill by 50–80% via prompt caching and smart model routing\n- Works locally — your prompts never leave your machine\n\n---\n\n## What it does\n\n### 📊 Live Dashboard\nFull spend analytics at `http://localhost:8082/dashboard`:\n\n- **Cost by day / week / month** — trend chart with daily breakdown\n- **By task type** — Coding vs Shell vs Agent vs Planning vs Web\n- **By model** — Claude Haiku / Sonnet / Opus / GPT-4o / etc.\n- **By source** — Claude Code, Claude Desktop, VS Code Extensions, OpenClaw, GitHub Copilot (usage only), API providers\n- **Cache analytics** — hit rate, money saved vs. what you'd pay without caching\n- **Session view** — every conversation: tokens in/out, cost, tools used\n- **RAW Logs** — last 500 requests with full prompt preview\n- **Health grade A–F** — scores your efficiency and tells you what to fix\n\n### 🍎 macOS Menu Bar Widget\nAlways-visible cost tracker in your menu bar. Click to see:\n- Today's spend + health grade\n- 7-day trend chart with hover tooltips\n- Breakdown by task, model, cache, tools\n- Smart Routing optimizer stats\n- One-click sync from local logs\n\n\n### ⚡ Automatic Optimizations\nThe proxy applies these silently on every request:\n\n| Optimization | What it does | Typical savings |\n|---|---|---|\n| **Prompt Cache** | Auto-tags large system prompts and user messages for caching | **60–90%** on repeat reads |\n| **Smart Routing** | Routes simple requests to Haiku instead of Sonnet/Opus | **5–25×** cheaper per request |\n| **Thinking Budget** | Caps `budget_tokens` for extended thinking based on complexity | 80–90% on thinking tokens |\n| **Message Trim** | Removes old messages when context exceeds 50k tokens | Prevents runaway costs |\n| **Session Cap** | Limits history to 40 messages per session | Prevents VS Code \"prompt too long\" errors |\n| **Deduplication** | Returns cached response for identical requests within 5s | 100% on accidental double-sends |\n\nSmart Routing scores each prompt 0–10 (length, keywords, code presence) and silently downgrades model when complexity is low. You get the same response, cheaper.\n\n\n\n---\n\n## Install\n\n> ⚠️ **macOS only** — This tool requires macOS (Monterey 12+) and the launchd system. Linux and Windows are not currently supported.\n\n**Requirements:** Python 3.9+\n\n**Step 1 — first time only:**\n```bash\ncd ~ && git clone https://github.com/mr-beaver/tokencost && cd tokencost && bash onbording.sh\n```\n\nThe setup script installs everything and adds a `tokencost` command to your terminal.\n\n**Step 2 — every time after (restart / update):**\n\nOpen Terminal and type:\n\n```\ntokencost\n```\n\n> First install adds this command automatically. Open a new terminal tab after step 1 for it to appear.\n\nThe setup script:\n1. Creates a Python virtualenv and installs dependencies\n2. Imports your full Claude usage history from local logs\n3. Sets `ANTHROPIC_BASE_URL=http://localhost:8082` in `~/.zshrc` and macOS launchd\n4. Adds `tokencost` alias for quick restarts\n5. Starts the proxy and opens the dashboard\n\n**After install**, all your Claude Code and VS Code requests flow through the proxy automatically.\n\n### macOS Menu Bar Widget (optional)\n\nThe pre-built app is included in the repo — `onbording.sh` installs and launches it automatically.","is_error":false}]},"uuid":"56c6c234-6338-4ca5-ae81-d991eb84dadc","timestamp":"2026-06-11T02:30:54.567Z","toolUseResult":{"stdout":"# TokenCost\n\n**Know exactly what you spend on AI — and automatically spend less.**\n\nA local proxy that sits between your tools and the LLM APIs. It tracks every token, calculates real costs, and optimizes requests on the fly. Works with Claude Code, VS Code, Claude Desktop, OpenClaw, and 15+ API providers (OpenAI, Groq, Mistral, DeepSeek, xAI, Perplexity, Cerebras, Together, Fireworks, Cohere, OpenRouter, Ollama, Amazon Bedrock, Google Gemini, and more).\n\n\n\n\n\n\n---\n\n## Why\n\nIf you use Claude Code or VS Code AI tools heavily, you're probably spending $2–10/day without knowing exactly where it goes. This tool:\n\n- Shows you a real-time breakdown by tool, model, session, and task type\n- Automatically reduces your bill by 50–80% via prompt caching and smart model routing\n- Works locally — your prompts never leave your machine\n\n---\n\n## What it does\n\n### 📊 Live Dashboard\nFull spend analytics at `http://localhost:8082/dashboard`:\n\n- **Cost by day / week / month** — trend chart with daily breakdown\n- **By task type** — Coding vs Shell vs Agent vs Planning vs Web\n- **By model** — Claude Haiku / Sonnet / Opus / GPT-4o / etc.\n- **By source** — Claude Code, Claude Desktop, VS Code Extensions, OpenClaw, GitHub Copilot (usage only), API providers\n- **Cache analytics** — hit rate, money saved vs. what you'd pay without caching\n- **Session view** — every conversation: tokens in/out, cost, tools used\n- **RAW Logs** — last 500 requests with full prompt preview\n- **Health grade A–F** — scores your efficiency and tells you what to fix\n\n### 🍎 macOS Menu Bar Widget\nAlways-visible cost tracker in your menu bar. Click to see:\n- Today's spend + health grade\n- 7-day trend chart with hover tooltips\n- Breakdown by task, model, cache, tools\n- Smart Routing optimizer stats\n- One-click sync from local logs\n\n\n### ⚡ Automatic Optimizations\nThe proxy applies these silently on every request:\n\n| Optimization | What it does | Typical savings |\n|---|---|---|\n| **Prompt Cache** | Auto-tags large system prompts and user messages for caching | **60–90%** on repeat reads |\n| **Smart Routing** | Routes simple requests to Haiku instead of Sonnet/Opus | **5–25×** cheaper per request |\n| **Thinking Budget** | Caps `budget_tokens` for extended thinking based on complexity | 80–90% on thinking tokens |\n| **Message Trim** | Removes old messages when context exceeds 50k tokens | Prevents runaway costs |\n| **Session Cap** | Limits history to 40 messages per session | Prevents VS Code \"prompt too long\" errors |\n| **Deduplication** | Returns cached response for identical requests within 5s | 100% on accidental double-sends |\n\nSmart Routing scores each prompt 0–10 (length, keywords, code presence) and silently downgrades model when complexity is low. You get the same response, cheaper.\n\n\n\n---\n\n## Install\n\n> ⚠️ **macOS only** — This tool requires macOS (Monterey 12+) and the launchd system. Linux and Windows are not currently supported.\n\n**Requirements:** Python 3.9+\n\n**Step 1 — first time only:**\n```bash\ncd ~ && git clone https://github.com/mr-beaver/tokencost && cd tokencost && bash onbording.sh\n```\n\nThe setup script installs everything and adds a `tokencost` command to your terminal.\n\n**Step 2 — every time after (restart / update):**\n\nOpen Terminal and type:\n\n```\ntokencost\n```\n\n> First install adds this command automatically. Open a new terminal tab after step 1 for it to appear.\n\nThe setup script:\n1. Creates a Python virtualenv and installs dependencies\n2. Imports your full Claude usage history from local logs\n3. Sets `ANTHROPIC_BASE_URL=http://localhost:8082` in `~/.zshrc` and macOS launchd\n4. Adds `tokencost` alias for quick restarts\n5. Starts the proxy and opens the dashboard\n\n**After install**, all your Claude Code and VS Code requests flow through the proxy automatically.\n\n### macOS Menu Bar Widget (optional)\n\nThe pre-built app is included in the repo — `onbording.sh` installs and launches it automatically.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"10f607ff-91da-4ebb-b254-f0d609e3ef26","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"56c6c234-6338-4ca5-ae81-d991eb84dadc","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012WA1YLHeWvuQ2qpA33U1sL","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"This is actually pretty interesting! It's a local proxy that:\n1. Tracks every token and shows real-time cost analytics\n2. Automatically optimizes: prompt caching (60-90% savings), smart model routing (Haiku instead of Sonnet/Opus when appropriate), thinking budget caps, message trimming\n3. Works with Claude Code, VS Code extensions, Claude Desktop, OpenClaw\n4. macOS only (menu bar widget + launchd)\n5. 31 stars, relatively new/small\n\nIs this worthwhile for James? \n\nPros:\n- James uses Claude Code heavily\n- Real cost visibility is genuinely useful\n- Auto prompt-caching delivers real savings\n- macOS compatible with his setup\n- Smart routing to cheaper models when possible\n\nCons:\n- Very new and obscure project with minimal adoption\n- The auto-downgrade to Haiku is risky — could silently degrade quality without James realizing it\n- Intercepts all Claude traffic, which raises trust and security concerns\n- If James has Claude Max, the cost tracking benefit diminishes since he's already on a flat rate\n- The key question is whether James actually pays per-token or has a subscription\n\nThe auto-caching optimization could still help with rate limits even if he has Max, but the Smart Routing feature's silent quality degradation is the real concern I should flag. This is a GitHub repo asking for assessment, not a request to integrate it, so I should give a direct verdict on whether it's worthwhile.","signature":"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"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1616,"cache_read_input_tokens":38203,"output_tokens":842,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1616,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":842,"cache_read_input_tokens":38203,"cache_creation_input_tokens":1616,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1616},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbvgo2gxpVngX359Xgcse","type":"assistant","uuid":"1172cf0e-7a0f-4524-8381-0eee0c44b77a","timestamp":"2026-06-11T02:31:08.832Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"1172cf0e-7a0f-4524-8381-0eee0c44b77a","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012WA1YLHeWvuQ2qpA33U1sL","type":"message","role":"assistant","content":[{"type":"text","text":"\nGenuinely useful if you're paying per-token. Here's the quick take:\n\n**What it actually does:** Local proxy that sits in front of Claude Code / VS Code / Claude Desktop and:\n- Tracks every token with a full dashboard (cost by day, model, task type, cache hit rate)\n- Auto-injects prompt caching on large system prompts (60–90% savings on repeat reads)\n- Smart Routing: silently downgrades simple requests to Haiku instead of Sonnet/Opus (5–25× cheaper)\n- macOS menu bar widget showing live spend\n\n**Worth it? Depends:**\n- If you're on **per-token billing**: yes, the cost visibility alone is worth it, and auto-caching is real money\n- If you're on **Claude Max** (flat subscription): less urgent — but the caching optimization can still help with rate limits\n\n**One flag:** Smart Routing auto-downgrades to Haiku without asking you. That's a quality tradeoff happening silently. You'd want to check whether that's degrading outputs before trusting it fully.\n\n31 stars, macOS-only, `onbording.sh` (typo in their script name) — it's early-stage. Works or doesn't, but the architecture is sound. Worth a try if you're curious what you're actually spending.\n\nQueue it for ingest, or skip — it's more a tool-to-try than a wiki-worthy concept. Your call.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1616,"cache_read_input_tokens":38203,"output_tokens":842,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1616,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":842,"cache_read_input_tokens":38203,"cache_creation_input_tokens":1616,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1616},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbvgo2gxpVngX359Xgcse","type":"assistant","uuid":"2be64411-47d5-43ff-a320-01b12b6156ad","timestamp":"2026-06-11T02:31:14.760Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T08:01:05.713Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/claude-code-monitoring-guide\",\n \"updated\": \"2026-06-11T08:01:00Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-monitoring-guide\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-11T08:00:58Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-11T08:00:06Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-11T07:56:58Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-11T07:56:11Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/connect-rust\",\n \"updated\": \"2026-06-11T07:56:08Z\",\n \"desc\": \"An implementation of the ConnectRPC protocol for Rust\",\n \"url\": \"https://github.com/anthropics/connect-rust\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-11T07:54:44Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-11T07:54:41Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-11T07:52:57Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-11T07:52:05Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-11T07:47:23Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-11T07:43:54Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-11T07:41:28Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-11T07:36:13Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-11T07:26:34Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-11T07:17:19Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-python\",\n \"updated\": \"2026-06-11T07:03:38Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-11T06:52:34Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-11T06:49:24Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/hh-rlhf\",\n \"updated\": \"2026-06-11T06:49:12Z\",\n \"desc\": \"Human preference data for \\\"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\\\"\",\n \"url\": \"https://github.com/anthropics/hh-rlhf\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-go\",\n \"updated\": \"2026-06-11T06:39:21Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs via Go\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-go\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-typescript\",\n \"updated\": \"2026-06-11T06:04:09Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs in TypeScript\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-11T05:43:17Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-11T05:43:11Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-11T05:41:53Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-11T05:29:50Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-11T03:32:31Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-11T02:52:58Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-11T01:58:09Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/buffa\",\n \"updated\": \"2026-06-11T01:47:48Z\",\n \"desc\": \"Rust implementation of protobuf with editions support, JSON serialization, and zero-copy views\",\n \"url\": \"https://github.com/anthropics/buffa\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T08:01:05.715Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"2be64411-47d5-43ff-a320-01b12b6156ad","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":"\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/claude-code-monitoring-guide\",\n \"updated\": \"2026-06-11T08:01:00Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-monitoring-guide\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-11T08:00:58Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-11T08:00:06Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-11T07:56:58Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-11T07:56:11Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/connect-rust\",\n \"updated\": \"2026-06-11T07:56:08Z\",\n \"desc\": \"An implementation of the ConnectRPC protocol for Rust\",\n \"url\": \"https://github.com/anthropics/connect-rust\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-11T07:54:44Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-11T07:54:41Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-11T07:52:57Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-11T07:52:05Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-11T07:47:23Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-11T07:43:54Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-11T07:41:28Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-11T07:36:13Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-11T07:26:34Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-11T07:17:19Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-python\",\n \"updated\": \"2026-06-11T07:03:38Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-11T06:52:34Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-11T06:49:24Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/hh-rlhf\",\n \"updated\": \"2026-06-11T06:49:12Z\",\n \"desc\": \"Human preference data for \\\"Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback\\\"\",\n \"url\": \"https://github.com/anthropics/hh-rlhf\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-go\",\n \"updated\": \"2026-06-11T06:39:21Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs via Go\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-go\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-typescript\",\n \"updated\": \"2026-06-11T06:04:09Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs in TypeScript\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-11T05:43:17Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-11T05:43:11Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-11T05:41:53Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-11T05:29:50Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-11T03:32:31Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-11T02:52:58Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-11T01:58:09Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/buffa\",\n \"updated\": \"2026-06-11T01:47:48Z\",\n \"desc\": \"Rust implementation of protobuf with editions support, JSON serialization, and zero-copy views\",\n \"url\": \"https://github.com/anthropics/buffa\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."},"uuid":"c0066791-919f-4e5d-82b2-a45db4a6b16b","timestamp":"2026-06-11T08:01:05.799Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"c0066791-919f-4e5d-82b2-a45db4a6b16b","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01PjPvHtavfnAGYjiiTJwSCF","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"This is a scheduled monitoring task. Let me evaluate the repos and figure out which ones are relevant to ingest. Let me go through them:\n\n1. **anthropics/claude-code-monitoring-guide** - NEW, no desc - likely a guide for monitoring Claude Code usage. This is relevant.\n2. **anthropics/claude-code** - Updated, main Claude Code repo. Relevant to check for new features.\n3. **anthropics/skills** - Updated, agent skills repo. Very relevant.\n4. **anthropics/claude-desktop-buddy** - \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\" - Interesting! Bluetooth API for Claude? Very relevant.\n5. **anthropics/ClaudeForFoundationModels** - Apple Foundation Models support, which could be useful given James's iOS background.\n6. **anthropics/connect-rust** - ConnectRPC for Rust, but that's just infrastructure so I'll skip it.\n7. **anthropics/financial-services** - No description, unclear if it's relevant for trading purposes.\n8. **anthropics/knowledge-work-plugins** - Open source plugins for knowledge workers in Claude Cowork, definitely relevant.\n9. **anthropics/defending-code-reference-harness** - Skills for threat modeling, code scanning, triage, and patching.\n10. **anthropics/claude-code-security-review** - AI-powered security review GitHub Action that could be useful for James's repositories.\n11. **anthropics/claude-plugins-official** - Official directory of high-quality Claude Code Plugins, very relevant.\n12. **anthropics/claude-quickstarts** - Quick start projects for the Claude API worth checking out.\n13. **anthropics/cwc-workshops** - Likely Code with Claude workshops, though I'm not sure if this is already tracked.\n14. **anthropics/prompt-eng-interactive-tutorial** - Prompt engineering tutorial, probably less critical for someone experienced.\n15. **anthropics/claude-cookbooks** - Notebooks and recipes for Claude, somewhat useful.\n16. **anthropics/courses** - Educational courses, less urgent right now.\n17. **anthropics/anthropic-sdk-python** - Python SDK that I should check for any relevant updates.\n\nContinuing through the rest of the Anthropic repos, I'm seeing the Agent SDKs for both Python and TypeScript are very relevant, along with the long-running agents workshop. The TypeScript SDK and GitHub Actions for Claude Code are worth monitoring for API changes and CI/CD improvements. I'll skip the mirrors and research datasets, but the legal workflows plugin suite might be worth a quick look.\n\nNow I'm identifying the priority repos to actually fetch and ingest—the code monitoring guide is new and looks essential, the desktop buddy with Bluetooth API is intriguing, and the official plugins directory should be foundational. The long-running agents workshop and that C compiler demo are both fascinating for understanding what Claude can do, plus the security and foundation models repos round out the critical ones to review. I'll start fetching these repositories in parallel batches to gather the information.","signature":"EsklCmUIDhgCKkAaAbiMa3D5ZWd/R80a0vLmY1o9QTzJqmxP9I3qRsyh3qpP07puPEpFSxl/MDe0C4VVKNffIvKmRs6Bz+YXg9+dMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMistu3HhE+Cv/8fnFGgyh0eRt7GuMECr9z5UiMIQLnTzXJk5O7BmbGgygsj2ocKS1l0GRi887QOASTE3iInzGlPg7KyGXOBl8UG9CCSqRJP+AS+vJ2jZTSIwZPb/lfJ79ACCrBABjlweiQ3gmv1qHwephEroXLhqSnym7xUwkGv+uDTBi50DA1Kbwao0UtJAvCLEmyA1/34xNDBBrCAcf58yL2KVm+tNc0OshdCKEJGgwUzpyeLM2jabQGCoBDBdieQEBP8hqUOpXziOcNAoyIxvSLfHhUjbRs3agh8DbLPPHXPqKrFbwAcf3otyJae5l7jr/Aimr7Ueq10JN69E7kIII8PfcE8U5AepItZjKRbVKfLHL//QkOdsP6plN636xdccYIvAw5xs6x6NaG4GPWVxIV/RYXPH9+YE0qpBGSBzTAiNXOiBzTrieyQVGFYA48HcA/kUjF1QfJG14GfZs/qZekQC5ia43/0TX37vRB1mm3FomaAsUt90We+bZBwm385Ze1WJw0ErDS6PPpcEUJJGt+AgHRXYF6bP6DJpJBVfOpzGiLEKSCY0LKqLszVUweqZXu/j/b3RkvAI7O+zpmpRPdpZFD2GWTDXZt60FTghtrcIKLaUtV/v8CzmuPpyEn6sCQxiI7JYJNp5aHO5MRL5cJPwjArtHa8btFelMb8ETFn6PuHp4he0FyI6cm6jA0VEIuGbTwB9E8U6NbE6P1UkDYWQOfjSNgXy1h2AARi9sXR1CMiPhO8y5hxVUzYDidY4mvkg7rfxc6anEBDSFlI4vUIi7tHSfdgoCtRudAbpkFpbe8mHa1Mh8gJLJo1pQptMqKLp7VolGGu8lEf1n0WXmBaAReGMi++hKp/hD+8706XMTCF33/bHN3x1mzxAo5SPPcuiP+MisH5j0zBxKfmNLD84MhCrcVwWNFOZeaD1q/4ZF/okppCxrD+IY9yozVjUbeLUJrKbBGqUTuUDW0K/+4/Njl09Z2A35GsXqMG4Tm3L/1G9rf7Kr0KKVfX6bnHNm0EmrevbkXgWz38xwMfjWvSUE1pGeI81MZyIlZyCurDT02d8JVfGiIy+tCtd7bulvIBdeYx6wymdjVqo6AtvUvtWPWUoA2dF5nOAJj7Vnw7qzvLiqTM9Pc+T0S/jPYHu2PzlQJG1p3vJJUYhYtidcSiT0kcyhS4yng+r0x6yfiGRz5bc7039DYW2JaIrQtLIqgKhJ17SC+OFkjPDa1CzY2GrOkhew/3QDnshLeTxri5rVbvk01NVZlcSFGqes1nGDKAbqmfbY5EIf6AGAi5M5fHNlgsa8kqx8/F4Nfsxa2hFpV0sytXp41kOh4y46BZen0BXOZ4CTjss3WlxF3XqKE6mSCJlacoXJAwb+F2LP0w+8EXhBnZXS4vU6TgpqM600DnKi6cFN3U7n6h05MvF0+8pTOLs5w2M9oFHjqNIE3Qi1/fCXjg2qgb2RsTaajWRffaF7FZn2h7lQciAmbG91qwYikzkRwr1zfoMNT87rrRyv47rv0FSHU4cko1ssakTvnMivEjD6MMPzZ0r8bIxe++7stuKSYqIOWoZvy4qcnG1xTxSz9ZGVjTr3tVWzm5f6K1jPC7FN9mE7oeLqGMlOeQ+1zPN0F7GVF7kZqQzw6f4QwkRRC5RveMQYbS41QJIAa2tSi5GSEqxsDyKCzuB8h/cLmW+9ri4h31IVSJ90vv9jiU2XgEBkgr77YY7uYShceQDKHNbSTl+/FoCuDWTwyuUBbAs2eB+jrW8J6CHY2L+ptwN2A20gro8sUBdm5bA+ACYsn/BRvPZgjH0eOF9tOdkXTWc/g40dPYPI0z0DrSNGp2oBGTo8Jbnc7qtbGa+DfI/d7ZuhXCizzxIJJQvg/7FXlhPea5ZcY3t3HOS3KpebDIXATmSJTSwSWzLQLI9Ft22j4pel00vb58r7xXGpbRavivgG/3IcbePukcgJ0o/3/UTJHlgiEgH4y48TXsYrq1qQkGr4ODpBJ73huTchIWMJfdcTdeq7sAq9pq1WkeG0cz/wb7r0Ph8kM8fDehzIFaVK2FUEbU+9uRSHSsD4dfrK17YoPhJW9VTcPeZwm1eslbOme+l0gpaFTcJswHVL5mku6CmGxhy0RzBpn/pEd9YPA3O8BW3Imybx4BpDSUv1Yq+EeGIXGUrEvCW+U0e/JK4JZnBXooUillT9THNPc5TO6l5NncSj2wR4JDTzZefj+8qafjoTh/gNtXvNIrFo8cOTNGfSjyHgunl9pmuv9appq7Qive5fshFo273YqZN0OKCpXkMXqV93FhHsmcI3Da7McEDqewNb9kfa9DHobzpInZPxtEZu65aon2nOtJSAAirfHOaPN9jZwFRRiv9+Z5J0BTsZVGlOv4KUohbaIVIsG7twO6tI+zjI1M6lV+Ys6VG1dQ71Gq8XJmcrLSiosc9cDj2OP/K+ebtvuj1AdgEFSTPjSOkLXAqt7skWkYv4laAYrLRrt4jqtGGWmmtVSpLbQr+tbbTzQ+DNsz/k4ga6onlPKGiPDx5wiUy9tTUVZSVQr8eapsBDYV+ihTe4d3JGVhd0Q7RxcCEJnC3Dd0Q2F1g6OJw8HImqzZJ+Wqn907f+qX96FdZQoxA4PutBbtRYZFLhLGBJ/4XoD2bcI4lVEAJPTcqlZYAVspkHGHg0Rir16UnU28FfmJb1kIOoKgHGKmILOQTnsjJYM31X4BwlbuoYKjgcsljk7qjzTGeceCPLRTy7y26LVg29xIVCQCud/UhMgNnTnUCBit/EIJFdGTKtNbhlqZesGKI2gzT1cYO1qN8lnaBDeZreZ2EzlVEgueJJR2eupaWa53uMOrLReD3aNgIVyOh7DVZpgM2kVldTXobHUPQs2lFoNpI1TKM54w9Ypa+ix/2frXgpsbOVFtqj93uTkzJd7Bh2h0glsRYatZjzTMh1qNsk9x8uvMSxaiKlU2Xs+IN42gmPyeHljGcLD6KglfdBF7fhjPckQBj+AwwTEx1PyimXqJs+EpQcOTBepyL/tBqorqjyLVmU49dSulQKO07akk1yS0vzTIwd6SN6ptxSTQ3Dz9cUCCsd82ycEpEaEDEA2rTE2/oTdZsTNA0edrJxOSx3w9ZtHKcBnQEpzmtYzxfOgtl67vpQ9NDLeRqH/9iDvbxgfZgsynQmhFobVtwXuvYNxFdUKkGVvGI3RiTYGveJSAY1rVa6vsWqvHVDCK1xEoLNcwR4S/EiL9W0n7cMKSipet+GW0kjYiR3KDT3ycZLp3xhJInrbecEZuMjgO9joPywOAIfNO+OeCXz5rx8tKJ8BeXQEezxX9HVOk/XIqLSOpvJmp3cP8NsgjbIGp5e6ESSlvyf0lOXN4P9g5dsRzThfwvHd8zTsAiysGL3ZmYMzBXYAn1RwRacjtjGzxVld7MNH/zMxDhoLRD7DCRkgzX9Miyg6QzsnjSl9tf4FPl82H5MqVy1mWFuEbx13e8YukM1fnCOo6XIPGK6H/UZEK+9s3sb3Rmzl0wbc+0FtpIyaO1WmiYVKai1wKWdX2OjdqdtoPXJVflCvA86dcsF07rHXUKE0oQn5gNVG3VD3mJ02zf7ra/CHeYY1uffcaVQliU15ms8CEC792nZgrgW/7yZMTK2ydDYYwGwslzc2dsmCiJ1WRy6/HS+vrlM6/29nF8l6iVD6SQ8HX7es4XPg2eHofe49c2Dg4ukjUfIDIN1wHEaKZ9aJpR6bs1nd3MBxz1wG8joxkkZ23tD/jsW1F3AO32uZkhqH2Hkeiqf7GlbzMJ42SdaKQAifuXsR9/J5FgjxmFV4iA+XdbBzISRxa/5/hz0BMjP7iCAKCcGUpdKq/jOyRjaksWxcRr59xQIRaMadNkC0hVBTLq8TMdgBaxvTnrDZKOudiCphbV2R+MT+CgY5GLR0WfPozv1AvDkZBCqF6lJRM6pmVSElfTN6rjGRMpz6d8JRUfEOwhqlziL4y9Zw0ZM+SBPtP2yNGXW0Gya3igK9n+LJrtlXmDGQ+MuA4Uf8sVxOTR8CUIlZyO6S/4qGJxq+LGXF4T0iRoKWWQPXRxpaefdupmpcU3+s3kuUGG7Ptyrh0Y43puCtInWzyXjR90Lax6J3fepsjGYigZWotC2bsopCKsOMBt+m2E4KxtHcV9X6kK5NVHJfhqtJl0e39hECH0N2RcmZ1sjI0OEzpOnkCDEpb436P/0SrPIuf35M/6dLiZaa//mAou7+NFOCFp/CsKwNQObcYhkAuV6d6xIEgggXxNa7Kr9A9qakgIzdXlf28YoIv8xUQCDJtSkowOuEiLzGEFeqOMFA03ykyaJIc3MwL2YDJLpZ511mGhzB9A7PDAGI+Ki2rO3svBzyZAe3X3aJpqhwvVbSygzh8+ISHNmPbybn+eyKMygWY5GM5fHhIEfmxSo6ilryxqgX20M/nmMAnRlRqXrLIaAhYfLk8DHxlqq3URxwb+sjBB+yk8Jk3P9AzrLQ2/iRBMuAGa879w9ZtAHI427vyk71Zx2MbNzl8HwsXQ08e9/pQ4HonTGknQr7goxUxf+VEd8GsH1N08Aw+p3I6JPxQ67Au+LdOnLI1xGGRNWqRG2Stch6gn5+jI84xOXTKFXAfRbgsAY1XQ0VriGFOUYHRDOQxPOj6kzof4Wh55kvljG/p8n5FV3+C2IVCX3gnIgi6r/DfyMhd+MH4q0WbVxnD7P9WRyZ6okRUZK0qEtsoWBf5xuygFhotxLMkhclB4mDEui+pougC2BFtYAhmiGTtT5d97a+3PeLcXE9O1CssefTtnyya0s/nGQNWowMiRpGDJA7WcFVhRE7v6IJlF4T8CF+t1S8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{"parentUuid":"09f3ee63-447f-47bd-b5e5-a5acfe4b4b4e","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XdRifVd7W9Ahi7k96xYJZ6","type":"tool_result","content":"# Claude Code ROI Measurement Guide\n\nA comprehensive guide to measuring the return on investment for Claude Code implementation in your development organization.\n\n## Overview\n\nThis repository contains a complete walkthrough for setting up telemetry, measuring costs, tracking productivity, and calculating ROI for Claude Code usage. Whether you're an individual developer or managing a large engineering team, this guide provides the tools and metrics needed to make data-driven decisions about AI coding assistance.\n\n## What's Included\n\n- **Telemetry Setup**: Complete Prometheus and OpenTelemetry configuration\n- **Cost Analysis**: Real usage patterns and pricing breakdowns across different plans\n- **Productivity Metrics**: Key indicators for measuring developer efficiency\n- **ROI Calculations**: Framework for calculating return on investment\n- **Automated Reporting**: Integration with Linear for comprehensive productivity reports\n\n## Key Metrics Tracked\n\n- **Cost Metrics**: Total spend, cost per session, cost by model\n- **Token Usage**: Input/output tokens, cache efficiency\n- **Productivity**: PR count, commit frequency, session duration\n- **Team Analytics**: Usage by developer, adoption rates\n\n## Contents\n\n- [`claude_code_roi_full.md`](claude_code_roi_full.md) - Complete implementation guide\n- [`docker-compose.yml`](docker-compose.yml), [`prometheus.yml`](prometheus.yml), [`otel-collector-config.yaml`](otel-collector-config.yaml) - Docker Compose and metrics collection setup\n- [`sample-report-output.md`](sample-report-output.md) - Example automated reports\n- [`report-generation-prompt.md`](report-generation-prompt.md) - Prompt template for generating productivity reports\n\n## Getting Started\n\nRead the complete guide in [`claude_code_roi_full.md`](claude_code_roi_full.md) for detailed setup instructions, real-world examples, and actionable insights for your organization.\n\n## Contributing\n\nThis guide is based on real-world implementation experience. If you have additional insights or improvements, please feel free to create an issue / PR.\n\nThis guide was written by [Kashyap Coimbatore Murali](https://www.linkedin.com/in/kashyap-murali/)","is_error":false}]},"uuid":"5dcd0ecb-8db2-4886-b990-79b539672828","timestamp":"2026-06-11T08:01:48.376Z","toolUseResult":{"stdout":"# Claude Code ROI Measurement Guide\n\nA comprehensive guide to measuring the return on investment for Claude Code implementation in your development organization.\n\n## Overview\n\nThis repository contains a complete walkthrough for setting up telemetry, measuring costs, tracking productivity, and calculating ROI for Claude Code usage. Whether you're an individual developer or managing a large engineering team, this guide provides the tools and metrics needed to make data-driven decisions about AI coding assistance.\n\n## What's Included\n\n- **Telemetry Setup**: Complete Prometheus and OpenTelemetry configuration\n- **Cost Analysis**: Real usage patterns and pricing breakdowns across different plans\n- **Productivity Metrics**: Key indicators for measuring developer efficiency\n- **ROI Calculations**: Framework for calculating return on investment\n- **Automated Reporting**: Integration with Linear for comprehensive productivity reports\n\n## Key Metrics Tracked\n\n- **Cost Metrics**: Total spend, cost per session, cost by model\n- **Token Usage**: Input/output tokens, cache efficiency\n- **Productivity**: PR count, commit frequency, session duration\n- **Team Analytics**: Usage by developer, adoption rates\n\n## Contents\n\n- [`claude_code_roi_full.md`](claude_code_roi_full.md) - Complete implementation guide\n- [`docker-compose.yml`](docker-compose.yml), [`prometheus.yml`](prometheus.yml), [`otel-collector-config.yaml`](otel-collector-config.yaml) - Docker Compose and metrics collection setup\n- [`sample-report-output.md`](sample-report-output.md) - Example automated reports\n- [`report-generation-prompt.md`](report-generation-prompt.md) - Prompt template for generating productivity reports\n\n## Getting Started\n\nRead the complete guide in [`claude_code_roi_full.md`](claude_code_roi_full.md) for detailed setup instructions, real-world examples, and actionable insights for your organization.\n\n## Contributing\n\nThis guide is based on real-world implementation experience. 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{"parentUuid":"0f42eafe-6c26-41b1-8035-cc7ec531105d","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CBtAuWLyHgTexqV9AEXwPB","type":"tool_result","content":"# claude-desktop-buddy\n\nClaude for macOS and Windows can connect Claude Cowork and Claude Code to\nmaker devices over BLE, so developers and makers can build hardware that\ndisplays permission prompts, recent messages, and other interactions. We've\nbeen impressed by the creativity of the maker community around Claude -\nproviding a lightweight, opt-in API is our way of making it easier to build\nfun little hardware devices that integrate with Claude.\n\n> **Building your own device?** You don't need any of the code here. See\n> **[REFERENCE.md](REFERENCE.md)** for the wire protocol: Nordic UART\n> Service UUIDs, JSON schemas, and the folder push transport.\n\nAs an example, we built a desk pet on ESP32 that lives off permission\napprovals and interaction with Claude. It sleeps when nothing's happening,\nwakes when sessions start, gets visibly impatient when an approval prompt is\nwaiting, and lets you approve or deny right from the device.\n\n
\n \n
\n\n## Hardware\n\nThe firmware targets ESP32 with the Arduino framework. As written, it\ndepends on the M5StickCPlus library for its display, IMU, and button\ndrivers—so you'll need that board, or a fork that swaps those drivers for\nyour own pin layout.\n\n## Flashing\n\nInstall\n[PlatformIO Core](https://docs.platformio.org/en/latest/core/installation/),\nthen:\n\n```bash\npio run -t upload\n```\n\nIf you're starting from a previously-flashed device, wipe it first:\n\n```bash\npio run -t erase && pio run -t upload\n```\n\nOnce running, you can also wipe everything from the device itself: **hold A\n→ settings → reset → factory reset → tap twice**.\n\n## Pairing\n\nTo pair your device with Claude, first enable developer mode (**Help →\nTroubleshooting → Enable Developer Mode**). Then, open the Hardware Buddy\nwindow in **Developer → Open Hardware Buddy…**, click **Connect**, and pick\nyour device from the list. macOS will prompt for Bluetooth permission on\nfirst connect; grant it.\n\n
\n \n \n
\n\nOnce paired, the bridge auto-reconnects whenever both sides are awake.\n\nIf discovery isn't finding the stick:\n\n- Make sure it's awake (any button press)\n- Check the stick's settings menu → bluetooth is on\n\n## Controls\n\n| | Normal | Pet | Info | Approval |\n| ----------------------- | -------------------- | ----------- | ----------- | ----------- |\n| **A** (front) | next screen | next screen | next screen | **approve** |\n| **B** (right) | scroll transcript | next page | next page | **deny** |\n| **Hold A** | menu | menu | menu | menu |\n| **Power** (left, short) | toggle screen off | | | |\n| **Power** (left, ~6s) | hard power off | | | |\n| **Shake** | dizzy | | | — |\n| **Face-down** | nap (energy refills) | | | |\n\nThe screen auto-powers-off after 30s of no interaction (kept on while an\napproval prompt is up). Any button press wakes it.\n\n## ASCII pets\n\nEighteen pets, each with seven animations (sleep, idle, busy, attention,\ncelebrate, dizzy, heart). Menu → \"next pet\" cycles them with a counter.\nChoice persists to NVS.\n\n## GIF pets\n\nIf you want a custom GIF character instead of an ASCII buddy, drag a\ncharacter pack folder onto the drop target in the Hardware Buddy window. The\napp streams it over BLE and the stick switches to GIF mode live. **Settings\n→ delete char** reverts to ASCII mode.\n\nA character pack is a folder with `manifest.json` and 96px-wide GIFs:\n\n```json\n{\n \"name\": \"bufo\",\n \"colors\": {\n \"body\": \"#6B8E23\",\n \"bg\": \"#000000\",\n \"text\": \"#FFFFFF\",\n \"textDim\": \"#808080\",\n \"ink\": \"#000000\"\n },\n \"states\": {\n \"sleep\": \"sleep.gif\",\n \"idle\": [\"idle_0.gif\", \"idle_1.gif\", \"idle_2.gif\"],\n \"busy\": \"busy.gif\",\n \"attention\": \"attention.gif\",\n \"celebrate\": \"celebrate.gif\",\n \"dizzy\": \"dizzy.gif\",\n \"heart\": \"heart.gif\"\n }\n}\n```\n\nState values can be a single filename or an array. Arrays rotate: each\nloop-end advances to the next GIF, useful for an idle activity carousel so\nthe home screen doesn't loop one clip forever.\n\nGIFs are 96px wide; height up to ~140px stays on a 135×240 portrait screen.\nCrop tight to the character — transparent margins waste screen and shrink\nthe sprite. `tools/prep_character.py` handles the resize: feed it source\nGIFs at any sizes and it produces a 96px-wide set where the character is the\nsame scale in every state.\n\nThe whole folder must fit under 1.8MB —\n`gifsicle --lossy=80 -O3 --colors 64` typically cuts 40–60%.\n\nSee `characters/bufo/` for a working example.\n\nIf you're iterating on a character and would rather skip the BLE round-trip,\n`tools/flash_character.py characters/bufo` stages it into `data/` and runs\n`pio run -t uploadfs` directly over USB.\n\n## The seven states\n\n| State | Trigger | Feel |\n| ----------- | --------------------------- | --------------------------- |\n| `sleep` | bridge not connected | eyes closed, slow breathing |\n| `idle` | connected, nothing urgent | blinking, looking around |\n| `busy` | sessions actively running | sweating, working |\n| `attention` | approval pending | alert, **LED blinks** |\n| `celebrate` | level up (every 50K tokens) | confetti, bouncing |\n| `dizzy` | you shook the stick | spiral eyes, wobbling |\n| `heart` | approved in under 5s | floating hearts |","is_error":false}]},"uuid":"ca3a506c-0097-4ac4-b4fe-5ae5a6dfc057","timestamp":"2026-06-11T08:01:48.661Z","toolUseResult":{"stdout":"# claude-desktop-buddy\n\nClaude for macOS and Windows can connect Claude Cowork and Claude Code to\nmaker devices over BLE, so developers and makers can build hardware that\ndisplays permission prompts, recent messages, and other interactions. We've\nbeen impressed by the creativity of the maker community around Claude -\nproviding a lightweight, opt-in API is our way of making it easier to build\nfun little hardware devices that integrate with Claude.\n\n> **Building your own device?** You don't need any of the code here. See\n> **[REFERENCE.md](REFERENCE.md)** for the wire protocol: Nordic UART\n> Service UUIDs, JSON schemas, and the folder push transport.\n\nAs an example, we built a desk pet on ESP32 that lives off permission\napprovals and interaction with Claude. It sleeps when nothing's happening,\nwakes when sessions start, gets visibly impatient when an approval prompt is\nwaiting, and lets you approve or deny right from the device.\n\n
\n \n
\n\n## Hardware\n\nThe firmware targets ESP32 with the Arduino framework. As written, it\ndepends on the M5StickCPlus library for its display, IMU, and button\ndrivers—so you'll need that board, or a fork that swaps those drivers for\nyour own pin layout.\n\n## Flashing\n\nInstall\n[PlatformIO Core](https://docs.platformio.org/en/latest/core/installation/),\nthen:\n\n```bash\npio run -t upload\n```\n\nIf you're starting from a previously-flashed device, wipe it first:\n\n```bash\npio run -t erase && pio run -t upload\n```\n\nOnce running, you can also wipe everything from the device itself: **hold A\n→ settings → reset → factory reset → tap twice**.\n\n## Pairing\n\nTo pair your device with Claude, first enable developer mode (**Help →\nTroubleshooting → Enable Developer Mode**). Then, open the Hardware Buddy\nwindow in **Developer → Open Hardware Buddy…**, click **Connect**, and pick\nyour device from the list. macOS will prompt for Bluetooth permission on\nfirst connect; grant it.\n\n
\n \n \n
\n\nOnce paired, the bridge auto-reconnects whenever both sides are awake.\n\nIf discovery isn't finding the stick:\n\n- Make sure it's awake (any button press)\n- Check the stick's settings menu → bluetooth is on\n\n## Controls\n\n| | Normal | Pet | Info | Approval |\n| ----------------------- | -------------------- | ----------- | ----------- | ----------- |\n| **A** (front) | next screen | next screen | next screen | **approve** |\n| **B** (right) | scroll transcript | next page | next page | **deny** |\n| **Hold A** | menu | menu | menu | menu |\n| **Power** (left, short) | toggle screen off | | | |\n| **Power** (left, ~6s) | hard power off | | | |\n| **Shake** | dizzy | | | — |\n| **Face-down** | nap (energy refills) | | | |\n\nThe screen auto-powers-off after 30s of no interaction (kept on while an\napproval prompt is up). Any button press wakes it.\n\n## ASCII pets\n\nEighteen pets, each with seven animations (sleep, idle, busy, attention,\ncelebrate, dizzy, heart). Menu → \"next pet\" cycles them with a counter.\nChoice persists to NVS.\n\n## GIF pets\n\nIf you want a custom GIF character instead of an ASCII buddy, drag a\ncharacter pack folder onto the drop target in the Hardware Buddy window. The\napp streams it over BLE and the stick switches to GIF mode live. **Settings\n→ delete char** reverts to ASCII mode.\n\nA character pack is a folder with `manifest.json` and 96px-wide GIFs:\n\n```json\n{\n \"name\": \"bufo\",\n \"colors\": {\n \"body\": \"#6B8E23\",\n \"bg\": \"#000000\",\n \"text\": \"#FFFFFF\",\n \"textDim\": \"#808080\",\n \"ink\": \"#000000\"\n },\n \"states\": {\n \"sleep\": \"sleep.gif\",\n \"idle\": [\"idle_0.gif\", \"idle_1.gif\", \"idle_2.gif\"],\n \"busy\": \"busy.gif\",\n \"attention\": \"attention.gif\",\n \"celebrate\": \"celebrate.gif\",\n \"dizzy\": \"dizzy.gif\",\n \"heart\": \"heart.gif\"\n }\n}\n```\n\nState values can be a single filename or an array. Arrays rotate: each\nloop-end advances to the next GIF, useful for an idle activity carousel so\nthe home screen doesn't loop one clip forever.\n\nGIFs are 96px wide; height up to ~140px stays on a 135×240 portrait screen.\nCrop tight to the character — transparent margins waste screen and shrink\nthe sprite. `tools/prep_character.py` handles the resize: feed it source\nGIFs at any sizes and it produces a 96px-wide set where the character is the\nsame scale in every state.\n\nThe whole folder must fit under 1.8MB —\n`gifsicle --lossy=80 -O3 --colors 64` typically cuts 40–60%.\n\nSee `characters/bufo/` for a working example.\n\nIf you're iterating on a character and would rather skip the BLE round-trip,\n`tools/flash_character.py characters/bufo` stages it into `data/` and runs\n`pio run -t uploadfs` directly over USB.\n\n## The seven states\n\n| State | Trigger | Feel |\n| ----------- | --------------------------- | --------------------------- |\n| `sleep` | bridge not connected | eyes closed, slow breathing |\n| `idle` | connected, nothing urgent | blinking, looking around |\n| `busy` | sessions actively running | sweating, working |\n| `attention` | approval pending | alert, **LED blinks** |\n| `celebrate` | level up (every 50K tokens) | confetti, bouncing |\n| `dizzy` | you shook the stick | spiral eyes, wobbling |\n| `heart` | approved in under 5s | floating hearts |","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"0f42eafe-6c26-41b1-8035-cc7ec531105d","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"ca3a506c-0097-4ac4-b4fe-5ae5a6dfc057","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01Li3pXkvfuzFL5Nn68JDw8h","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_013cwjk3R3s1hQJtAnP8zWQA","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/ClaudeForFoundationModels/main/README.md | head -150","description":"Fetch ClaudeForFoundationModels README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":160,"cache_read_input_tokens":46309,"output_tokens":994,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":160,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":994,"cache_read_input_tokens":46309,"cache_creation_input_tokens":160,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":160},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw82FzSJVyqfePZRLMGG","type":"assistant","uuid":"25188fce-b8cd-4164-95ea-1784e26e23f2","timestamp":"2026-06-11T08:01:49.152Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"25188fce-b8cd-4164-95ea-1784e26e23f2","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013cwjk3R3s1hQJtAnP8zWQA","type":"tool_result","content":"# Claude for Foundation Models\n\nUse Claude as a server-side language model through Apple's [Foundation Models](https://developer.apple.com/documentation/foundationmodels) framework. The package conforms Claude to the framework's `LanguageModel` protocol, so you drive it with the same `LanguageModelSession` API you use for Apple's on-device model — `respond(to:)`, streaming, guided generation, and tool calling all work the same way.\n\n> **Beta.** This package targets the Foundation Models server-side language model API introduced in the OS 27 betas. APIs may change before general availability.\n\n## Contents\n\n- [Requirements](#requirements)\n- [Installation](#installation)\n- [Quick start](#quick-start)\n- [Example](#example)\n- [Choosing a model](#choosing-a-model)\n- [Authentication](#authentication)\n- [Streaming](#streaming)\n- [Structured output](#structured-output)\n- [Server-side tools](#server-side-tools)\n- [Error handling](#error-handling)\n- [What this package provides](#what-this-package-provides)\n- [Support](#support)\n- [License](#license)\n\n## Requirements\n\n- iOS 27, macOS 27, visionOS 27, or watchOS 27 (beta) — the OS releases whose Foundation Models framework supports server-side language models.\n- Xcode 27 (beta).\n- An Anthropic API key for development. See [Authentication](#authentication) for production options.\n\n## Installation\n\nAdd the package to your `Package.swift`:\n\n```swift\ndependencies: [\n .package(url: \"https://github.com/anthropics/ClaudeForFoundationModels.git\", from: \"0.1.0\")\n]\n```\n\nOr in Xcode: **File ▸ Add Package Dependencies…** and enter the repository URL.\n\nThen add `ClaudeForFoundationModels` to your target's dependencies and import it alongside `FoundationModels`:\n\n```swift\nimport FoundationModels\nimport ClaudeForFoundationModels\n```\n\n## Quick start\n\n```swift\nimport FoundationModels\nimport ClaudeForFoundationModels\n\nlet model = ClaudeLanguageModel(\n name: .sonnet4_6,\n auth: .apiKey(ProcessInfo.processInfo.environment[\"ANTHROPIC_API_KEY\"] ?? \"\")\n)\n\nlet session = LanguageModelSession(model: model)\nlet response = try await session.respond(to: \"Plan a 4-day trip to Buenos Aires.\")\nprint(response.content)\n```\n\n`ClaudeLanguageModel` is the entry point. Pass it to `LanguageModelSession` and use the session exactly as you would with any Foundation Models provider.\n\n## Example\n\n[`Examples/ClaudeExample`](Examples/ClaudeExample) is a runnable command-line target that streams one chat turn through `LanguageModelSession` to the terminal, with token usage at the end (running it requires a macOS 27 host):\n\n```sh\nANTHROPIC_API_KEY= swift run ClaudeExample \"What should I see in Kyoto?\"\n```\n\nPass `--search` to enable server-side web search for the turn:\n\n```sh\nANTHROPIC_API_KEY= swift run ClaudeExample --search \"Top spaceflight news this week?\"\n```\n\n## Choosing a model\n\nModel identifiers are values of `ClaudeModel`. Use a compiled-in constant, or construct one with explicit capabilities for an ID that isn't compiled in yet (see [Capabilities](#capabilities)):\n\n```swift\nClaudeLanguageModel(name: .opus4_8, auth: auth)\n```\n\nConstants mirror API model IDs (`.opus4_8` is `claude-opus-4-8`) and carry each model's capabilities. New models ship as new constants in package releases.\n\nDateless model IDs like `claude-opus-4-8` (the 4.6 generation onward) are pinned snapshots, not evergreen pointers — the model behind an ID doesn't change underneath you.\n\n### Capabilities\n\nEach model declares what it accepts — sampling parameters, effort levels, adaptive thinking, structured output, and image input. The bridge uses this to decide which request fields to send, since sending a field a model rejects is a hard error. The constants carry the right capabilities. For an ID that isn't compiled in, declare what the model accepts:\n\n```swift\nlet model = ClaudeModel(\n id: \"claude-experimental-x\",\n capabilities: .init(effortLevels: [.low, .high], structuredOutput: true)\n)\nClaudeLanguageModel(name: model, auth: auth)\n```\n\n### Effort\n\nPin a Claude effort level for every request with `fixedEffort:`. It takes precedence over the framework's per-request reasoning hints. The API defaults to `high` when no effort is sent:\n\n```swift\nClaudeLanguageModel(name: .opus4_8, auth: auth, fixedEffort: .xhigh)\n```\n\nThe framework's reasoning levels map to effort per request: `.light` → `low`, `.moderate` → `medium`, `.deep` → `high`, and `.custom` accepts a Claude effort name directly (`\"xhigh\"`, `\"max\"`). Levels a model doesn't accept are dropped — a reasoning level is a hint, not a contract.\n\nThe level must be one the model accepts — each model declares which of the five levels (`low`, `medium`, `high`, `xhigh`, `max`) it takes.\n\n## Authentication\n\nSet the credential with the `auth:` parameter.\n\n```swift\n// Development. A bundled key is extractable from a shipping app — use one of\n// the production options below before release.\nClaudeLanguageModel(name: .sonnet4_6, auth: .apiKey(\"...\"))\n\n// Production via your own backend. The relay at `baseURL` adds the credential\n// server-side; the app ships no key. `headers` are sent on every request so the\n// proxy can authorize the caller — pass `[:]` if it needs none.\nClaudeLanguageModel(\n name: .sonnet4_6,\n auth: .proxied(headers: [\"X-App-Token\": \"...\"]),\n baseURL: URL(string: \"https://api.yourapp.com/claude\")!\n)\n```\n\n**Coming soon:** a production mode that doesn't require running your own backend — each app install authenticates with App Attest and usage is billed to your Anthropic workspace. Until that ships, use `.apiKey` for development and `.proxied` for production.\n\n## Streaming\n\n`streamResponse(to:)` returns the response incrementally. Each element is a cumulative snapshot:\n\n```swift\nlet stream = session.streamResponse(to: \"Summarize today's top science stories.\")\nfor try await partial in stream {\n print(partial.content)\n}\n```\n\n## Structured output\n\nAnnotate a type with `@Generable` and request it with `generating:`. The model returns a value of that type:","is_error":false}]},"uuid":"eaabfdc8-f57c-4406-8ed5-d0ddcf594d80","timestamp":"2026-06-11T08:01:49.313Z","toolUseResult":{"stdout":"# Claude for Foundation Models\n\nUse Claude as a server-side language model through Apple's [Foundation Models](https://developer.apple.com/documentation/foundationmodels) framework. The package conforms Claude to the framework's `LanguageModel` protocol, so you drive it with the same `LanguageModelSession` API you use for Apple's on-device model — `respond(to:)`, streaming, guided generation, and tool calling all work the same way.\n\n> **Beta.** This package targets the Foundation Models server-side language model API introduced in the OS 27 betas. APIs may change before general availability.\n\n## Contents\n\n- [Requirements](#requirements)\n- [Installation](#installation)\n- [Quick start](#quick-start)\n- [Example](#example)\n- [Choosing a model](#choosing-a-model)\n- [Authentication](#authentication)\n- [Streaming](#streaming)\n- [Structured output](#structured-output)\n- [Server-side tools](#server-side-tools)\n- [Error handling](#error-handling)\n- [What this package provides](#what-this-package-provides)\n- [Support](#support)\n- [License](#license)\n\n## Requirements\n\n- iOS 27, macOS 27, visionOS 27, or watchOS 27 (beta) — the OS releases whose Foundation Models framework supports server-side language models.\n- Xcode 27 (beta).\n- An Anthropic API key for development. See [Authentication](#authentication) for production options.\n\n## Installation\n\nAdd the package to your `Package.swift`:\n\n```swift\ndependencies: [\n .package(url: \"https://github.com/anthropics/ClaudeForFoundationModels.git\", from: \"0.1.0\")\n]\n```\n\nOr in Xcode: **File ▸ Add Package Dependencies…** and enter the repository URL.\n\nThen add `ClaudeForFoundationModels` to your target's dependencies and import it alongside `FoundationModels`:\n\n```swift\nimport FoundationModels\nimport ClaudeForFoundationModels\n```\n\n## Quick start\n\n```swift\nimport FoundationModels\nimport ClaudeForFoundationModels\n\nlet model = ClaudeLanguageModel(\n name: .sonnet4_6,\n auth: .apiKey(ProcessInfo.processInfo.environment[\"ANTHROPIC_API_KEY\"] ?? \"\")\n)\n\nlet session = LanguageModelSession(model: model)\nlet response = try await session.respond(to: \"Plan a 4-day trip to Buenos Aires.\")\nprint(response.content)\n```\n\n`ClaudeLanguageModel` is the entry point. Pass it to `LanguageModelSession` and use the session exactly as you would with any Foundation Models provider.\n\n## Example\n\n[`Examples/ClaudeExample`](Examples/ClaudeExample) is a runnable command-line target that streams one chat turn through `LanguageModelSession` to the terminal, with token usage at the end (running it requires a macOS 27 host):\n\n```sh\nANTHROPIC_API_KEY= swift run ClaudeExample \"What should I see in Kyoto?\"\n```\n\nPass `--search` to enable server-side web search for the turn:\n\n```sh\nANTHROPIC_API_KEY= swift run ClaudeExample --search \"Top spaceflight news this week?\"\n```\n\n## Choosing a model\n\nModel identifiers are values of `ClaudeModel`. Use a compiled-in constant, or construct one with explicit capabilities for an ID that isn't compiled in yet (see [Capabilities](#capabilities)):\n\n```swift\nClaudeLanguageModel(name: .opus4_8, auth: auth)\n```\n\nConstants mirror API model IDs (`.opus4_8` is `claude-opus-4-8`) and carry each model's capabilities. New models ship as new constants in package releases.\n\nDateless model IDs like `claude-opus-4-8` (the 4.6 generation onward) are pinned snapshots, not evergreen pointers — the model behind an ID doesn't change underneath you.\n\n### Capabilities\n\nEach model declares what it accepts — sampling parameters, effort levels, adaptive thinking, structured output, and image input. The bridge uses this to decide which request fields to send, since sending a field a model rejects is a hard error. The constants carry the right capabilities. For an ID that isn't compiled in, declare what the model accepts:\n\n```swift\nlet model = ClaudeModel(\n id: \"claude-experimental-x\",\n capabilities: .init(effortLevels: [.low, .high], structuredOutput: true)\n)\nClaudeLanguageModel(name: model, auth: auth)\n```\n\n### Effort\n\nPin a Claude effort level for every request with `fixedEffort:`. It takes precedence over the framework's per-request reasoning hints. The API defaults to `high` when no effort is sent:\n\n```swift\nClaudeLanguageModel(name: .opus4_8, auth: auth, fixedEffort: .xhigh)\n```\n\nThe framework's reasoning levels map to effort per request: `.light` → `low`, `.moderate` → `medium`, `.deep` → `high`, and `.custom` accepts a Claude effort name directly (`\"xhigh\"`, `\"max\"`). Levels a model doesn't accept are dropped — a reasoning level is a hint, not a contract.\n\nThe level must be one the model accepts — each model declares which of the five levels (`low`, `medium`, `high`, `xhigh`, `max`) it takes.\n\n## Authentication\n\nSet the credential with the `auth:` parameter.\n\n```swift\n// Development. A bundled key is extractable from a shipping app — use one of\n// the production options below before release.\nClaudeLanguageModel(name: .sonnet4_6, auth: .apiKey(\"...\"))\n\n// Production via your own backend. The relay at `baseURL` adds the credential\n// server-side; the app ships no key. `headers` are sent on every request so the\n// proxy can authorize the caller — pass `[:]` if it needs none.\nClaudeLanguageModel(\n name: .sonnet4_6,\n auth: .proxied(headers: [\"X-App-Token\": \"...\"]),\n baseURL: URL(string: \"https://api.yourapp.com/claude\")!\n)\n```\n\n**Coming soon:** a production mode that doesn't require running your own backend — each app install authenticates with App Attest and usage is billed to your Anthropic workspace. Until that ships, use `.apiKey` for development and `.proxied` for production.\n\n## Streaming\n\n`streamResponse(to:)` returns the response incrementally. Each element is a cumulative snapshot:\n\n```swift\nlet stream = session.streamResponse(to: \"Summarize today's top science stories.\")\nfor try await partial in stream {\n print(partial.content)\n}\n```\n\n## Structured output\n\nAnnotate a type with `@Generable` and request it with `generating:`. The model returns a value of that type:","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"25188fce-b8cd-4164-95ea-1784e26e23f2","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"5d2706df-3a73-4b8a-aa3b-cd6c349bc310","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_016xSDC3gYGGLZ5UZYHu9oun","type":"tool_result","content":"# CCC — Claude's C Compiler\n\nA C compiler written entirely from scratch in Rust, targeting x86-64, i686,\nAArch64, and RISC-V 64. Zero compiler-specific dependencies — the frontend,\nSSA-based IR, optimizer, code generator, peephole optimizers, assembler,\nlinker, and DWARF debug info generation are all implemented from scratch.\nClaude's C Compiler produces ELF executables without any external toolchain.\n\n> Note: With the exception of this one paragraph that was written by a human, 100% of the code and documentation in this repository was written by Claude Opus 4.6. A human guided some of this process by writing test cases that Claude was told to pass, but never interactively pair-programmed with Claude to debug or to provide feedback on code quality. As a result, I do not recommend you use this code! None of it has been validated for correctness. Claude wrote this exclusively on a Linux host; it probably will not work on MacOS/Windows — neither I nor Claude have tried. The docs may be wrong and make claims that are false. See [our blog post](https://anthropic.com/engineering/building-c-compiler) for more detail.\n\n## Prerequisites\n\n- **Rust** (stable, 2021 edition) — install via [rustup](https://rustup.rs/)\n- **Linux host** — the compiler targets Linux ELF executables and relies on\n Linux system headers / C runtime libraries (glibc or musl) being installed\n on the host\n- For cross-compilation targets (ARM, RISC-V, i686), the corresponding\n cross-compilation sysroots should be installed (e.g.,\n `aarch64-linux-gnu-gcc`, `riscv64-linux-gnu-gcc`)\n\n## Building\n\n```bash\ncargo build --release\n```\n\nThis produces five binaries in `target/release/`, all compiled from the same\nsource. The target architecture is selected by the binary name at runtime:\n\n| Binary | Target |\n|--------|--------|\n| `ccc` | x86-64 (default) |\n| `ccc-x86` | x86-64 |\n| `ccc-arm` | AArch64 |\n| `ccc-riscv` | RISC-V 64 |\n| `ccc-i686` | i686 (32-bit x86) |\n\n## Quick Start\n\nCompile and run a simple C program:\n\n```bash\n# Write a test program\ncat > hello.c << 'EOF'\n#include \nint main(void) {\n printf(\"Hello from CCC!\\n\");\n return 0;\n}\nEOF\n\n# Compile and run (x86-64)\n./target/release/ccc -o hello hello.c\n./hello\n\n# Cross-compile for AArch64 and run under QEMU\n./target/release/ccc-arm -o hello-arm hello.c\nqemu-aarch64 -L /usr/aarch64-linux-gnu ./hello-arm\n```\n\nCCC works as a drop-in GCC replacement. Point your build system at it:\n\n```bash\n# Build a project with make\nmake CC=/path/to/ccc-x86\n\n# Build a project with CMake\ncmake -DCMAKE_C_COMPILER=/path/to/ccc-x86 ..\n\n# Build a project with configure scripts\n./configure CC=/path/to/ccc-x86\n```\n\n## Usage\n\n```bash\n# Compile and link\nccc -o output input.c # x86-64\nccc-arm -o output input.c # AArch64\nccc-riscv -o output input.c # RISC-V 64\nccc-i686 -o output input.c # i686\n\n# GCC-compatible flags\nccc -S input.c # Emit assembly\nccc -c input.c # Compile to object file\nccc -E input.c # Preprocess only\nccc -O2 -o output input.c # Optimize (accepts -O0 through -O3, -Os, -Oz)\nccc -g -o output input.c # DWARF debug info\nccc -DFOO=1 -Iinclude/ input.c # Define macros, add include paths\nccc -Werror -Wall input.c # Warning control\nccc -fPIC -shared -o lib.so lib.c # Position-independent code\nccc -x c -E - # Read from stdin\n\n# Build system integration (reports as GCC 14.2.0 for compatibility)\nccc -dumpmachine # x86_64-linux-gnu / aarch64-linux-gnu / riscv64-linux-gnu / i686-linux-gnu\nccc -dumpversion # 14\n```\n\nThe compiler accepts most GCC flags. Unrecognized flags (e.g., architecture-\nspecific `-m` flags, unknown `-f` flags) are silently ignored so `ccc` can\nserve as a drop-in GCC replacement in build systems.\n\n### Assembler and Linker Modes\n\nBy default, the compiler uses its **builtin assembler and linker** for all\nfour architectures. No external toolchain is required. You can verify this\nwith `--version`, which shows `Backend: standalone` when using the builtin\ntools.\n\nTo build with optional GCC fallback support (e.g., for debugging), enable\nCargo features at compile time:\n\n```bash\n# Build with GCC assembler and linker fallback\ncargo build --release --features gcc_assembler,gcc_linker\n\n# Build with GCC fallback for -m16 boot code only\ncargo build --release --features gcc_m16\n```\n\n| Feature | Description |\n|---------|-------------|\n| `gcc_assembler` | Use GCC as the assembler instead of the builtin |\n| `gcc_linker` | Use GCC as the linker instead of the builtin |\n| `gcc_m16` | Use GCC for `-m16` (16-bit real mode boot code) |\n\nWhen compiled with GCC fallback features enabled, `--version` shows which\ncomponents use GCC (e.g., `Backend: gcc_assembler, gcc_linker`).\n\n## Status\n\nThe compiler can build real-world C codebases across all four architectures,\nincluding the Linux kernel. Projects that compile and pass their test suites\ninclude PostgreSQL (all 237 regression tests), SQLite, QuickJS, zlib, Lua,\nlibsodium, libpng, jq, libjpeg-turbo, mbedTLS, libuv, Redis, libffi, musl,\nTCC, and DOOM — all using the fully standalone assembler and linker with no\nexternal toolchain. Over 150 additional projects have also been built\nsuccessfully, including FFmpeg (all 7331 FATE checkasm tests on x86-64 and\nAArch64), GNU coreutils, Busybox, CPython, QEMU, and LuaJIT.\n\n### Known Limitations\n\n- **Optimization levels**: All levels (`-O0` through `-O3`, `-Os`, `-Oz`) run\n the same optimization pipeline. Separate tiers will be added as the compiler\n matures.\n- **Long double**: x86 80-bit extended precision is supported via x87 FPU\n instructions. On ARM/RISC-V, `long double` is IEEE binary128 via\n compiler-rt/libgcc soft-float libcalls.\n- **Complex numbers**: `_Complex` arithmetic has some edge-case failures.\n- **GNU extensions**: Partial `__attribute__` support. NEON intrinsics are","is_error":false}]},"uuid":"a9235187-b887-4607-8ea6-c7ecd9fdf9a9","timestamp":"2026-06-11T08:01:50.226Z","toolUseResult":{"stdout":"# CCC — Claude's C Compiler\n\nA C compiler written entirely from scratch in Rust, targeting x86-64, i686,\nAArch64, and RISC-V 64. Zero compiler-specific dependencies — the frontend,\nSSA-based IR, optimizer, code generator, peephole optimizers, assembler,\nlinker, and DWARF debug info generation are all implemented from scratch.\nClaude's C Compiler produces ELF executables without any external toolchain.\n\n> Note: With the exception of this one paragraph that was written by a human, 100% of the code and documentation in this repository was written by Claude Opus 4.6. A human guided some of this process by writing test cases that Claude was told to pass, but never interactively pair-programmed with Claude to debug or to provide feedback on code quality. As a result, I do not recommend you use this code! None of it has been validated for correctness. Claude wrote this exclusively on a Linux host; it probably will not work on MacOS/Windows — neither I nor Claude have tried. The docs may be wrong and make claims that are false. See [our blog post](https://anthropic.com/engineering/building-c-compiler) for more detail.\n\n## Prerequisites\n\n- **Rust** (stable, 2021 edition) — install via [rustup](https://rustup.rs/)\n- **Linux host** — the compiler targets Linux ELF executables and relies on\n Linux system headers / C runtime libraries (glibc or musl) being installed\n on the host\n- For cross-compilation targets (ARM, RISC-V, i686), the corresponding\n cross-compilation sysroots should be installed (e.g.,\n `aarch64-linux-gnu-gcc`, `riscv64-linux-gnu-gcc`)\n\n## Building\n\n```bash\ncargo build --release\n```\n\nThis produces five binaries in `target/release/`, all compiled from the same\nsource. The target architecture is selected by the binary name at runtime:\n\n| Binary | Target |\n|--------|--------|\n| `ccc` | x86-64 (default) |\n| `ccc-x86` | x86-64 |\n| `ccc-arm` | AArch64 |\n| `ccc-riscv` | RISC-V 64 |\n| `ccc-i686` | i686 (32-bit x86) |\n\n## Quick Start\n\nCompile and run a simple C program:\n\n```bash\n# Write a test program\ncat > hello.c << 'EOF'\n#include \nint main(void) {\n printf(\"Hello from CCC!\\n\");\n return 0;\n}\nEOF\n\n# Compile and run (x86-64)\n./target/release/ccc -o hello hello.c\n./hello\n\n# Cross-compile for AArch64 and run under QEMU\n./target/release/ccc-arm -o hello-arm hello.c\nqemu-aarch64 -L /usr/aarch64-linux-gnu ./hello-arm\n```\n\nCCC works as a drop-in GCC replacement. Point your build system at it:\n\n```bash\n# Build a project with make\nmake CC=/path/to/ccc-x86\n\n# Build a project with CMake\ncmake -DCMAKE_C_COMPILER=/path/to/ccc-x86 ..\n\n# Build a project with configure scripts\n./configure CC=/path/to/ccc-x86\n```\n\n## Usage\n\n```bash\n# Compile and link\nccc -o output input.c # x86-64\nccc-arm -o output input.c # AArch64\nccc-riscv -o output input.c # RISC-V 64\nccc-i686 -o output input.c # i686\n\n# GCC-compatible flags\nccc -S input.c # Emit assembly\nccc -c input.c # Compile to object file\nccc -E input.c # Preprocess only\nccc -O2 -o output input.c # Optimize (accepts -O0 through -O3, -Os, -Oz)\nccc -g -o output input.c # DWARF debug info\nccc -DFOO=1 -Iinclude/ input.c # Define macros, add include paths\nccc -Werror -Wall input.c # Warning control\nccc -fPIC -shared -o lib.so lib.c # Position-independent code\nccc -x c -E - # Read from stdin\n\n# Build system integration (reports as GCC 14.2.0 for compatibility)\nccc -dumpmachine # x86_64-linux-gnu / aarch64-linux-gnu / riscv64-linux-gnu / i686-linux-gnu\nccc -dumpversion # 14\n```\n\nThe compiler accepts most GCC flags. Unrecognized flags (e.g., architecture-\nspecific `-m` flags, unknown `-f` flags) are silently ignored so `ccc` can\nserve as a drop-in GCC replacement in build systems.\n\n### Assembler and Linker Modes\n\nBy default, the compiler uses its **builtin assembler and linker** for all\nfour architectures. No external toolchain is required. You can verify this\nwith `--version`, which shows `Backend: standalone` when using the builtin\ntools.\n\nTo build with optional GCC fallback support (e.g., for debugging), enable\nCargo features at compile time:\n\n```bash\n# Build with GCC assembler and linker fallback\ncargo build --release --features gcc_assembler,gcc_linker\n\n# Build with GCC fallback for -m16 boot code only\ncargo build --release --features gcc_m16\n```\n\n| Feature | Description |\n|---------|-------------|\n| `gcc_assembler` | Use GCC as the assembler instead of the builtin |\n| `gcc_linker` | Use GCC as the linker instead of the builtin |\n| `gcc_m16` | Use GCC for `-m16` (16-bit real mode boot code) |\n\nWhen compiled with GCC fallback features enabled, `--version` shows which\ncomponents use GCC (e.g., `Backend: gcc_assembler, gcc_linker`).\n\n## Status\n\nThe compiler can build real-world C codebases across all four architectures,\nincluding the Linux kernel. Projects that compile and pass their test suites\ninclude PostgreSQL (all 237 regression tests), SQLite, QuickJS, zlib, Lua,\nlibsodium, libpng, jq, libjpeg-turbo, mbedTLS, libuv, Redis, libffi, musl,\nTCC, and DOOM — all using the fully standalone assembler and linker with no\nexternal toolchain. Over 150 additional projects have also been built\nsuccessfully, including FFmpeg (all 7331 FATE checkasm tests on x86-64 and\nAArch64), GNU coreutils, Busybox, CPython, QEMU, and LuaJIT.\n\n### Known Limitations\n\n- **Optimization levels**: All levels (`-O0` through `-O3`, `-Os`, `-Oz`) run\n the same optimization pipeline. Separate tiers will be added as the compiler\n matures.\n- **Long double**: x86 80-bit extended precision is supported via x87 FPU\n instructions. On ARM/RISC-V, `long double` is IEEE binary128 via\n compiler-rt/libgcc soft-float libcalls.\n- **Complex numbers**: `_Complex` arithmetic has some edge-case failures.\n- **GNU extensions**: Partial `__attribute__` support. NEON intrinsics are","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"5d2706df-3a73-4b8a-aa3b-cd6c349bc310","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"a9235187-b887-4607-8ea6-c7ecd9fdf9a9","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01Li3pXkvfuzFL5Nn68JDw8h","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014oVGuPbYqvqMVeyJ8FivTf","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/cwc-long-running-agents/main/README.md | head -150","description":"Fetch cwc-long-running-agents README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":160,"cache_read_input_tokens":46309,"output_tokens":994,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":160,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":994,"cache_read_input_tokens":46309,"cache_creation_input_tokens":160,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":160},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw82FzSJVyqfePZRLMGG","type":"assistant","uuid":"3d54c8e0-e773-4a8a-9db2-f3b79973f0fc","timestamp":"2026-06-11T08:01:50.540Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"3d54c8e0-e773-4a8a-9db2-f3b79973f0fc","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014oVGuPbYqvqMVeyJ8FivTf","type":"tool_result","content":"# Harness Primitives for Long-Running Claude Agents\n\nClaude Code's built-in [`/goal`](https://code.claude.com/docs/en/goal) command gives you a generator/evaluator loop out of the box: set a completion condition and a separate fast model checks it after every turn until it's met. This repo ships the same underlying primitives as short, readable [hooks](https://code.claude.com/docs/en/hooks) and a [subagent](https://code.claude.com/docs/en/sub-agents), so you can see how each mechanism works and assemble a harness tuned to your project. The patterns come from [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) (Nov 2025) and [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) (Mar 2026). We recommend trying both the in-product features and a custom harness to see which fits your workflow.\n\n| | In-product | Custom harness (this repo) |\n|---|---|---|\n| **What runs the loop** | [`/goal`](https://code.claude.com/docs/en/goal) | the [primitives below](#the-quality-loop) + a [loop you write](#running-the-loop) |\n| **Who judges \"done\"** | a separate fast model checking your condition | your [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) with your prompt |\n| **Where it works** | Claude Code interactive, [`-p`](https://code.claude.com/docs/en/headless), Remote Control | Claude Code, headless, or [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk) |\n\nThree primitives form the quality loop:\n\n- **Default-FAIL contract.** Every criterion starts `false`; the agent can't mark it passing without opening evidence first.\n- **Fresh-context evaluator.** A separate agent with no Write/Edit tools grades the work from a context window that never saw the build.\n- **Agent-maintained handoff.** The agent writes its own progress notes and commits to git so the next session picks up cleanly.\n\nTwo more operator-control hooks are included for when you want to watch or intervene. The same patterns translate directly to `PreToolUse`/`Stop` callbacks in the [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk).\n\n> Built as the take-home for the Long-Running Agents station at Code with Claude 2026. **These are example ingredients, not a turnkey harness.** Event demo; not maintained and not accepting contributions.\n\n## How to use this repo\n\n**Read and cherry-pick.** Each primitive is one standalone file with no dependency on the others. The [quality-loop table](#the-quality-loop) below maps every one to its example here and its Agent SDK equivalent. Open the file, see how the mechanism works, copy what fits.\n\n**Or copy all of them as a starting point.** In your project, run `claude` and paste:\n\n> Clone github.com/anthropics/cwc-long-running-agents into /tmp, copy its `claude-code-config/.claude/` directory into this project's root, make the hook scripts executable, then walk me through what each hook and the evaluator subagent does and what I'll need to adapt for this project.\n\nor do it yourself:\n\n```bash\ncp -r claude-code-config/.claude /path/to/your/project/\nchmod +x /path/to/your/project/.claude/hooks/*.sh\n```\n\nEither way, this gives you all the examples wired into `.claude/` at once. Before relying on them: point `RESULTS_FILE` at your project's actual results file, adjust the evidence-file pattern in `track-read.sh`, and run `claude` from the directory that contains `.claude/` (hooks are not loaded when launching from a subdirectory).\n\n**If you're on the Agent SDK,** this repo is a pattern reference. The shell hooks here translate one-to-one to `PreToolUse`/`Stop` callbacks. To scaffold an SDK agent from inside Claude Code, install the [`agent-sdk-dev` plugin](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/agent-sdk-dev) and ask Claude to build an agent that implements whichever of these primitives you want. For a hand-written starting point, see the [autonomous-coding quickstart](https://github.com/anthropics/claude-quickstarts/tree/main/autonomous-coding) or the [agent-sdk-workshop](https://github.com/anthropics/agent-sdk-workshop) curriculum.\n\n## The quality loop\n\n| Primitive | Claude Code example | Agent SDK equivalent | Enforcement |\n|---|---|---|---|\n| **Default-FAIL contract** | [`hooks/track-read.sh`](./claude-code-config/.claude/hooks/track-read.sh) + [`hooks/verify-gate.sh`](./claude-code-config/.claude/hooks/verify-gate.sh) | `PreToolUse` callback | hook |\n| **Fresh-context evaluator** | [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) subagent (no Write/Edit) | [`evaluator_optimizer.ipynb`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) | you invoke it |\n| **Agent-maintained handoff** | [`CLAUDE.md`](./claude-code-config/.claude/CLAUDE.md) + [`hooks/commit-on-stop.sh`](./claude-code-config/.claude/hooks/commit-on-stop.sh) | system prompt + `Stop` callback | convention + hook backstop |\n\n### Default-FAIL contract\n\nAgents will mark a feature \"passing\" after a unit test or a curl when the UI is visibly broken. Asking nicely in the prompt doesn't reliably stop this. The harness makes \"done\" structural. Every feature is a row in a `test-results.json` file you create in your project:\n\n```json\n{ \"feature-1\": { \"passes\": false }, \"feature-2\": { \"passes\": false } }\n```\n\nThe only evidence that counts is a file matching the patterns in `track-read.sh` (screenshots, console logs, result files), and a `PreToolUse` hook denies any write to the results file unless the agent has first opened one with the Read tool. The agent can't claim success it hasn't observed. (The shipped hook is intentionally simple; see the comments in `verify-gate.sh` for the gaps a production version would close.)\n\n### Fresh-context evaluator\n\nThe builder shouldn't grade its own work. After each feature, you (or your wrapper script) invoke a separate subagent (`agents/evaluator.md`) with no Write/Edit tools that reviews the diff and the screenshots from a context window that never saw the build, then returns `PASS` or `NEEDS_WORK` with specific findings. On `NEEDS_WORK` the findings become the next builder session's starting prompt, closing the build/evaluate/rebuild loop. Invoke it from your wrapper with `claude --agent evaluator -p \"\"`; what your loop does with the verdict is up to you.\n\n### Agent-maintained handoff\n\nA fresh session has no memory of what the previous one did, and when a long session fills its context window Claude Code summarizes the history, which loses detail. So the agent maintains the handoff itself: it scopes each session to one feature, writes to a structured `PROGRESS.md` as it works and re-reads it first thing on every restart, and `git add`s and commits at meaningful checkpoints so `git log` is a second record. `commit-on-stop.sh` is the backstop that catches whatever's still uncommitted at session end. This is the layer most sensitive to model capability; newer models drift less and self-scope better, so re-evaluate how much of `CLAUDE.md` you still need after each model release (see [Re-simplify on model upgrades](#going-further)).\n\nA fourth core piece, a **rubric for subjective work**, isn't shipped here because it's project-specific; see [Going further](#going-further) for how to add one to the evaluator.\n\n## Running the loop\n\nTwo ways to keep the build → evaluate → rebuild cycle going. `/goal` is built into Claude Code and works with or without this repo's primitives; the second path wires the contract file and your own `evaluator.md` directly into the loop.\n\n### `/goal`: built-in completion checker\n\n```\n/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n```\n\nAfter every turn a separate fast model checks the condition and keeps the session going until it's met. One line, no contract file or hooks. Works the same in interactive Claude Code, [`claude -p`](https://code.claude.com/docs/en/headless), and Remote Control. See the docs for [writing an effective condition](https://code.claude.com/docs/en/goal#write-an-effective-condition) and how `/goal` [compares to `/loop` and Stop hooks](https://code.claude.com/docs/en/goal#compare-to-other-autonomous-workflows).\n\n### Your `evaluator.md` as the gate\n\nWhen you want the default-FAIL contract (`test-results.json` + `verify-gate`) enforcing evidence and your own evaluator prompt deciding `PASS`/`NEEDS_WORK`, the loop lives in your code. How depends on where you're running:\n\n| Surface | How |\n|---|---|\n| **Claude Code** | custom [Stop hook](https://code.claude.com/docs/en/hooks#stop) runs the evaluator as a fresh `claude` process after each turn and blocks on anything but `PASS` |\n| **Headless** ([`claude -p`](https://code.claude.com/docs/en/headless)) | wrapper script calls `claude --agent evaluator -p` between builds (example below) |\n| [**Agent SDK**](https://docs.claude.com/en/docs/claude-code/sdk) | separate generator and evaluator `query()` calls; see [`evaluator_optimizer`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) |\n\n```bash\nwhile grep -q '\"passes\": false' test-results.json; do\n claude -p \"Read PROGRESS.md and build the next unfinished feature per CLAUDE.md.\"\n VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\n [ \"$(echo \"$VERDICT\" | head -1)\" = \"PASS\" ] || echo \"$VERDICT\" > NEXT_FINDINGS.md\ndone\n```\n\nEach pass is a fresh context. Exit when the contract file has nothing left failing, a cycle makes no changes, or a budget is hit; `touch AGENT_STOP` to stop early. The builder writes `test-results.json` (verify-gate enforces evidence-read first) and the evaluator returns a separate verdict; have your wrapper write the contract on `PASS` instead if you want \"all true\" to mean \"independently confirmed.\"\n\n## Operator controls\n\nTwo more hooks for when you want to watch the loop run or intervene mid-stream:\n\n| Hook | What it does |\n|---|---|\n| [`hooks/kill-switch.sh`](./claude-code-config/.claude/hooks/kill-switch.sh) | Halts every tool call while an `AGENT_STOP` file exists at the project root. |\n| [`hooks/steer.sh`](./claude-code-config/.claude/hooks/steer.sh) | Surfaces the contents of `STEER.md` (project root) to the agent once and clears it, so you can redirect mid-run without restarting. |\n\n## Watching it work\n\nEverything the agent does lands on disk, so you can observe a long run from a terminal without any dashboard code:\n\n```bash\nwatch -n 2 'tail -20 PROGRESS.md' # its own notes\nwatch -n 5 'git log --oneline -8' # work saved\nwatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\nwatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads (resets to 0 after each gated write)\n```\n\nRun them in a `tmux` grid and you have a live view of every primitive.\n\n## Going further\n\nThe next layer of patterns, each covered in depth in [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps):\n\n| Pattern | What it adds | Reference |\n|---|---|---|\n| **Unattended loop** | Cap session length and have an outer script start the next one (pick next feature, build, evaluate, reset) | [Why naive implementations fall short](https://www.anthropic.com/engineering/harness-design-long-running-apps#why-naive-implementations-fall-short); [`ralph-loop`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop) plugin |\n| **Planner agent** | A first session that expands a one-line ask into a `BUILD_PLAN.md` the loop then runs against | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) |\n| **Sprint contracts** | Builder and evaluator agree per-feature on what \"done\" means and write it to a file the hook enforces | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) and [Removing the sprint construct](https://www.anthropic.com/engineering/harness-design-long-running-apps#removing-the-sprint-construct) |\n| **Grading rubrics** | Give the evaluator scoring principles (functionality, design, craft, originality) with few-shot examples instead of binary pass/fail | [Frontend design: making subjective quality gradable](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable); [`frontend-design`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/frontend-design) plugin |\n| **Browser-verified evaluator** | Let the evaluator open the running app itself instead of trusting the builder's screenshots | [Frontend design](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable) (Playwright MCP usage); add [`@playwright/mcp`](https://github.com/microsoft/playwright-mcp) or Claude in Chrome to `tools:` in `agents/evaluator.md` |\n| **Re-simplify on model upgrades** | After each model release, comment out harness pieces one at a time and see what's still load-bearing | [What comes next](https://www.anthropic.com/engineering/harness-design-long-running-apps#what-comes-next); [Harnessing Claude's Intelligence](https://claude.com/blog/harnessing-claudes-intelligence) |\n| **Hosted runtime** | Anthropic hosts the loop, sandbox, and scheduling so you don't run any of this yourself | [Claude Managed Agents](https://docs.claude.com/en/docs/managed-agents) |\n\n---","is_error":false}]},"uuid":"7d6c8f3f-8848-4a52-b4d4-da995fa898fc","timestamp":"2026-06-11T08:01:50.825Z","toolUseResult":{"stdout":"# Harness Primitives for Long-Running Claude Agents\n\nClaude Code's built-in [`/goal`](https://code.claude.com/docs/en/goal) command gives you a generator/evaluator loop out of the box: set a completion condition and a separate fast model checks it after every turn until it's met. This repo ships the same underlying primitives as short, readable [hooks](https://code.claude.com/docs/en/hooks) and a [subagent](https://code.claude.com/docs/en/sub-agents), so you can see how each mechanism works and assemble a harness tuned to your project. The patterns come from [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) (Nov 2025) and [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) (Mar 2026). We recommend trying both the in-product features and a custom harness to see which fits your workflow.\n\n| | In-product | Custom harness (this repo) |\n|---|---|---|\n| **What runs the loop** | [`/goal`](https://code.claude.com/docs/en/goal) | the [primitives below](#the-quality-loop) + a [loop you write](#running-the-loop) |\n| **Who judges \"done\"** | a separate fast model checking your condition | your [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) with your prompt |\n| **Where it works** | Claude Code interactive, [`-p`](https://code.claude.com/docs/en/headless), Remote Control | Claude Code, headless, or [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk) |\n\nThree primitives form the quality loop:\n\n- **Default-FAIL contract.** Every criterion starts `false`; the agent can't mark it passing without opening evidence first.\n- **Fresh-context evaluator.** A separate agent with no Write/Edit tools grades the work from a context window that never saw the build.\n- **Agent-maintained handoff.** The agent writes its own progress notes and commits to git so the next session picks up cleanly.\n\nTwo more operator-control hooks are included for when you want to watch or intervene. The same patterns translate directly to `PreToolUse`/`Stop` callbacks in the [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk).\n\n> Built as the take-home for the Long-Running Agents station at Code with Claude 2026. **These are example ingredients, not a turnkey harness.** Event demo; not maintained and not accepting contributions.\n\n## How to use this repo\n\n**Read and cherry-pick.** Each primitive is one standalone file with no dependency on the others. The [quality-loop table](#the-quality-loop) below maps every one to its example here and its Agent SDK equivalent. Open the file, see how the mechanism works, copy what fits.\n\n**Or copy all of them as a starting point.** In your project, run `claude` and paste:\n\n> Clone github.com/anthropics/cwc-long-running-agents into /tmp, copy its `claude-code-config/.claude/` directory into this project's root, make the hook scripts executable, then walk me through what each hook and the evaluator subagent does and what I'll need to adapt for this project.\n\nor do it yourself:\n\n```bash\ncp -r claude-code-config/.claude /path/to/your/project/\nchmod +x /path/to/your/project/.claude/hooks/*.sh\n```\n\nEither way, this gives you all the examples wired into `.claude/` at once. Before relying on them: point `RESULTS_FILE` at your project's actual results file, adjust the evidence-file pattern in `track-read.sh`, and run `claude` from the directory that contains `.claude/` (hooks are not loaded when launching from a subdirectory).\n\n**If you're on the Agent SDK,** this repo is a pattern reference. The shell hooks here translate one-to-one to `PreToolUse`/`Stop` callbacks. To scaffold an SDK agent from inside Claude Code, install the [`agent-sdk-dev` plugin](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/agent-sdk-dev) and ask Claude to build an agent that implements whichever of these primitives you want. For a hand-written starting point, see the [autonomous-coding quickstart](https://github.com/anthropics/claude-quickstarts/tree/main/autonomous-coding) or the [agent-sdk-workshop](https://github.com/anthropics/agent-sdk-workshop) curriculum.\n\n## The quality loop\n\n| Primitive | Claude Code example | Agent SDK equivalent | Enforcement |\n|---|---|---|---|\n| **Default-FAIL contract** | [`hooks/track-read.sh`](./claude-code-config/.claude/hooks/track-read.sh) + [`hooks/verify-gate.sh`](./claude-code-config/.claude/hooks/verify-gate.sh) | `PreToolUse` callback | hook |\n| **Fresh-context evaluator** | [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) subagent (no Write/Edit) | [`evaluator_optimizer.ipynb`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) | you invoke it |\n| **Agent-maintained handoff** | [`CLAUDE.md`](./claude-code-config/.claude/CLAUDE.md) + [`hooks/commit-on-stop.sh`](./claude-code-config/.claude/hooks/commit-on-stop.sh) | system prompt + `Stop` callback | convention + hook backstop |\n\n### Default-FAIL contract\n\nAgents will mark a feature \"passing\" after a unit test or a curl when the UI is visibly broken. Asking nicely in the prompt doesn't reliably stop this. The harness makes \"done\" structural. Every feature is a row in a `test-results.json` file you create in your project:\n\n```json\n{ \"feature-1\": { \"passes\": false }, \"feature-2\": { \"passes\": false } }\n```\n\nThe only evidence that counts is a file matching the patterns in `track-read.sh` (screenshots, console logs, result files), and a `PreToolUse` hook denies any write to the results file unless the agent has first opened one with the Read tool. The agent can't claim success it hasn't observed. (The shipped hook is intentionally simple; see the comments in `verify-gate.sh` for the gaps a production version would close.)\n\n### Fresh-context evaluator\n\nThe builder shouldn't grade its own work. After each feature, you (or your wrapper script) invoke a separate subagent (`agents/evaluator.md`) with no Write/Edit tools that reviews the diff and the screenshots from a context window that never saw the build, then returns `PASS` or `NEEDS_WORK` with specific findings. On `NEEDS_WORK` the findings become the next builder session's starting prompt, closing the build/evaluate/rebuild loop. Invoke it from your wrapper with `claude --agent evaluator -p \"\"`; what your loop does with the verdict is up to you.\n\n### Agent-maintained handoff\n\nA fresh session has no memory of what the previous one did, and when a long session fills its context window Claude Code summarizes the history, which loses detail. So the agent maintains the handoff itself: it scopes each session to one feature, writes to a structured `PROGRESS.md` as it works and re-reads it first thing on every restart, and `git add`s and commits at meaningful checkpoints so `git log` is a second record. `commit-on-stop.sh` is the backstop that catches whatever's still uncommitted at session end. This is the layer most sensitive to model capability; newer models drift less and self-scope better, so re-evaluate how much of `CLAUDE.md` you still need after each model release (see [Re-simplify on model upgrades](#going-further)).\n\nA fourth core piece, a **rubric for subjective work**, isn't shipped here because it's project-specific; see [Going further](#going-further) for how to add one to the evaluator.\n\n## Running the loop\n\nTwo ways to keep the build → evaluate → rebuild cycle going. `/goal` is built into Claude Code and works with or without this repo's primitives; the second path wires the contract file and your own `evaluator.md` directly into the loop.\n\n### `/goal`: built-in completion checker\n\n```\n/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n```\n\nAfter every turn a separate fast model checks the condition and keeps the session going until it's met. One line, no contract file or hooks. Works the same in interactive Claude Code, [`claude -p`](https://code.claude.com/docs/en/headless), and Remote Control. See the docs for [writing an effective condition](https://code.claude.com/docs/en/goal#write-an-effective-condition) and how `/goal` [compares to `/loop` and Stop hooks](https://code.claude.com/docs/en/goal#compare-to-other-autonomous-workflows).\n\n### Your `evaluator.md` as the gate\n\nWhen you want the default-FAIL contract (`test-results.json` + `verify-gate`) enforcing evidence and your own evaluator prompt deciding `PASS`/`NEEDS_WORK`, the loop lives in your code. How depends on where you're running:\n\n| Surface | How |\n|---|---|\n| **Claude Code** | custom [Stop hook](https://code.claude.com/docs/en/hooks#stop) runs the evaluator as a fresh `claude` process after each turn and blocks on anything but `PASS` |\n| **Headless** ([`claude -p`](https://code.claude.com/docs/en/headless)) | wrapper script calls `claude --agent evaluator -p` between builds (example below) |\n| [**Agent SDK**](https://docs.claude.com/en/docs/claude-code/sdk) | separate generator and evaluator `query()` calls; see [`evaluator_optimizer`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) |\n\n```bash\nwhile grep -q '\"passes\": false' test-results.json; do\n claude -p \"Read PROGRESS.md and build the next unfinished feature per CLAUDE.md.\"\n VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\n [ \"$(echo \"$VERDICT\" | head -1)\" = \"PASS\" ] || echo \"$VERDICT\" > NEXT_FINDINGS.md\ndone\n```\n\nEach pass is a fresh context. Exit when the contract file has nothing left failing, a cycle makes no changes, or a budget is hit; `touch AGENT_STOP` to stop early. The builder writes `test-results.json` (verify-gate enforces evidence-read first) and the evaluator returns a separate verdict; have your wrapper write the contract on `PASS` instead if you want \"all true\" to mean \"independently confirmed.\"\n\n## Operator controls\n\nTwo more hooks for when you want to watch the loop run or intervene mid-stream:\n\n| Hook | What it does |\n|---|---|\n| [`hooks/kill-switch.sh`](./claude-code-config/.claude/hooks/kill-switch.sh) | Halts every tool call while an `AGENT_STOP` file exists at the project root. |\n| [`hooks/steer.sh`](./claude-code-config/.claude/hooks/steer.sh) | Surfaces the contents of `STEER.md` (project root) to the agent once and clears it, so you can redirect mid-run without restarting. |\n\n## Watching it work\n\nEverything the agent does lands on disk, so you can observe a long run from a terminal without any dashboard code:\n\n```bash\nwatch -n 2 'tail -20 PROGRESS.md' # its own notes\nwatch -n 5 'git log --oneline -8' # work saved\nwatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\nwatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads (resets to 0 after each gated write)\n```\n\nRun them in a `tmux` grid and you have a live view of every primitive.\n\n## Going further\n\nThe next layer of patterns, each covered in depth in [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps):\n\n| Pattern | What it adds | Reference |\n|---|---|---|\n| **Unattended loop** | Cap session length and have an outer script start the next one (pick next feature, build, evaluate, reset) | [Why naive implementations fall short](https://www.anthropic.com/engineering/harness-design-long-running-apps#why-naive-implementations-fall-short); [`ralph-loop`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop) plugin |\n| **Planner agent** | A first session that expands a one-line ask into a `BUILD_PLAN.md` the loop then runs against | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) |\n| **Sprint contracts** | Builder and evaluator agree per-feature on what \"done\" means and write it to a file the hook enforces | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) and [Removing the sprint construct](https://www.anthropic.com/engineering/harness-design-long-running-apps#removing-the-sprint-construct) |\n| **Grading rubrics** | Give the evaluator scoring principles (functionality, design, craft, originality) with few-shot examples instead of binary pass/fail | [Frontend design: making subjective quality gradable](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable); [`frontend-design`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/frontend-design) plugin |\n| **Browser-verified evaluator** | Let the evaluator open the running app itself instead of trusting the builder's screenshots | [Frontend design](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable) (Playwright MCP usage); add [`@playwright/mcp`](https://github.com/microsoft/playwright-mcp) or Claude in Chrome to `tools:` in `agents/evaluator.md` |\n| **Re-simplify on model upgrades** | After each model release, comment out harness pieces one at a time and see what's still load-bearing | [What comes next](https://www.anthropic.com/engineering/harness-design-long-running-apps#what-comes-next); [Harnessing Claude's Intelligence](https://claude.com/blog/harnessing-claudes-intelligence) |\n| **Hosted runtime** | Anthropic hosts the loop, sandbox, and scheduling so you don't run any of this yourself | [Claude Managed Agents](https://docs.claude.com/en/docs/managed-agents) |\n\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"3d54c8e0-e773-4a8a-9db2-f3b79973f0fc","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"b18df53f-884f-45be-853f-734763849ff6","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017rtiN6tAo71r6B8itYruzL","type":"tool_result","content":"# Knowledge Work Plugins\n\nPlugins that turn Claude into a specialist for your role, team, and company. Built for [Claude Cowork](https://claude.com/product/cowork), also compatible with [Claude Code](https://claude.com/product/claude-code).\n\n## Why Plugins\n\nCowork lets you set the goal and Claude delivers finished, professional work. Plugins let you go further: tell Claude how you like work done, which tools and data to pull from, how to handle critical workflows, and what slash commands to expose — so your team gets better and more consistent outcomes.\n\nEach plugin bundles the skills, connectors, slash commands, and sub-agents for a specific job function. Out of the box, they give Claude a strong starting point for helping anyone in that role. The real power comes when you customize them for your company — your tools, your terminology, your processes — so Claude works like it was built for your team.\n\n## Plugin Marketplace\n\nWe're open-sourcing 11 plugins built and inspired by our own work:\n\n| Plugin | How it helps | Connectors |\n|--------|-------------|------------|\n| **[productivity](./productivity)** | Manage tasks, calendars, daily workflows, and personal context so you spend less time repeating yourself. | Slack, Notion, Asana, Linear, Jira, Monday, ClickUp, Microsoft 365 |\n| **[sales](./sales)** | Research prospects, prep for calls, review your pipeline, draft outreach, and build competitive battlecards. | Slack, HubSpot, Close, Clay, ZoomInfo, Notion, Jira, Fireflies, Microsoft 365 |\n| **[customer-support](./customer-support)** | Triage tickets, draft responses, package escalations, research customer context, and turn resolved issues into knowledge base articles. | Slack, Intercom, HubSpot, Guru, Jira, Notion, Microsoft 365 |\n| **[product-management](./product-management)** | Write specs, plan roadmaps, synthesize user research, keep stakeholders updated, and track the competitive landscape. | Slack, Linear, Asana, Monday, ClickUp, Jira, Notion, Figma, Amplitude, Pendo, Intercom, Fireflies |\n| **[marketing](./marketing)** | Draft content, plan campaigns, enforce brand voice, brief on competitors, and report on performance across channels. | Slack, Canva, Figma, HubSpot, Amplitude, Notion, Ahrefs, SimilarWeb, Klaviyo |\n| **[legal](./legal)** | Review contracts, triage NDAs, navigate compliance, assess risk, prep for meetings, and draft templated responses. | Slack, Box, Egnyte, Jira, Microsoft 365 |\n| **[finance](./finance)** | Prep journal entries, reconcile accounts, generate financial statements, analyze variances, manage close, and support audits. | Snowflake, Databricks, BigQuery, Slack, Microsoft 365 |\n| **[data](./data)** | Query, visualize, and interpret datasets — write SQL, run statistical analysis, build dashboards, and validate your work before sharing. | Snowflake, Databricks, BigQuery, Definite, Hex, Amplitude, Jira |\n| **[enterprise-search](./enterprise-search)** | Find anything across email, chat, docs, and wikis — one query across all your company's tools. | Slack, Notion, Guru, Jira, Asana, Microsoft 365 |\n| **[bio-research](./bio-research)** | Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D. | PubMed, BioRender, bioRxiv, ClinicalTrials.gov, ChEMBL, Synapse, Wiley, Owkin, Open Targets, Benchling |\n| **[cowork-plugin-management](./cowork-plugin-management)** | Create new plugins or customize existing ones for your organization's specific tools and workflows. | — |\n\nInstall these directly from Cowork, browse the full collection here on GitHub, or build your own.\n\n## Getting Started\n\n### Cowork\n\nInstall plugins from [claude.com/plugins](https://claude.com/plugins/).\n\n### Claude Code\n\n```bash\n# Add the marketplace first\nclaude plugin marketplace add anthropics/knowledge-work-plugins\n\n# Then install a specific plugin\nclaude plugin install sales@knowledge-work-plugins\n```\n\nOnce installed, plugins activate automatically. Skills fire when relevant, and slash commands are available in your session (e.g., `/sales:call-prep`, `/data:write-query`).\n\n## How Plugins Work\n\nEvery plugin follows the same structure:\n\n```\nplugin-name/\n├── .claude-plugin/plugin.json # Manifest\n├── .mcp.json # Tool connections\n├── commands/ # Slash commands you invoke explicitly\n└── skills/ # Domain knowledge Claude draws on automatically\n```\n\n- **Skills** encode the domain expertise, best practices, and step-by-step workflows Claude needs to give you useful help. Claude draws on them automatically when relevant.\n- **Commands** are explicit actions you trigger (e.g., `/finance:reconciliation`, `/product-management:write-spec`).\n- **Connectors** wire Claude to the external tools your role depends on — CRMs, project trackers, data warehouses, design tools, and more — via [MCP servers](https://modelcontextprotocol.io/).\n\nEvery component is file-based — markdown and JSON, no code, no infrastructure, no build steps.\n\n## Making Them Yours\n\nThese plugins are generic starting points. They become much more useful when you customize them for how your company actually works:\n\n- **Swap connectors** — Edit `.mcp.json` to point at your specific tool stack.\n- **Add company context** — Drop your terminology, org structure, and processes into skill files so Claude understands your world.\n- **Adjust workflows** — Modify skill instructions to match how your team actually does things, not how a textbook says to.\n- **Build new plugins** — Use the `cowork-plugin-management` plugin or follow the structure above to create plugins for roles and workflows we haven't covered yet.\n\nAs your team builds and shares plugins, Claude becomes a cross-functional expert. The context you define gets baked into every relevant interaction, so leaders and admins can spend less time enforcing processes and more time improving them.\n\n## Contributing\n\nPlugins are just markdown files. Fork the repo, make your changes, and submit a PR.","is_error":false}]},"uuid":"2300fded-28cb-4556-abec-06cc55183f97","timestamp":"2026-06-11T08:01:51.522Z","toolUseResult":{"stdout":"# Knowledge Work Plugins\n\nPlugins that turn Claude into a specialist for your role, team, and company. Built for [Claude Cowork](https://claude.com/product/cowork), also compatible with [Claude Code](https://claude.com/product/claude-code).\n\n## Why Plugins\n\nCowork lets you set the goal and Claude delivers finished, professional work. Plugins let you go further: tell Claude how you like work done, which tools and data to pull from, how to handle critical workflows, and what slash commands to expose — so your team gets better and more consistent outcomes.\n\nEach plugin bundles the skills, connectors, slash commands, and sub-agents for a specific job function. Out of the box, they give Claude a strong starting point for helping anyone in that role. The real power comes when you customize them for your company — your tools, your terminology, your processes — so Claude works like it was built for your team.\n\n## Plugin Marketplace\n\nWe're open-sourcing 11 plugins built and inspired by our own work:\n\n| Plugin | How it helps | Connectors |\n|--------|-------------|------------|\n| **[productivity](./productivity)** | Manage tasks, calendars, daily workflows, and personal context so you spend less time repeating yourself. | Slack, Notion, Asana, Linear, Jira, Monday, ClickUp, Microsoft 365 |\n| **[sales](./sales)** | Research prospects, prep for calls, review your pipeline, draft outreach, and build competitive battlecards. | Slack, HubSpot, Close, Clay, ZoomInfo, Notion, Jira, Fireflies, Microsoft 365 |\n| **[customer-support](./customer-support)** | Triage tickets, draft responses, package escalations, research customer context, and turn resolved issues into knowledge base articles. | Slack, Intercom, HubSpot, Guru, Jira, Notion, Microsoft 365 |\n| **[product-management](./product-management)** | Write specs, plan roadmaps, synthesize user research, keep stakeholders updated, and track the competitive landscape. | Slack, Linear, Asana, Monday, ClickUp, Jira, Notion, Figma, Amplitude, Pendo, Intercom, Fireflies |\n| **[marketing](./marketing)** | Draft content, plan campaigns, enforce brand voice, brief on competitors, and report on performance across channels. | Slack, Canva, Figma, HubSpot, Amplitude, Notion, Ahrefs, SimilarWeb, Klaviyo |\n| **[legal](./legal)** | Review contracts, triage NDAs, navigate compliance, assess risk, prep for meetings, and draft templated responses. | Slack, Box, Egnyte, Jira, Microsoft 365 |\n| **[finance](./finance)** | Prep journal entries, reconcile accounts, generate financial statements, analyze variances, manage close, and support audits. | Snowflake, Databricks, BigQuery, Slack, Microsoft 365 |\n| **[data](./data)** | Query, visualize, and interpret datasets — write SQL, run statistical analysis, build dashboards, and validate your work before sharing. | Snowflake, Databricks, BigQuery, Definite, Hex, Amplitude, Jira |\n| **[enterprise-search](./enterprise-search)** | Find anything across email, chat, docs, and wikis — one query across all your company's tools. | Slack, Notion, Guru, Jira, Asana, Microsoft 365 |\n| **[bio-research](./bio-research)** | Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D. | PubMed, BioRender, bioRxiv, ClinicalTrials.gov, ChEMBL, Synapse, Wiley, Owkin, Open Targets, Benchling |\n| **[cowork-plugin-management](./cowork-plugin-management)** | Create new plugins or customize existing ones for your organization's specific tools and workflows. | — |\n\nInstall these directly from Cowork, browse the full collection here on GitHub, or build your own.\n\n## Getting Started\n\n### Cowork\n\nInstall plugins from [claude.com/plugins](https://claude.com/plugins/).\n\n### Claude Code\n\n```bash\n# Add the marketplace first\nclaude plugin marketplace add anthropics/knowledge-work-plugins\n\n# Then install a specific plugin\nclaude plugin install sales@knowledge-work-plugins\n```\n\nOnce installed, plugins activate automatically. Skills fire when relevant, and slash commands are available in your session (e.g., `/sales:call-prep`, `/data:write-query`).\n\n## How Plugins Work\n\nEvery plugin follows the same structure:\n\n```\nplugin-name/\n├── .claude-plugin/plugin.json # Manifest\n├── .mcp.json # Tool connections\n├── commands/ # Slash commands you invoke explicitly\n└── skills/ # Domain knowledge Claude draws on automatically\n```\n\n- **Skills** encode the domain expertise, best practices, and step-by-step workflows Claude needs to give you useful help. Claude draws on them automatically when relevant.\n- **Commands** are explicit actions you trigger (e.g., `/finance:reconciliation`, `/product-management:write-spec`).\n- **Connectors** wire Claude to the external tools your role depends on — CRMs, project trackers, data warehouses, design tools, and more — via [MCP servers](https://modelcontextprotocol.io/).\n\nEvery component is file-based — markdown and JSON, no code, no infrastructure, no build steps.\n\n## Making Them Yours\n\nThese plugins are generic starting points. They become much more useful when you customize them for how your company actually works:\n\n- **Swap connectors** — Edit `.mcp.json` to point at your specific tool stack.\n- **Add company context** — Drop your terminology, org structure, and processes into skill files so Claude understands your world.\n- **Adjust workflows** — Modify skill instructions to match how your team actually does things, not how a textbook says to.\n- **Build new plugins** — Use the `cowork-plugin-management` plugin or follow the structure above to create plugins for roles and workflows we haven't covered yet.\n\nAs your team builds and shares plugins, Claude becomes a cross-functional expert. The context you define gets baked into every relevant interaction, so leaders and admins can spend less time enforcing processes and more time improving them.\n\n## Contributing\n\nPlugins are just markdown files. Fork the repo, make your changes, and submit a PR.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"b18df53f-884f-45be-853f-734763849ff6","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"e5e157a3-fa08-4604-8cbe-29b7b617ace8","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018VUhB8qhN3rRTTsYvtjc5Q","type":"tool_result","content":"# Defending Code Reference Harness\n\nA reference implementation for autonomous vulnerability discovery and\nremediation with Claude, based on our learnings from [partnering with security\nteams at several organizations](https://www.anthropic.com/glasswing)\nsince launching Claude Mythos Preview. For a write up of these learnings along with\nbest practices, see the [accompanying blog post](https://claude.com/blog/using-llms-to-secure-source-code)\n(also available in [`blog-post.md`](docs/blog-post.md)). For a lightweight SDK-only \nwalkthrough of the same recon → find → triage → report → patch loop, see the \n[companion cookbook](https://platform.claude.com/cookbook/claude-agent-sdk-06-the-vulnerability-detection-agent).\n\nThis repo is not maintained and is not accepting contributions.\n\n> 🔒 **Want a managed option?** Anthropic offers\n> [Claude Security](https://claude.com/product/claude-security), a hosted product\n> that finds and fixes vulnerabilities in your source code across multiple\n> projects. Claude Security scans your repository for vulnerabilities,\n> applies a multi-stage verification pipeline to reduce false positives, and\n> lets you manage findings through their lifecycle: triage, fix validation,\n> and rapid fix generation.\n>\n> This repository is an open-source reference implementation based on general\n> best practices for finding vulnerabilities using Claude. You can use it to\n> build your own vulnerability finding pipeline, customize the logic, and it\n> can be used with whatever access you have to Claude APIs (including\n> Bedrock, Vertex, or Azure).\n\n## Contents\n\n- **Claude Code skills**: `/quickstart`, `/threat-model`, `/vuln-scan`,\n `/triage`, `/patch`, `/customize`: interactive scoping, scanning, triage,\n and patching. Open this repo in Claude Code and run `/quickstart` to get\n oriented.\n- **`harness/`**: the autonomous reference pipeline (recon → find → verify\n → report → patch), configured for finding C/C++ memory vulnerabilities\n using Docker and ASAN. This harness is a **reference, not a product**. \n The general shape, prompts, and sandboxing are reusable, but the harness\n will not work on every codebase out of the box. Run `/customize` to port it \n to your language, detector, or vuln class.\n\n> ⚠️ **Security:** `/quickstart`, `/threat-model`, `/vuln-scan`, and `/triage`\n> only read and write files. Running `/patch` on static findings (`TRIAGE.json`\n> or `VULN-FINDINGS.json`) is likewise read- and write-only. `/customize` edits\n> the harness code and runs validation commands. Any of these skills are safe to\n> run unsandboxed, as long as you review and approve each tool use in Claude Code.\n> The autonomous reference pipeline (including `/patch` on pipeline results)\n> **executes target code**, so it refuses to run outside of a gVisor sandbox\n> unless explicitly overridden. To get set up, run `scripts/setup_sandbox.sh` once,\n> then invoke the pipeline via `bin/vp-sandboxed`. See [docs/security.md](docs/security.md)\n> and [docs/agent-sandbox.md](docs/agent-sandbox.md) for more details.\n\n## Getting Started\n\n```bash\ngit clone https://github.com/anthropics/defending-code-reference-harness\ncd defending-code-reference-harness\nclaude\n\n# 30-sec intro + guided first run on the canary target\n> /quickstart\n\n> /quickstart how do I port the pipeline to Java?\n> /quickstart how do I triage all these bugs?\n```\n\n## Further Reading\n\n- [**Blog Post**](docs/blog-post.md) · The accompanying blog post with learnings + best practices\n- [**Pipeline**](docs/pipeline.md) · How it works: diagram, stages, CLI flags\n- [**Security**](docs/security.md) · Sandboxing, what not to mount\n- [**Agent sandbox**](docs/agent-sandbox.md) · gVisor isolation + egress allowlist for every agent\n- [**Customize**](docs/customizing.md) · Port to my stack; which files change and why\n- [**Patching**](docs/patching.md) · Generate and verify fixes for verified crashes\n- [**Troubleshooting**](docs/troubleshooting.md) · Duplicates, rate limits, subagent model pinning\n- [**Safeguards**](https://support.claude.com/en/articles/14604842-real-time-cyber-safeguards-on-claude) · Block for dangerous cyber work\n\n---\n\n## Ramp Up\n\nThe most successful security teams we've partnered with are those \nthat have gotten hands-on the fastest. Though it's tempting to \nspend months designing the perfect pipeline, we recommend starting\nsmall on Day 1 and building from there as learnings come. The\nsteps below follow that pattern and set an ambitious (but reasonable)\npace based on what we've seen.\n\n| | | |\n|-------------------------------------------------------------------------------------|--------------|--------------------------------------------------------------|\n| [Step 1](#step-1-day-1-build-a-threat-model-and-run-your-first-static-scan--triage) | **Day 1** | Build a threat model and run your first static scan + triage |\n| [Step 2](#step-2-day-2-run-the-reference-pipeline-on-a-cc-library) | **Day 2** | Run the reference pipeline on a C/C++ library | \n| [Step 3](#step-3-days-3-5-customize-the-pipeline-for-your-target) | **Days 3-5** | Customize the pipeline for your target |\n| [Step 4](#step-4-week-2-start-autonomous-scanning-triage-and-patching) | **Week 2** | Start autonomous scanning, triage, and patching | \n\n### Step 1 (Day 1): Build a threat model and run your first static scan + triage\n\nDay 1 is focused on seeing the whole loop end-to-end. Using only the \ninteractive skills, you'll build a threat model, run a static scan scoped \nby it, triage what comes back, and draft candidate fixes. You'll finish \nthe day with a threat model, a ranked list of static findings, and candidate \npatches.\n\nThe relevant skills **only read and write files** in your repo. As long as you \nrun Claude Code interactively and approve each tool use, no sandbox is needed.\n\n```bash\n# Pin every subagent to the model you want\nexport CLAUDE_CODE_SUBAGENT_MODEL=\nclaude\n\n# 0. intro + guided first run\n> /quickstart\n\n# 1. Build a threat model (aim before you shoot)\n> /threat-model bootstrap targets/canary\n\n# 2. Run a static scan, scoped by that threat model\n> /vuln-scan targets/canary\n\n# 3. Verify, dedupe, and rank what came back\n> /triage targets/canary/VULN-FINDINGS.json\n\n# 4. Generate candidate fixes for the verified findings\n> /patch ./TRIAGE.json --repo targets/canary\n```\n\nThis flow produces `THREAT_MODEL.md`, `VULN-FINDINGS.{json,md}`, \n`TRIAGE.{json,md}`, and `PATCHES/`.\n\nThe vulnerability candidates produced in Step 1 come from Claude's static \nreview of the source (nothing is built or run), so expect more false positives on \nany non-canary targets. In Step 2, you'll produce *execution-verified* findings.\n\n> **Note:** on the canary target, `/triage` may dismiss the scan's findings\n> as false positives. `entry.c` announces itself as deliberately vulnerable\n> demo code, and `/triage` correctly excludes bugs in test / fixture code.\n> To see the full confirm / dedupe / false positive flow, run it on the\n> curated fixture instead (`/triage .claude/skills/triage/fixtures/canary-findings.json\n> --repo targets/canary`) or point the Step 1 skills at your own code.\n\n### Step 2 (Day 2): Run the reference pipeline on a C/C++ library\n\nOn Day 2, you'll move from interactive skills to your first autonomous\nrun using the reference pipeline. You'll run the full recon → find → \nverify → report loop in your environment on a known-vulnerable open-source\nlibrary, then generate a candidate patch for what it finds. You'll finish\nwith a set of reproducible crashes, exploitability reports, and candidate patches,\nalong with a feel for how the pipeline works.\n\nRunning the pipeline is simple:","is_error":false}]},"uuid":"46f3b9e8-75ca-46be-a07c-3130d26c0f0e","timestamp":"2026-06-11T08:01:52.039Z","toolUseResult":{"stdout":"# Defending Code Reference Harness\n\nA reference implementation for autonomous vulnerability discovery and\nremediation with Claude, based on our learnings from [partnering with security\nteams at several organizations](https://www.anthropic.com/glasswing)\nsince launching Claude Mythos Preview. For a write up of these learnings along with\nbest practices, see the [accompanying blog post](https://claude.com/blog/using-llms-to-secure-source-code)\n(also available in [`blog-post.md`](docs/blog-post.md)). For a lightweight SDK-only \nwalkthrough of the same recon → find → triage → report → patch loop, see the \n[companion cookbook](https://platform.claude.com/cookbook/claude-agent-sdk-06-the-vulnerability-detection-agent).\n\nThis repo is not maintained and is not accepting contributions.\n\n> 🔒 **Want a managed option?** Anthropic offers\n> [Claude Security](https://claude.com/product/claude-security), a hosted product\n> that finds and fixes vulnerabilities in your source code across multiple\n> projects. Claude Security scans your repository for vulnerabilities,\n> applies a multi-stage verification pipeline to reduce false positives, and\n> lets you manage findings through their lifecycle: triage, fix validation,\n> and rapid fix generation.\n>\n> This repository is an open-source reference implementation based on general\n> best practices for finding vulnerabilities using Claude. You can use it to\n> build your own vulnerability finding pipeline, customize the logic, and it\n> can be used with whatever access you have to Claude APIs (including\n> Bedrock, Vertex, or Azure).\n\n## Contents\n\n- **Claude Code skills**: `/quickstart`, `/threat-model`, `/vuln-scan`,\n `/triage`, `/patch`, `/customize`: interactive scoping, scanning, triage,\n and patching. Open this repo in Claude Code and run `/quickstart` to get\n oriented.\n- **`harness/`**: the autonomous reference pipeline (recon → find → verify\n → report → patch), configured for finding C/C++ memory vulnerabilities\n using Docker and ASAN. This harness is a **reference, not a product**. \n The general shape, prompts, and sandboxing are reusable, but the harness\n will not work on every codebase out of the box. Run `/customize` to port it \n to your language, detector, or vuln class.\n\n> ⚠️ **Security:** `/quickstart`, `/threat-model`, `/vuln-scan`, and `/triage`\n> only read and write files. Running `/patch` on static findings (`TRIAGE.json`\n> or `VULN-FINDINGS.json`) is likewise read- and write-only. `/customize` edits\n> the harness code and runs validation commands. Any of these skills are safe to\n> run unsandboxed, as long as you review and approve each tool use in Claude Code.\n> The autonomous reference pipeline (including `/patch` on pipeline results)\n> **executes target code**, so it refuses to run outside of a gVisor sandbox\n> unless explicitly overridden. To get set up, run `scripts/setup_sandbox.sh` once,\n> then invoke the pipeline via `bin/vp-sandboxed`. See [docs/security.md](docs/security.md)\n> and [docs/agent-sandbox.md](docs/agent-sandbox.md) for more details.\n\n## Getting Started\n\n```bash\ngit clone https://github.com/anthropics/defending-code-reference-harness\ncd defending-code-reference-harness\nclaude\n\n# 30-sec intro + guided first run on the canary target\n> /quickstart\n\n> /quickstart how do I port the pipeline to Java?\n> /quickstart how do I triage all these bugs?\n```\n\n## Further Reading\n\n- [**Blog Post**](docs/blog-post.md) · The accompanying blog post with learnings + best practices\n- [**Pipeline**](docs/pipeline.md) · How it works: diagram, stages, CLI flags\n- [**Security**](docs/security.md) · Sandboxing, what not to mount\n- [**Agent sandbox**](docs/agent-sandbox.md) · gVisor isolation + egress allowlist for every agent\n- [**Customize**](docs/customizing.md) · Port to my stack; which files change and why\n- [**Patching**](docs/patching.md) · Generate and verify fixes for verified crashes\n- [**Troubleshooting**](docs/troubleshooting.md) · Duplicates, rate limits, subagent model pinning\n- [**Safeguards**](https://support.claude.com/en/articles/14604842-real-time-cyber-safeguards-on-claude) · Block for dangerous cyber work\n\n---\n\n## Ramp Up\n\nThe most successful security teams we've partnered with are those \nthat have gotten hands-on the fastest. Though it's tempting to \nspend months designing the perfect pipeline, we recommend starting\nsmall on Day 1 and building from there as learnings come. The\nsteps below follow that pattern and set an ambitious (but reasonable)\npace based on what we've seen.\n\n| | | |\n|-------------------------------------------------------------------------------------|--------------|--------------------------------------------------------------|\n| [Step 1](#step-1-day-1-build-a-threat-model-and-run-your-first-static-scan--triage) | **Day 1** | Build a threat model and run your first static scan + triage |\n| [Step 2](#step-2-day-2-run-the-reference-pipeline-on-a-cc-library) | **Day 2** | Run the reference pipeline on a C/C++ library | \n| [Step 3](#step-3-days-3-5-customize-the-pipeline-for-your-target) | **Days 3-5** | Customize the pipeline for your target |\n| [Step 4](#step-4-week-2-start-autonomous-scanning-triage-and-patching) | **Week 2** | Start autonomous scanning, triage, and patching | \n\n### Step 1 (Day 1): Build a threat model and run your first static scan + triage\n\nDay 1 is focused on seeing the whole loop end-to-end. Using only the \ninteractive skills, you'll build a threat model, run a static scan scoped \nby it, triage what comes back, and draft candidate fixes. You'll finish \nthe day with a threat model, a ranked list of static findings, and candidate \npatches.\n\nThe relevant skills **only read and write files** in your repo. As long as you \nrun Claude Code interactively and approve each tool use, no sandbox is needed.\n\n```bash\n# Pin every subagent to the model you want\nexport CLAUDE_CODE_SUBAGENT_MODEL=\nclaude\n\n# 0. intro + guided first run\n> /quickstart\n\n# 1. Build a threat model (aim before you shoot)\n> /threat-model bootstrap targets/canary\n\n# 2. Run a static scan, scoped by that threat model\n> /vuln-scan targets/canary\n\n# 3. Verify, dedupe, and rank what came back\n> /triage targets/canary/VULN-FINDINGS.json\n\n# 4. Generate candidate fixes for the verified findings\n> /patch ./TRIAGE.json --repo targets/canary\n```\n\nThis flow produces `THREAT_MODEL.md`, `VULN-FINDINGS.{json,md}`, \n`TRIAGE.{json,md}`, and `PATCHES/`.\n\nThe vulnerability candidates produced in Step 1 come from Claude's static \nreview of the source (nothing is built or run), so expect more false positives on \nany non-canary targets. In Step 2, you'll produce *execution-verified* findings.\n\n> **Note:** on the canary target, `/triage` may dismiss the scan's findings\n> as false positives. `entry.c` announces itself as deliberately vulnerable\n> demo code, and `/triage` correctly excludes bugs in test / fixture code.\n> To see the full confirm / dedupe / false positive flow, run it on the\n> curated fixture instead (`/triage .claude/skills/triage/fixtures/canary-findings.json\n> --repo targets/canary`) or point the Step 1 skills at your own code.\n\n### Step 2 (Day 2): Run the reference pipeline on a C/C++ library\n\nOn Day 2, you'll move from interactive skills to your first autonomous\nrun using the reference pipeline. You'll run the full recon → find → \nverify → report loop in your environment on a known-vulnerable open-source\nlibrary, then generate a candidate patch for what it finds. You'll finish\nwith a set of reproducible crashes, exploitability reports, and candidate patches,\nalong with a feel for how the pipeline works.\n\nRunning the pipeline is simple:","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"e5e157a3-fa08-4604-8cbe-29b7b617ace8","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"aecf6879-e51a-41ed-8626-087514478f47","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01ErM7gK5h3oyxbBe6euxe4N","type":"tool_result","content":"# Claude Code Plugins Directory\n\nA curated directory of high-quality plugins for Claude Code.\n\n> **⚠️ Important:** Make sure you trust a plugin before installing, updating, or using it. Anthropic does not control what MCP servers, files, or other software are included in plugins and cannot verify that they will work as intended or that they won't change. See each plugin's homepage for more information.\n\n## Structure\n\n- **`/plugins`** - Internal plugins developed and maintained by Anthropic\n- **`/external_plugins`** - Third-party plugins from partners and the community\n\n## Installation\n\nPlugins can be installed directly from this marketplace via Claude Code's plugin system.\n\nTo install, run `/plugin install {plugin-name}@claude-plugins-official`\n\nor browse for the plugin in `/plugin > Discover`\n\n## Contributing\n\n### Internal Plugins\n\nInternal plugins are developed by Anthropic team members. See `/plugins/example-plugin` for a reference implementation.\n\n### External Plugins\n\nThird-party partners can submit plugins for inclusion in the marketplace. External plugins must meet quality and security standards for approval. To submit a new plugin, use the [plugin directory submission form](https://clau.de/plugin-directory-submission).\n\n## Plugin Structure\n\nEach plugin follows a standard structure:\n\n```\nplugin-name/\n├── .claude-plugin/\n│ └── plugin.json # Plugin metadata (required)\n├── .mcp.json # MCP server configuration (optional)\n├── commands/ # Slash commands (optional)\n├── agents/ # Agent definitions (optional)\n├── skills/ # Skill definitions (optional)\n└── README.md # Documentation\n```\n\n## Skill-bundle plugins\n\nWhen a plugin's source repository ships skills (`SKILL.md` files) without a `.claude-plugin/plugin.json` manifest, the marketplace entry can declare the skills directly using `strict: false` and an explicit `skills` array.\n\n```json\n{\n \"name\": \"example-bundle\",\n \"description\": \"Brief description of the bundled skills.\",\n \"author\": { \"name\": \"Author Name\" },\n \"category\": \"development\",\n \"source\": {\n \"source\": \"git-subdir\",\n \"url\": \"https://github.com/example-org/sdk.git\",\n \"path\": \"packages/agent-skills\",\n \"ref\": \"main\",\n \"sha\": \"\"\n },\n \"strict\": false,\n \"skills\": [\n \"./skill-a\",\n \"./skill-b\",\n \"./skill-c\"\n ],\n \"homepage\": \"https://github.com/example-org/sdk\"\n}\n```\n\nEach path in `skills` is relative to `source.path` and points at a directory containing a `SKILL.md`. Paths can reach deeper than a single level — for example, `[\"./libA/skill-1\", \"./libB/skill-2\"]` exposes a curated subset across multiple library subdirectories. Each skill is registered as `:` in Claude Code.\n\nFor the underlying schema, see [Strict mode](https://code.claude.com/docs/en/plugin-marketplaces) in the marketplace documentation.\n\n## License\n\nPlease see each linked plugin for the relevant LICENSE file.\n\n## Documentation\n\nFor more information on developing Claude Code plugins, see the [official documentation](https://code.claude.com/docs/en/plugins).","is_error":false}]},"uuid":"0bfbd26a-828a-4c50-977c-684bbe8ee05d","timestamp":"2026-06-11T08:01:53.004Z","toolUseResult":{"stdout":"# Claude Code Plugins Directory\n\nA curated directory of high-quality plugins for Claude Code.\n\n> **⚠️ Important:** Make sure you trust a plugin before installing, updating, or using it. Anthropic does not control what MCP servers, files, or other software are included in plugins and cannot verify that they will work as intended or that they won't change. See each plugin's homepage for more information.\n\n## Structure\n\n- **`/plugins`** - Internal plugins developed and maintained by Anthropic\n- **`/external_plugins`** - Third-party plugins from partners and the community\n\n## Installation\n\nPlugins can be installed directly from this marketplace via Claude Code's plugin system.\n\nTo install, run `/plugin install {plugin-name}@claude-plugins-official`\n\nor browse for the plugin in `/plugin > Discover`\n\n## Contributing\n\n### Internal Plugins\n\nInternal plugins are developed by Anthropic team members. See `/plugins/example-plugin` for a reference implementation.\n\n### External Plugins\n\nThird-party partners can submit plugins for inclusion in the marketplace. External plugins must meet quality and security standards for approval. To submit a new plugin, use the [plugin directory submission form](https://clau.de/plugin-directory-submission).\n\n## Plugin Structure\n\nEach plugin follows a standard structure:\n\n```\nplugin-name/\n├── .claude-plugin/\n│ └── plugin.json # Plugin metadata (required)\n├── .mcp.json # MCP server configuration (optional)\n├── commands/ # Slash commands (optional)\n├── agents/ # Agent definitions (optional)\n├── skills/ # Skill definitions (optional)\n└── README.md # Documentation\n```\n\n## Skill-bundle plugins\n\nWhen a plugin's source repository ships skills (`SKILL.md` files) without a `.claude-plugin/plugin.json` manifest, the marketplace entry can declare the skills directly using `strict: false` and an explicit `skills` array.\n\n```json\n{\n \"name\": \"example-bundle\",\n \"description\": \"Brief description of the bundled skills.\",\n \"author\": { \"name\": \"Author Name\" },\n \"category\": \"development\",\n \"source\": {\n \"source\": \"git-subdir\",\n \"url\": \"https://github.com/example-org/sdk.git\",\n \"path\": \"packages/agent-skills\",\n \"ref\": \"main\",\n \"sha\": \"\"\n },\n \"strict\": false,\n \"skills\": [\n \"./skill-a\",\n \"./skill-b\",\n \"./skill-c\"\n ],\n \"homepage\": \"https://github.com/example-org/sdk\"\n}\n```\n\nEach path in `skills` is relative to `source.path` and points at a directory containing a `SKILL.md`. Paths can reach deeper than a single level — for example, `[\"./libA/skill-1\", \"./libB/skill-2\"]` exposes a curated subset across multiple library subdirectories. Each skill is registered as `:` in Claude Code.\n\nFor the underlying schema, see [Strict mode](https://code.claude.com/docs/en/plugin-marketplaces) in the marketplace documentation.\n\n## License\n\nPlease see each linked plugin for the relevant LICENSE file.\n\n## Documentation\n\nFor more information on developing Claude Code plugins, see the [official documentation](https://code.claude.com/docs/en/plugins).","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"aecf6879-e51a-41ed-8626-087514478f47","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"1248f401-1785-4b02-8ce6-7a84df95aa52","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ep4ErEDssfBjuDweGjx9Ao","type":"tool_result","content":"# Claude for Financial Services\n\nReference agents, skills, and data connectors for the financial-services workflows we see most — investment banking, equity research, private equity, and wealth management.\n\nEverything here is available **two ways from one source**: install it as a [Claude Cowork](https://claude.com/product/cowork) plugin, or deploy it through the [Claude Managed Agents API](https://docs.claude.com/en/api/managed-agents) behind your own workflow engine. Same system prompt, same skills — you choose where it runs.\n\n> [!IMPORTANT]\n> Nothing in this repository constitutes investment, legal, tax, or accounting advice. These agents draft analyst work product — models, memos, research notes, reconciliations — for review by a qualified professional. They do not make investment recommendations, execute transactions, bind risk, post to a ledger, or approve onboarding; every output is staged for human sign-off. You are responsible for verifying outputs and for compliance with the laws and regulations that apply to your firm.\n\nWhat's in the repo:\n\n- **[Agents](#agents)** — named, end-to-end workflow agents (Pitch Agent, Market Researcher, GL Reconciler, …). Each ships as a Cowork plugin **and** as a [Claude Managed Agent template](./managed-agent-cookbooks) you deploy via `/v1/agents`.\n- **[Vertical plugins](#vertical-plugins)** — the underlying skills, slash commands, and data connectors, bundled by FSI vertical. Install these on their own if you just want `/comps`, `/dcf`, `/earnings` and the connectors without a full agent.\n\n## Agents\n\nEach agent is named for the workflow it runs. They're starting points: install the ones that match your work, then tune the prompts, skills, and connectors to how your firm does it.\n\nEach agent plugin is **self-contained** — it bundles the skills it uses, so installing the agent is all you need.\n\n| Function | Agent | What it does |\n|---|---|---|\n| **Coverage & advisory** | **[Pitch Agent](./plugins/agent-plugins/pitch-agent)** | Comps, precedents, LBO → branded pitch deck, end to end |\n| | **[Meeting Prep Agent](./plugins/agent-plugins/meeting-prep-agent)** | Briefing pack before every client meeting |\n| **Research & modeling** | **[Market Researcher](./plugins/agent-plugins/market-researcher)** | Sector or theme → industry overview, competitive landscape, peer comps, ideas shortlist |\n| | **[Earnings Reviewer](./plugins/agent-plugins/earnings-reviewer)** | Earnings call + filings → model update → note draft |\n| | **[Model Builder](./plugins/agent-plugins/model-builder)** | DCF, LBO, 3-statement, comps — live in Excel |\n| **Fund admin & finance ops** | **[Valuation Reviewer](./plugins/agent-plugins/valuation-reviewer)** | Ingests GP packages, runs valuation template, stages LP reporting |\n| | **[GL Reconciler](./plugins/agent-plugins/gl-reconciler)** | Finds breaks, traces root cause, routes for sign-off |\n| | **[Month-End Closer](./plugins/agent-plugins/month-end-closer)** | Accruals, roll-forwards, variance commentary |\n| | **[Statement Auditor](./plugins/agent-plugins/statement-auditor)** | Audits LP statements before distribution |\n| **Operations & onboarding** | **[KYC Screener](./plugins/agent-plugins/kyc-screener)** | Parses onboarding docs, runs the rules engine, flags gaps |\n\nFor Managed Agent deployment — `agent.yaml`, leaf-worker subagents, steering-event examples, and per-agent security notes — see **[managed-agent-cookbooks/](./managed-agent-cookbooks)**.\n\n## Repository Layout\n\n```\nplugins/\n agent-plugins/ # Named agents — one self-contained plugin each\n vertical-plugins/ # Skill + command bundles by FSI vertical, plus MCP connectors\n partner-built/ # Partner-authored plugins (LSEG, S&P Global)\nmanaged-agent-cookbooks/ # Claude Managed Agent cookbooks — one dir per agent\nclaude-for-msft-365-install/ # Admin tooling to provision the Claude Microsoft 365 add-in\nscripts/ # deploy-managed-agent.sh · check.py · validate.py · orchestrate.py · sync-agent-skills.py\n```\n\n## Getting Started\n\n### Cowork\n\nIn Cowork, open **Settings → Plugins → Add plugin** and either:\n\n- **Paste this repo URL** — `https://github.com/anthropics/financial-services` — then pick the agents and verticals you want from the marketplace list, or\n- **Upload a zip** — zip any directory under `plugins/` (e.g. `plugins/agent-plugins/pitch-agent/`) and drop it in.\n\n### Claude Code\n\n```bash\n# Add the marketplace\nclaude plugin marketplace add anthropics/financial-services\n\n# Core skills + connectors (install first)\nclaude plugin install financial-analysis@claude-for-financial-services\n\n# Named agents — pick the ones you want\nclaude plugin install pitch-agent@claude-for-financial-services\nclaude plugin install gl-reconciler@claude-for-financial-services\nclaude plugin install market-researcher@claude-for-financial-services\n\n# Vertical skill bundles\nclaude plugin install investment-banking@claude-for-financial-services\nclaude plugin install equity-research@claude-for-financial-services\n```\n\nOnce installed, agents appear in Cowork dispatch, skills fire automatically when relevant, and slash commands are available in your session (`/comps`, `/dcf`, `/earnings`, `/ic-memo`, …).\n\n### Claude Managed Agents\n\n```bash\nexport ANTHROPIC_API_KEY=sk-ant-...\nscripts/deploy-managed-agent.sh gl-reconciler\n```\n\nEach template under [`managed-agent-cookbooks/`](./managed-agent-cookbooks) references the same system prompt and skills as its plugin counterpart. The deploy script resolves file references, uploads skills, creates leaf-worker subagents, and POSTs the orchestrator to `/v1/agents`. See [`scripts/orchestrate.py`](./scripts/orchestrate.py) for a reference event loop that routes `handoff_request` events between agents via your own orchestration layer.\n\n> **Research Preview:** subagent delegation (`callable_agents`) is a preview capability. See per-agent READMEs for security and handoff guidance.\n\n## How It Fits Together\n\n| | What it is | Where it lives |\n|---|---|---|\n| **Agents** | Self-contained plugins that own a workflow end to end — system prompt plus the skills it uses. Cowork and the Managed Agent wrapper both reference the same directory. | `plugins/agent-plugins//` |\n| **Skills** | Domain expertise, conventions, and step-by-step methods Claude draws on automatically when relevant. Authored once in the verticals; each agent bundles a synced copy of the ones it needs. | `plugins/vertical-plugins//skills/` (source) · `plugins/agent-plugins//skills/` (bundled) |\n| **Commands** | Slash actions you trigger explicitly (`/comps`, `/earnings`, `/ic-memo`). | `plugins/vertical-plugins//commands/` |\n| **Connectors** | [MCP servers](https://modelcontextprotocol.io/) that wire Claude to your data — terminals, research platforms, document stores. | `plugins/vertical-plugins/financial-analysis/.mcp.json` |\n| **Managed-agent wrappers** | `agent.yaml` + depth-1 subagents + steering examples for headless deployment. | `managed-agent-cookbooks//` |\n\nEverything is file-based — markdown and JSON, no build step.","is_error":false}]},"uuid":"2991b9a9-7c5d-4f5a-bb95-5eff1b3b424b","timestamp":"2026-06-11T08:01:53.776Z","toolUseResult":{"stdout":"# Claude for Financial Services\n\nReference agents, skills, and data connectors for the financial-services workflows we see most — investment banking, equity research, private equity, and wealth management.\n\nEverything here is available **two ways from one source**: install it as a [Claude Cowork](https://claude.com/product/cowork) plugin, or deploy it through the [Claude Managed Agents API](https://docs.claude.com/en/api/managed-agents) behind your own workflow engine. Same system prompt, same skills — you choose where it runs.\n\n> [!IMPORTANT]\n> Nothing in this repository constitutes investment, legal, tax, or accounting advice. These agents draft analyst work product — models, memos, research notes, reconciliations — for review by a qualified professional. They do not make investment recommendations, execute transactions, bind risk, post to a ledger, or approve onboarding; every output is staged for human sign-off. You are responsible for verifying outputs and for compliance with the laws and regulations that apply to your firm.\n\nWhat's in the repo:\n\n- **[Agents](#agents)** — named, end-to-end workflow agents (Pitch Agent, Market Researcher, GL Reconciler, …). Each ships as a Cowork plugin **and** as a [Claude Managed Agent template](./managed-agent-cookbooks) you deploy via `/v1/agents`.\n- **[Vertical plugins](#vertical-plugins)** — the underlying skills, slash commands, and data connectors, bundled by FSI vertical. Install these on their own if you just want `/comps`, `/dcf`, `/earnings` and the connectors without a full agent.\n\n## Agents\n\nEach agent is named for the workflow it runs. They're starting points: install the ones that match your work, then tune the prompts, skills, and connectors to how your firm does it.\n\nEach agent plugin is **self-contained** — it bundles the skills it uses, so installing the agent is all you need.\n\n| Function | Agent | What it does |\n|---|---|---|\n| **Coverage & advisory** | **[Pitch Agent](./plugins/agent-plugins/pitch-agent)** | Comps, precedents, LBO → branded pitch deck, end to end |\n| | **[Meeting Prep Agent](./plugins/agent-plugins/meeting-prep-agent)** | Briefing pack before every client meeting |\n| **Research & modeling** | **[Market Researcher](./plugins/agent-plugins/market-researcher)** | Sector or theme → industry overview, competitive landscape, peer comps, ideas shortlist |\n| | **[Earnings Reviewer](./plugins/agent-plugins/earnings-reviewer)** | Earnings call + filings → model update → note draft |\n| | **[Model Builder](./plugins/agent-plugins/model-builder)** | DCF, LBO, 3-statement, comps — live in Excel |\n| **Fund admin & finance ops** | **[Valuation Reviewer](./plugins/agent-plugins/valuation-reviewer)** | Ingests GP packages, runs valuation template, stages LP reporting |\n| | **[GL Reconciler](./plugins/agent-plugins/gl-reconciler)** | Finds breaks, traces root cause, routes for sign-off |\n| | **[Month-End Closer](./plugins/agent-plugins/month-end-closer)** | Accruals, roll-forwards, variance commentary |\n| | **[Statement Auditor](./plugins/agent-plugins/statement-auditor)** | Audits LP statements before distribution |\n| **Operations & onboarding** | **[KYC Screener](./plugins/agent-plugins/kyc-screener)** | Parses onboarding docs, runs the rules engine, flags gaps |\n\nFor Managed Agent deployment — `agent.yaml`, leaf-worker subagents, steering-event examples, and per-agent security notes — see **[managed-agent-cookbooks/](./managed-agent-cookbooks)**.\n\n## Repository Layout\n\n```\nplugins/\n agent-plugins/ # Named agents — one self-contained plugin each\n vertical-plugins/ # Skill + command bundles by FSI vertical, plus MCP connectors\n partner-built/ # Partner-authored plugins (LSEG, S&P Global)\nmanaged-agent-cookbooks/ # Claude Managed Agent cookbooks — one dir per agent\nclaude-for-msft-365-install/ # Admin tooling to provision the Claude Microsoft 365 add-in\nscripts/ # deploy-managed-agent.sh · check.py · validate.py · orchestrate.py · sync-agent-skills.py\n```\n\n## Getting Started\n\n### Cowork\n\nIn Cowork, open **Settings → Plugins → Add plugin** and either:\n\n- **Paste this repo URL** — `https://github.com/anthropics/financial-services` — then pick the agents and verticals you want from the marketplace list, or\n- **Upload a zip** — zip any directory under `plugins/` (e.g. `plugins/agent-plugins/pitch-agent/`) and drop it in.\n\n### Claude Code\n\n```bash\n# Add the marketplace\nclaude plugin marketplace add anthropics/financial-services\n\n# Core skills + connectors (install first)\nclaude plugin install financial-analysis@claude-for-financial-services\n\n# Named agents — pick the ones you want\nclaude plugin install pitch-agent@claude-for-financial-services\nclaude plugin install gl-reconciler@claude-for-financial-services\nclaude plugin install market-researcher@claude-for-financial-services\n\n# Vertical skill bundles\nclaude plugin install investment-banking@claude-for-financial-services\nclaude plugin install equity-research@claude-for-financial-services\n```\n\nOnce installed, agents appear in Cowork dispatch, skills fire automatically when relevant, and slash commands are available in your session (`/comps`, `/dcf`, `/earnings`, `/ic-memo`, …).\n\n### Claude Managed Agents\n\n```bash\nexport ANTHROPIC_API_KEY=sk-ant-...\nscripts/deploy-managed-agent.sh gl-reconciler\n```\n\nEach template under [`managed-agent-cookbooks/`](./managed-agent-cookbooks) references the same system prompt and skills as its plugin counterpart. The deploy script resolves file references, uploads skills, creates leaf-worker subagents, and POSTs the orchestrator to `/v1/agents`. See [`scripts/orchestrate.py`](./scripts/orchestrate.py) for a reference event loop that routes `handoff_request` events between agents via your own orchestration layer.\n\n> **Research Preview:** subagent delegation (`callable_agents`) is a preview capability. See per-agent READMEs for security and handoff guidance.\n\n## How It Fits Together\n\n| | What it is | Where it lives |\n|---|---|---|\n| **Agents** | Self-contained plugins that own a workflow end to end — system prompt plus the skills it uses. Cowork and the Managed Agent wrapper both reference the same directory. | `plugins/agent-plugins//` |\n| **Skills** | Domain expertise, conventions, and step-by-step methods Claude draws on automatically when relevant. Authored once in the verticals; each agent bundles a synced copy of the ones it needs. | `plugins/vertical-plugins//skills/` (source) · `plugins/agent-plugins//skills/` (bundled) |\n| **Commands** | Slash actions you trigger explicitly (`/comps`, `/earnings`, `/ic-memo`). | `plugins/vertical-plugins//commands/` |\n| **Connectors** | [MCP servers](https://modelcontextprotocol.io/) that wire Claude to your data — terminals, research platforms, document stores. | `plugins/vertical-plugins/financial-analysis/.mcp.json` |\n| **Managed-agent wrappers** | `agent.yaml` + depth-1 subagents + steering examples for headless deployment. | `managed-agent-cookbooks//` |\n\nEverything is file-based — markdown and JSON, no build step.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"1248f401-1785-4b02-8ce6-7a84df95aa52","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"f9747fe8-459c-48e2-b45a-c9bfb349192e","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01S5YSNpETmwSkmdypQ4M1Rx","type":"tool_result","content":"# Harness Primitives for Long-Running Claude Agents\n\nClaude Code's built-in [`/goal`](https://code.claude.com/docs/en/goal) command gives you a generator/evaluator loop out of the box: set a completion condition and a separate fast model checks it after every turn until it's met. This repo ships the same underlying primitives as short, readable [hooks](https://code.claude.com/docs/en/hooks) and a [subagent](https://code.claude.com/docs/en/sub-agents), so you can see how each mechanism works and assemble a harness tuned to your project. The patterns come from [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) (Nov 2025) and [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) (Mar 2026). We recommend trying both the in-product features and a custom harness to see which fits your workflow.\n\n| | In-product | Custom harness (this repo) |\n|---|---|---|\n| **What runs the loop** | [`/goal`](https://code.claude.com/docs/en/goal) | the [primitives below](#the-quality-loop) + a [loop you write](#running-the-loop) |\n| **Who judges \"done\"** | a separate fast model checking your condition | your [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) with your prompt |\n| **Where it works** | Claude Code interactive, [`-p`](https://code.claude.com/docs/en/headless), Remote Control | Claude Code, headless, or [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk) |\n\nThree primitives form the quality loop:\n\n- **Default-FAIL contract.** Every criterion starts `false`; the agent can't mark it passing without opening evidence first.\n- **Fresh-context evaluator.** A separate agent with no Write/Edit tools grades the work from a context window that never saw the build.\n- **Agent-maintained handoff.** The agent writes its own progress notes and commits to git so the next session picks up cleanly.\n\nTwo more operator-control hooks are included for when you want to watch or intervene. The same patterns translate directly to `PreToolUse`/`Stop` callbacks in the [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk).\n\n> Built as the take-home for the Long-Running Agents station at Code with Claude 2026. **These are example ingredients, not a turnkey harness.** Event demo; not maintained and not accepting contributions.\n\n## How to use this repo\n\n**Read and cherry-pick.** Each primitive is one standalone file with no dependency on the others. The [quality-loop table](#the-quality-loop) below maps every one to its example here and its Agent SDK equivalent. Open the file, see how the mechanism works, copy what fits.\n\n**Or copy all of them as a starting point.** In your project, run `claude` and paste:\n\n> Clone github.com/anthropics/cwc-long-running-agents into /tmp, copy its `claude-code-config/.claude/` directory into this project's root, make the hook scripts executable, then walk me through what each hook and the evaluator subagent does and what I'll need to adapt for this project.\n\nor do it yourself:\n\n```bash\ncp -r claude-code-config/.claude /path/to/your/project/\nchmod +x /path/to/your/project/.claude/hooks/*.sh\n```\n\nEither way, this gives you all the examples wired into `.claude/` at once. Before relying on them: point `RESULTS_FILE` at your project's actual results file, adjust the evidence-file pattern in `track-read.sh`, and run `claude` from the directory that contains `.claude/` (hooks are not loaded when launching from a subdirectory).\n\n**If you're on the Agent SDK,** this repo is a pattern reference. The shell hooks here translate one-to-one to `PreToolUse`/`Stop` callbacks. To scaffold an SDK agent from inside Claude Code, install the [`agent-sdk-dev` plugin](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/agent-sdk-dev) and ask Claude to build an agent that implements whichever of these primitives you want. For a hand-written starting point, see the [autonomous-coding quickstart](https://github.com/anthropics/claude-quickstarts/tree/main/autonomous-coding) or the [agent-sdk-workshop](https://github.com/anthropics/agent-sdk-workshop) curriculum.\n\n## The quality loop\n\n| Primitive | Claude Code example | Agent SDK equivalent | Enforcement |\n|---|---|---|---|\n| **Default-FAIL contract** | [`hooks/track-read.sh`](./claude-code-config/.claude/hooks/track-read.sh) + [`hooks/verify-gate.sh`](./claude-code-config/.claude/hooks/verify-gate.sh) | `PreToolUse` callback | hook |\n| **Fresh-context evaluator** | [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) subagent (no Write/Edit) | [`evaluator_optimizer.ipynb`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) | you invoke it |\n| **Agent-maintained handoff** | [`CLAUDE.md`](./claude-code-config/.claude/CLAUDE.md) + [`hooks/commit-on-stop.sh`](./claude-code-config/.claude/hooks/commit-on-stop.sh) | system prompt + `Stop` callback | convention + hook backstop |\n\n### Default-FAIL contract\n\nAgents will mark a feature \"passing\" after a unit test or a curl when the UI is visibly broken. Asking nicely in the prompt doesn't reliably stop this. The harness makes \"done\" structural. Every feature is a row in a `test-results.json` file you create in your project:\n\n```json\n{ \"feature-1\": { \"passes\": false }, \"feature-2\": { \"passes\": false } }\n```\n\nThe only evidence that counts is a file matching the patterns in `track-read.sh` (screenshots, console logs, result files), and a `PreToolUse` hook denies any write to the results file unless the agent has first opened one with the Read tool. The agent can't claim success it hasn't observed. (The shipped hook is intentionally simple; see the comments in `verify-gate.sh` for the gaps a production version would close.)\n\n### Fresh-context evaluator\n\nThe builder shouldn't grade its own work. After each feature, you (or your wrapper script) invoke a separate subagent (`agents/evaluator.md`) with no Write/Edit tools that reviews the diff and the screenshots from a context window that never saw the build, then returns `PASS` or `NEEDS_WORK` with specific findings. On `NEEDS_WORK` the findings become the next builder session's starting prompt, closing the build/evaluate/rebuild loop. Invoke it from your wrapper with `claude --agent evaluator -p \"\"`; what your loop does with the verdict is up to you.\n\n### Agent-maintained handoff\n\nA fresh session has no memory of what the previous one did, and when a long session fills its context window Claude Code summarizes the history, which loses detail. So the agent maintains the handoff itself: it scopes each session to one feature, writes to a structured `PROGRESS.md` as it works and re-reads it first thing on every restart, and `git add`s and commits at meaningful checkpoints so `git log` is a second record. `commit-on-stop.sh` is the backstop that catches whatever's still uncommitted at session end. This is the layer most sensitive to model capability; newer models drift less and self-scope better, so re-evaluate how much of `CLAUDE.md` you still need after each model release (see [Re-simplify on model upgrades](#going-further)).\n\nA fourth core piece, a **rubric for subjective work**, isn't shipped here because it's project-specific; see [Going further](#going-further) for how to add one to the evaluator.\n\n## Running the loop\n\nTwo ways to keep the build → evaluate → rebuild cycle going. `/goal` is built into Claude Code and works with or without this repo's primitives; the second path wires the contract file and your own `evaluator.md` directly into the loop.\n\n### `/goal`: built-in completion checker\n\n```\n/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n```\n\nAfter every turn a separate fast model checks the condition and keeps the session going until it's met. One line, no contract file or hooks. Works the same in interactive Claude Code, [`claude -p`](https://code.claude.com/docs/en/headless), and Remote Control. See the docs for [writing an effective condition](https://code.claude.com/docs/en/goal#write-an-effective-condition) and how `/goal` [compares to `/loop` and Stop hooks](https://code.claude.com/docs/en/goal#compare-to-other-autonomous-workflows).\n\n### Your `evaluator.md` as the gate\n\nWhen you want the default-FAIL contract (`test-results.json` + `verify-gate`) enforcing evidence and your own evaluator prompt deciding `PASS`/`NEEDS_WORK`, the loop lives in your code. How depends on where you're running:\n\n| Surface | How |\n|---|---|\n| **Claude Code** | custom [Stop hook](https://code.claude.com/docs/en/hooks#stop) runs the evaluator as a fresh `claude` process after each turn and blocks on anything but `PASS` |\n| **Headless** ([`claude -p`](https://code.claude.com/docs/en/headless)) | wrapper script calls `claude --agent evaluator -p` between builds (example below) |\n| [**Agent SDK**](https://docs.claude.com/en/docs/claude-code/sdk) | separate generator and evaluator `query()` calls; see [`evaluator_optimizer`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) |\n\n```bash\nwhile grep -q '\"passes\": false' test-results.json; do\n claude -p \"Read PROGRESS.md and build the next unfinished feature per CLAUDE.md.\"\n VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\n [ \"$(echo \"$VERDICT\" | head -1)\" = \"PASS\" ] || echo \"$VERDICT\" > NEXT_FINDINGS.md\ndone\n```\n\nEach pass is a fresh context. Exit when the contract file has nothing left failing, a cycle makes no changes, or a budget is hit; `touch AGENT_STOP` to stop early. The builder writes `test-results.json` (verify-gate enforces evidence-read first) and the evaluator returns a separate verdict; have your wrapper write the contract on `PASS` instead if you want \"all true\" to mean \"independently confirmed.\"\n\n## Operator controls\n\nTwo more hooks for when you want to watch the loop run or intervene mid-stream:\n\n| Hook | What it does |\n|---|---|\n| [`hooks/kill-switch.sh`](./claude-code-config/.claude/hooks/kill-switch.sh) | Halts every tool call while an `AGENT_STOP` file exists at the project root. |\n| [`hooks/steer.sh`](./claude-code-config/.claude/hooks/steer.sh) | Surfaces the contents of `STEER.md` (project root) to the agent once and clears it, so you can redirect mid-run without restarting. |\n\n## Watching it work\n\nEverything the agent does lands on disk, so you can observe a long run from a terminal without any dashboard code:\n\n```bash\nwatch -n 2 'tail -20 PROGRESS.md' # its own notes\nwatch -n 5 'git log --oneline -8' # work saved\nwatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\nwatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads (resets to 0 after each gated write)\n```\n\nRun them in a `tmux` grid and you have a live view of every primitive.\n\n## Going further\n\nThe next layer of patterns, each covered in depth in [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps):\n\n| Pattern | What it adds | Reference |\n|---|---|---|\n| **Unattended loop** | Cap session length and have an outer script start the next one (pick next feature, build, evaluate, reset) | [Why naive implementations fall short](https://www.anthropic.com/engineering/harness-design-long-running-apps#why-naive-implementations-fall-short); [`ralph-loop`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop) plugin |\n| **Planner agent** | A first session that expands a one-line ask into a `BUILD_PLAN.md` the loop then runs against | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) |\n| **Sprint contracts** | Builder and evaluator agree per-feature on what \"done\" means and write it to a file the hook enforces | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) and [Removing the sprint construct](https://www.anthropic.com/engineering/harness-design-long-running-apps#removing-the-sprint-construct) |\n| **Grading rubrics** | Give the evaluator scoring principles (functionality, design, craft, originality) with few-shot examples instead of binary pass/fail | [Frontend design: making subjective quality gradable](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable); [`frontend-design`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/frontend-design) plugin |\n| **Browser-verified evaluator** | Let the evaluator open the running app itself instead of trusting the builder's screenshots | [Frontend design](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable) (Playwright MCP usage); add [`@playwright/mcp`](https://github.com/microsoft/playwright-mcp) or Claude in Chrome to `tools:` in `agents/evaluator.md` |\n| **Re-simplify on model upgrades** | After each model release, comment out harness pieces one at a time and see what's still load-bearing | [What comes next](https://www.anthropic.com/engineering/harness-design-long-running-apps#what-comes-next); [Harnessing Claude's Intelligence](https://claude.com/blog/harnessing-claudes-intelligence) |\n| **Hosted runtime** | Anthropic hosts the loop, sandbox, and scheduling so you don't run any of this yourself | [Claude Managed Agents](https://docs.claude.com/en/docs/managed-agents) |\n\n---\n---\n.gitignore\nLICENSE\nREADME.md\nclaude-code-config","is_error":false}]},"uuid":"96f2429c-23c0-475a-9263-ea4d483d5c27","timestamp":"2026-06-11T08:01:55.536Z","toolUseResult":{"stdout":"# Harness Primitives for Long-Running Claude Agents\n\nClaude Code's built-in [`/goal`](https://code.claude.com/docs/en/goal) command gives you a generator/evaluator loop out of the box: set a completion condition and a separate fast model checks it after every turn until it's met. This repo ships the same underlying primitives as short, readable [hooks](https://code.claude.com/docs/en/hooks) and a [subagent](https://code.claude.com/docs/en/sub-agents), so you can see how each mechanism works and assemble a harness tuned to your project. The patterns come from [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) (Nov 2025) and [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) (Mar 2026). We recommend trying both the in-product features and a custom harness to see which fits your workflow.\n\n| | In-product | Custom harness (this repo) |\n|---|---|---|\n| **What runs the loop** | [`/goal`](https://code.claude.com/docs/en/goal) | the [primitives below](#the-quality-loop) + a [loop you write](#running-the-loop) |\n| **Who judges \"done\"** | a separate fast model checking your condition | your [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) with your prompt |\n| **Where it works** | Claude Code interactive, [`-p`](https://code.claude.com/docs/en/headless), Remote Control | Claude Code, headless, or [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk) |\n\nThree primitives form the quality loop:\n\n- **Default-FAIL contract.** Every criterion starts `false`; the agent can't mark it passing without opening evidence first.\n- **Fresh-context evaluator.** A separate agent with no Write/Edit tools grades the work from a context window that never saw the build.\n- **Agent-maintained handoff.** The agent writes its own progress notes and commits to git so the next session picks up cleanly.\n\nTwo more operator-control hooks are included for when you want to watch or intervene. The same patterns translate directly to `PreToolUse`/`Stop` callbacks in the [Agent SDK](https://docs.claude.com/en/docs/claude-code/sdk).\n\n> Built as the take-home for the Long-Running Agents station at Code with Claude 2026. **These are example ingredients, not a turnkey harness.** Event demo; not maintained and not accepting contributions.\n\n## How to use this repo\n\n**Read and cherry-pick.** Each primitive is one standalone file with no dependency on the others. The [quality-loop table](#the-quality-loop) below maps every one to its example here and its Agent SDK equivalent. Open the file, see how the mechanism works, copy what fits.\n\n**Or copy all of them as a starting point.** In your project, run `claude` and paste:\n\n> Clone github.com/anthropics/cwc-long-running-agents into /tmp, copy its `claude-code-config/.claude/` directory into this project's root, make the hook scripts executable, then walk me through what each hook and the evaluator subagent does and what I'll need to adapt for this project.\n\nor do it yourself:\n\n```bash\ncp -r claude-code-config/.claude /path/to/your/project/\nchmod +x /path/to/your/project/.claude/hooks/*.sh\n```\n\nEither way, this gives you all the examples wired into `.claude/` at once. Before relying on them: point `RESULTS_FILE` at your project's actual results file, adjust the evidence-file pattern in `track-read.sh`, and run `claude` from the directory that contains `.claude/` (hooks are not loaded when launching from a subdirectory).\n\n**If you're on the Agent SDK,** this repo is a pattern reference. The shell hooks here translate one-to-one to `PreToolUse`/`Stop` callbacks. To scaffold an SDK agent from inside Claude Code, install the [`agent-sdk-dev` plugin](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/agent-sdk-dev) and ask Claude to build an agent that implements whichever of these primitives you want. For a hand-written starting point, see the [autonomous-coding quickstart](https://github.com/anthropics/claude-quickstarts/tree/main/autonomous-coding) or the [agent-sdk-workshop](https://github.com/anthropics/agent-sdk-workshop) curriculum.\n\n## The quality loop\n\n| Primitive | Claude Code example | Agent SDK equivalent | Enforcement |\n|---|---|---|---|\n| **Default-FAIL contract** | [`hooks/track-read.sh`](./claude-code-config/.claude/hooks/track-read.sh) + [`hooks/verify-gate.sh`](./claude-code-config/.claude/hooks/verify-gate.sh) | `PreToolUse` callback | hook |\n| **Fresh-context evaluator** | [`agents/evaluator.md`](./claude-code-config/.claude/agents/evaluator.md) subagent (no Write/Edit) | [`evaluator_optimizer.ipynb`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) | you invoke it |\n| **Agent-maintained handoff** | [`CLAUDE.md`](./claude-code-config/.claude/CLAUDE.md) + [`hooks/commit-on-stop.sh`](./claude-code-config/.claude/hooks/commit-on-stop.sh) | system prompt + `Stop` callback | convention + hook backstop |\n\n### Default-FAIL contract\n\nAgents will mark a feature \"passing\" after a unit test or a curl when the UI is visibly broken. Asking nicely in the prompt doesn't reliably stop this. The harness makes \"done\" structural. Every feature is a row in a `test-results.json` file you create in your project:\n\n```json\n{ \"feature-1\": { \"passes\": false }, \"feature-2\": { \"passes\": false } }\n```\n\nThe only evidence that counts is a file matching the patterns in `track-read.sh` (screenshots, console logs, result files), and a `PreToolUse` hook denies any write to the results file unless the agent has first opened one with the Read tool. The agent can't claim success it hasn't observed. (The shipped hook is intentionally simple; see the comments in `verify-gate.sh` for the gaps a production version would close.)\n\n### Fresh-context evaluator\n\nThe builder shouldn't grade its own work. After each feature, you (or your wrapper script) invoke a separate subagent (`agents/evaluator.md`) with no Write/Edit tools that reviews the diff and the screenshots from a context window that never saw the build, then returns `PASS` or `NEEDS_WORK` with specific findings. On `NEEDS_WORK` the findings become the next builder session's starting prompt, closing the build/evaluate/rebuild loop. Invoke it from your wrapper with `claude --agent evaluator -p \"\"`; what your loop does with the verdict is up to you.\n\n### Agent-maintained handoff\n\nA fresh session has no memory of what the previous one did, and when a long session fills its context window Claude Code summarizes the history, which loses detail. So the agent maintains the handoff itself: it scopes each session to one feature, writes to a structured `PROGRESS.md` as it works and re-reads it first thing on every restart, and `git add`s and commits at meaningful checkpoints so `git log` is a second record. `commit-on-stop.sh` is the backstop that catches whatever's still uncommitted at session end. This is the layer most sensitive to model capability; newer models drift less and self-scope better, so re-evaluate how much of `CLAUDE.md` you still need after each model release (see [Re-simplify on model upgrades](#going-further)).\n\nA fourth core piece, a **rubric for subjective work**, isn't shipped here because it's project-specific; see [Going further](#going-further) for how to add one to the evaluator.\n\n## Running the loop\n\nTwo ways to keep the build → evaluate → rebuild cycle going. `/goal` is built into Claude Code and works with or without this repo's primitives; the second path wires the contract file and your own `evaluator.md` directly into the loop.\n\n### `/goal`: built-in completion checker\n\n```\n/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n```\n\nAfter every turn a separate fast model checks the condition and keeps the session going until it's met. One line, no contract file or hooks. Works the same in interactive Claude Code, [`claude -p`](https://code.claude.com/docs/en/headless), and Remote Control. See the docs for [writing an effective condition](https://code.claude.com/docs/en/goal#write-an-effective-condition) and how `/goal` [compares to `/loop` and Stop hooks](https://code.claude.com/docs/en/goal#compare-to-other-autonomous-workflows).\n\n### Your `evaluator.md` as the gate\n\nWhen you want the default-FAIL contract (`test-results.json` + `verify-gate`) enforcing evidence and your own evaluator prompt deciding `PASS`/`NEEDS_WORK`, the loop lives in your code. How depends on where you're running:\n\n| Surface | How |\n|---|---|\n| **Claude Code** | custom [Stop hook](https://code.claude.com/docs/en/hooks#stop) runs the evaluator as a fresh `claude` process after each turn and blocks on anything but `PASS` |\n| **Headless** ([`claude -p`](https://code.claude.com/docs/en/headless)) | wrapper script calls `claude --agent evaluator -p` between builds (example below) |\n| [**Agent SDK**](https://docs.claude.com/en/docs/claude-code/sdk) | separate generator and evaluator `query()` calls; see [`evaluator_optimizer`](https://github.com/anthropics/claude-cookbooks/blob/main/patterns/agents/evaluator_optimizer.ipynb) |\n\n```bash\nwhile grep -q '\"passes\": false' test-results.json; do\n claude -p \"Read PROGRESS.md and build the next unfinished feature per CLAUDE.md.\"\n VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\n [ \"$(echo \"$VERDICT\" | head -1)\" = \"PASS\" ] || echo \"$VERDICT\" > NEXT_FINDINGS.md\ndone\n```\n\nEach pass is a fresh context. Exit when the contract file has nothing left failing, a cycle makes no changes, or a budget is hit; `touch AGENT_STOP` to stop early. The builder writes `test-results.json` (verify-gate enforces evidence-read first) and the evaluator returns a separate verdict; have your wrapper write the contract on `PASS` instead if you want \"all true\" to mean \"independently confirmed.\"\n\n## Operator controls\n\nTwo more hooks for when you want to watch the loop run or intervene mid-stream:\n\n| Hook | What it does |\n|---|---|\n| [`hooks/kill-switch.sh`](./claude-code-config/.claude/hooks/kill-switch.sh) | Halts every tool call while an `AGENT_STOP` file exists at the project root. |\n| [`hooks/steer.sh`](./claude-code-config/.claude/hooks/steer.sh) | Surfaces the contents of `STEER.md` (project root) to the agent once and clears it, so you can redirect mid-run without restarting. |\n\n## Watching it work\n\nEverything the agent does lands on disk, so you can observe a long run from a terminal without any dashboard code:\n\n```bash\nwatch -n 2 'tail -20 PROGRESS.md' # its own notes\nwatch -n 5 'git log --oneline -8' # work saved\nwatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\nwatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads (resets to 0 after each gated write)\n```\n\nRun them in a `tmux` grid and you have a live view of every primitive.\n\n## Going further\n\nThe next layer of patterns, each covered in depth in [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps):\n\n| Pattern | What it adds | Reference |\n|---|---|---|\n| **Unattended loop** | Cap session length and have an outer script start the next one (pick next feature, build, evaluate, reset) | [Why naive implementations fall short](https://www.anthropic.com/engineering/harness-design-long-running-apps#why-naive-implementations-fall-short); [`ralph-loop`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop) plugin |\n| **Planner agent** | A first session that expands a one-line ask into a `BUILD_PLAN.md` the loop then runs against | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) |\n| **Sprint contracts** | Builder and evaluator agree per-feature on what \"done\" means and write it to a file the hook enforces | [The architecture](https://www.anthropic.com/engineering/harness-design-long-running-apps#the-architecture) and [Removing the sprint construct](https://www.anthropic.com/engineering/harness-design-long-running-apps#removing-the-sprint-construct) |\n| **Grading rubrics** | Give the evaluator scoring principles (functionality, design, craft, originality) with few-shot examples instead of binary pass/fail | [Frontend design: making subjective quality gradable](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable); [`frontend-design`](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/frontend-design) plugin |\n| **Browser-verified evaluator** | Let the evaluator open the running app itself instead of trusting the builder's screenshots | [Frontend design](https://www.anthropic.com/engineering/harness-design-long-running-apps#frontend-design-making-subjective-quality-gradable) (Playwright MCP usage); add [`@playwright/mcp`](https://github.com/microsoft/playwright-mcp) or Claude in Chrome to `tools:` in `agents/evaluator.md` |\n| **Re-simplify on model upgrades** | After each model release, comment out harness pieces one at a time and see what's still load-bearing | [What comes next](https://www.anthropic.com/engineering/harness-design-long-running-apps#what-comes-next); [Harnessing Claude's Intelligence](https://claude.com/blog/harnessing-claudes-intelligence) |\n| **Hosted runtime** | Anthropic hosts the loop, sandbox, and scheduling so you don't run any of this yourself | [Claude Managed Agents](https://docs.claude.com/en/docs/managed-agents) |\n\n---\n---\n.gitignore\nLICENSE\nREADME.md\nclaude-code-config","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f9747fe8-459c-48e2-b45a-c9bfb349192e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"ab737b3b-500d-411e-a6e9-6651699e7e15","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01G3SCKbt2ZAEXtfkh5MWMU5","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now let me also check a few more repos - the agent SDKs and claude-code updates:","signature":"EpkCCmUIDhgCKkDkHiN5uqGTcAixzlwjrZcZVXN+0wdlG1oe9X6EWbvMSpO4NPLvOamS9YvbaFPIHLCU7yNnX8i4MhwoJ53+ru1CMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMt8fGnm9iy6NO1BUjGgwv/f9PxoEFnxsBoEgiMBx3gUtdl3fYjThPmiaLUCMZJqv1xGM07QZmjhQ0I5KttbmqQKwGb4fghX96+pM+OypidRCTIbLQIckR4SJjJap6kZ1hd/mug7ZmQxJJZrnhWDYNDzIdNLeh7xzAAQxsWl+Eb0D77E+EEqN0SzFGy/cc9c3jZzpQ9LLgGQi8sc6PT7OXQB7zMhuG2J8HoT/joxTaIV8YAQ=="}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":20717,"cache_read_input_tokens":46469,"output_tokens":406,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":20717,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":406,"cache_read_input_tokens":46469,"cache_creation_input_tokens":20717,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":20717},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw835m4a9J7RLrNL9dab","type":"assistant","uuid":"1660883f-dc13-4c1c-8260-4cea28b31fee","timestamp":"2026-06-11T08:02:00.255Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"1660883f-dc13-4c1c-8260-4cea28b31fee","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01G3SCKbt2ZAEXtfkh5MWMU5","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me check the agent SDK and claude-plugins-official for specific plugin listings:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":20717,"cache_read_input_tokens":46469,"output_tokens":406,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":20717,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":406,"cache_read_input_tokens":46469,"cache_creation_input_tokens":20717,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":20717},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw835m4a9J7RLrNL9dab","type":"assistant","uuid":"dd708d1b-3b59-4182-84b4-a3c01ac7c376","timestamp":"2026-06-11T08:02:00.676Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"7993129b-5795-4979-82ba-9ecc03a0e2a8","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012v8oaDcqJGjWdASNwAPEx9","type":"tool_result","content":"v0.2.97 v0.2.97 \n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.173\n\n\n---\n\n**PyPI:** https://pypi.org/project/claude-agent-sdk/0.2.97/\n\n```bash\npip install claude-agent-sdk==0.2.97\n```\n\n---\n# Changelog\n\n## 0.2.97\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.173\n\n## 0.2.96\n\n### Bug Fixes\n\n- Pinned `mcp` dependency below 2.0.0 to prevent incompatible breaking changes (#1028)\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.172\n\n## 0.2.95\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.170\n\n## 0.2.94\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.169\n\n## 0.2.93\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.167\n\n## 0.2.92\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.166\n\n## 0.2.91\n\n### Internal/Other Changes\n\n- Switched test suite from `pytest-asyncio` to anyio's pytest plugin, running every async test under both asyncio and trio backends to catch backend-specific regressions in CI (#1021)\n- Updated bundled Claude CLI to version 2.1.165\n\n## 0.2.90\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.163\n\n## 0.2.89\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.162","is_error":false}]},"uuid":"707be840-639e-410e-9f65-29d170c154fd","timestamp":"2026-06-11T08:02:04.140Z","toolUseResult":{"stdout":"v0.2.97 v0.2.97 \n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.173\n\n\n---\n\n**PyPI:** https://pypi.org/project/claude-agent-sdk/0.2.97/\n\n```bash\npip install claude-agent-sdk==0.2.97\n```\n\n---\n# Changelog\n\n## 0.2.97\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.173\n\n## 0.2.96\n\n### Bug Fixes\n\n- Pinned `mcp` dependency below 2.0.0 to prevent incompatible breaking changes (#1028)\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.172\n\n## 0.2.95\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.170\n\n## 0.2.94\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.169\n\n## 0.2.93\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.167\n\n## 0.2.92\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.166\n\n## 0.2.91\n\n### Internal/Other Changes\n\n- Switched test suite from `pytest-asyncio` to anyio's pytest plugin, running every async test under both asyncio and trio backends to catch backend-specific regressions in CI (#1021)\n- Updated bundled Claude CLI to version 2.1.165\n\n## 0.2.90\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.163\n\n## 0.2.89\n\n### Internal/Other Changes\n\n- Updated bundled Claude CLI to version 2.1.162","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"7993129b-5795-4979-82ba-9ecc03a0e2a8","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"707be840-639e-410e-9f65-29d170c154fd","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01CgeAHnZcPtMmQewfbbzQ9n","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I have enough info to write the wiki pages and send the summary. Let me identify the key repos to ingest:\n\n1. **claude-code-monitoring-guide** — ROI measurement guide for Claude Code: Prometheus + OpenTelemetry telemetry, cost analysis, productivity metrics, Linear integration. Relevant for teams using Claude Code at scale.\n\n2. **claude-desktop-buddy** — BLE (Bluetooth Low Energy) API for makers. ESP32 firmware. A \"desk pet\" that lives off Claude permission approvals. Hardware that wakes/sleeps based on Claude session state. Very cool but niche for James unless he's into Arduino/maker stuff (he has an arduino repo!).\n3. **ClaudeForFoundationModels** — Swift package leveraging Apple's Foundation Models framework for iOS 27 and macOS 27 betas, mapping Claude to the `LanguageModel` protocol. Highly relevant given James's iOS and Swift development background.\n4. **claudes-c-compiler** — A C compiler built entirely by Claude Opus 4.6 in Rust without human pair-programming, capable of compiling PostgreSQL, SQLite, Redis, DOOM, and the Linux kernel—a striking capability demonstration.\n5. **cwc-long-running-agents** — CWc 2026 take-home project (appears to be cut off).\n\nThe next items cover Builder-Verifier primitives as hooks and subagents with a default-fail contract and fresh-context evaluator, plus a collection of 11 Cowork plugins spanning productivity, sales, customer support, product management, marketing, legal, finance, data, enterprise search, bio-research, and plugin management itself. There's also a security-focused harness with autonomous scanning capabilities and threat modeling tools, along with the official Anthropic plugin marketplace containing various agent and development tools.\n\nBeyond those, there are financial services agents for pitch analysis, market research, GL reconciliation and other banking workflows, plus vertical plugins for investment banking, equity research, and private equity—though less directly applicable to algorithmic trading. The agent SDK has only internal CLI updates with no new API features to document. I should now check which of these repositories already have wiki pages versus which ones need new entries.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1051,"cache_read_input_tokens":67186,"output_tokens":892,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1051,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":892,"cache_read_input_tokens":67186,"cache_creation_input_tokens":1051,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1051},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw83hvgW6ybi7fpRrpx6","type":"assistant","uuid":"f96695c8-0d6e-42be-b412-e60a758718c5","timestamp":"2026-06-11T08:02:25.774Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"a575b8eb-8455-4885-8837-0d5e2c942929","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HKWfD5VdNSk8advpNkZDZc","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Most of these have already been ingested! The wiki already has:\n- Claude Code Monitoring Guide.md\n- Claude Desktop Buddy.md\n- Claude Foundation Models Swift Package.md\n- Claude Plugins Official.md\n- Claude for Financial Services.md\n- Claudes C Compiler.md\n- Defending Code Reference Harness.md\n- Knowledge Work Plugins.md\n- Builder-Verifier Loop Pattern.md\n\nSo these were ingested in previous sweeps! Let me check what's new in them vs. what's there - or if any of the existing pages need updates based on new README content.\nI need to figure out which repos have actually changed meaningfully since the last sweep. The monitoring script shows recent activity, but some of these might just be minor version bumps or small commits. Let me look at what the current wiki pages contain to see if they need updating.\n\nLooking back at the tools list, I notice some gaps — I don't see a dedicated page for \"Long Running Agents\" or \"CWC Long Running Agents\" even though they're referenced in the README. The \"Anthropic CWC Workshops\" page might cover it, but I should verify. I'm also noticing the claude-plugins-official has some plugins I haven't cataloged yet.","signature":"ErsVCmUIDhgCKkDTnQclZ/Np9YLE7hsDLWbnZLxwUHTn64XLdn0D6+C1lwBKBAESgANyrUjzhepf6D+CJa2rQXahANiDHdC+F7oCMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMIpTRy0UhGtvbiMc8GgxMjnxjnS1T18WoD0IiMFOKZ1mcUnT1C2FFXHR6rFiK6MkiV257zPR6SZ2A//5PP8Kal1Jngfpn7sOKrJhTZCqDFI1uty3nus9wyc+Ew7ydBYJTi8q5ePwYgyZzuUugUjd4gbOddASagHVuL1jnUq6qPL3EM0LSWrJ1ZHnwh99VlR7McIi8vfGDFSaFWyEHcP038BS6SUcuTaYDigkTeXrYJ/7iNlz4ajiPkhQ4PkLw2nqP+yeNPmXqbyvm3e8CnGTIc7T2ESmb2fCkVAOmPirsWI4MHoR+yb4c76PW/AfBg10BXds0un9Cj9qvsZpRxjrdBejrXhtKaj35xCF9YjjPyfGoTdrrJb+1oMDOIT4gjqRHfgvSKwasp/6l7lnCHitwtp8mFaVseActXj6YtoY80Je+G69RWyjvrd3guZdI39c0kLhcCfOeylwGZuoeOlEtG1wOgqpg4jnjROEZa8OAzFOvuWseLBfl59lt7i9BXhFIr0u5IiEArdnek8M8O8YknqGeVEtKd6R0LPOLiUmcMholnhCYTgFICYTto1MECLUE5J8kCWg553MnttZSDg1Ft7zatdv1/vLGVhj7QYTTZN3Fa65+cYqC4HhKAH7tTPzPEzMFfVo67G0EU8G/fzmupixTQ2iuArFMXUGCuHMbq6u8uke4IvGQFem+O9g6ZgyQBJoKvra1DBQcQWyRV6DDKs81Of7xkubYo6Y/nlMz/2hl79mwXDEEElwISLzyXgaczbKqN++yLO/SVqBLeEtAbnkXuqEiACd6eBd+LA8Hfh65Eeoui7eMkpOkIPBZsuQHFju+tOMUl/Z6MUD8XO6sq7aSqr6Dr0z/bDJb4OlY7DAITfBrbbn9XeCsmn2cFVE0vXnaWtql1eT8EAD6ERACF1rSQlCTVtJVIbKJZ5p5gt6SvFjnnhItmvISgqGDwx4nZ9MAfH4+L/D7+zYyQQ7X9mRjfQ0/TqaSYmcDyYlPhobhb+23IftbWb1uv03u7tket/YlqcqhV3e/tlT3TqZ92CJ1vVDiNI4PiOm38EsHUeBK8pZ2gcq40Hc/62Z4S7IlaQYchOO01k+uH8ha0xSz0CwiDJbZxh5k5tHH5uJrw0D3P06iiAvDNTUEFxVubV7px+DORNeXrKG3NZxrBvRWBMECFkx5shH9HcR3m0jej7dJ98+ONw97CJs/ErKiWChHdJP7Pqi7YSPvuJkn6Kpqj1QSLN9UrYmKuHUvLY6A1gaiC5lAOqTVonVqDmxEqarWvN4sHWQGnxsjPgo4AFnXXUYqS+d7QQQ1lpy6nRsdtHro9twADUDdb37vhB9KUCU1+gMK0CeIV1/7kkRTWiVZrf/tF5yGPWpw0/kRcqZoDpe0C15hlRpscbVJrOkaQdU6rygDuro/KTgqUl4DXEI3EN1ufSXQqBHSf06w/PyP8kggn9tJfiqh+geGkY27jZ1x8Rvc0DRXwVAGW3JWaee3BT181tmt/+y9C7R9LLzKWbmdMzC6TEY3w+mwg1KlqFB3MXnFwsJDL32IakwObknv3U+goiwucbNMwmm81Uh8p1EltANRMYhoE1i5OUm/Ofeo4aW+I4yjNTR/PMMvAfZcGCxEQ2uamS9+4ECkkI0g8/iB91mdz3PhE0CmorpZc8A68Q3XZNfZlOx8O65r9hGQoB9ZWb9ZDgfBudZixuqzSXj4EDxFF3EhLANHblws0voZIvJ+wUfkEEO3Ok8mpgwhJboax0kYrrUgcl38n0kqwUjMLVkHA8BtL0Ld7+FdQO9NcbrSoPiSIjhAFIpKj6osTLBZs8c/kY1TCeC3fB6EWTsR4pyqZSjWoCLcRgICrD3250tUSWgdFiqLCHlIXogsq9dezSfljQZJDE0zHx5IobRF+8DZtYkNlaJ/RnuZOHyPxCw9GjsOxS1QrIAcI9FssFrzZ0QD7i14PIEAM6Tw6xAaDeyYFwZFUN4F3VoEbNUrT22U0RgTtOqHtwXqsh2cVCzpzCURHS0NshkxteS6kgx+4m/wjbmOvZzBH6RZ8kMcQk5U+6UKUgjOxcZsS2Ptfe51bK+HNe4AtgxmCIqDcHnCEi7PBWIiq3NMPxaQcBU8Lg/81Mpsi+ewphISiDiQeAIk1coRhDaBqe1YFMmhVTag8QAaCBqTpOspAh8rdRpjuaOl1SKKpfe3elrb2RhxCMhRlMaZkvmYZ+a3D/Gp28jTa4JTNJrLWxRpigqkI4hhc0aAfQOLBtHVBoe6vEkKlU5c7Qf08kfrBS4YwsroVsG5V+gghMCNdgtqBd6Ua1jbqs/E6dyN+WCgckHAWDeJEIx+RB9w8O7POk6SER4dJ3+n54sA+J5kZ+Cp54AhPIlIXNgNuQMekYefcopkdqUwhYKFjA92+lwgZl2zLRextFg+9wOfPCGKPZyZh2+MFA5b+7UQa1om+R5rjWb0Ce13LPj/2EHrCOV+Vhc1fmqZp3LQt4zLCkOhw+5PyM5ZV1XYPiiJtvevGEuircWXvQ7Y5WsXzEOQVucOloWTTB8CuIHrj0gRRE6enm+ZxraX3hzbhmDlqinTgF4C9xx/WwJIJp+6X6zy3TP3OSpkFy7mSO8Q+xbiHl4XMvJuJXlxcSUviWSj+EzoQO2hopT2oueXZ9bZpo0yh6I6nn2StSS5iWegI2kSO0AoO9vo6X2fbpQrzriwKTbfQvdwKA+ub0v/AIyzqN/uNvd1mpwQTfsQ2375cZxPTEHA5Q7cb0JY08mPH3QPrSAfLFyN0I+r8ZhIYxlwXopARTEdue3nxrk7DpIVx8TwhhT6tbXM1ZiVd0ZmNkhVpHVrM3qN5c8PlzorCIwLEULFgugveARTiLU4a5RH9WB3MS5SrtF2LzmsGKtW/NIyivoyhKNvVDOQYc4N37DwmUSr8dYvwkJcqjfkJhEmR3LbrnD70/iRwFUKe5yoPjLKKeBWWf4blCvw7tBTkQMmP65/WmN2VUBaeKkjcNrf2M8lCjlwZc9nGANby/lT7q7bLqWYbHlaopMVc+iWwnH0pmX7L0SFYJS8FV0kX/cGarouHPqZMS1ZuHrNDqY+j1aek8Pa6TWYw3R9Vr9HNgO1iCNUeDi9Sy2iW4uVQK8SziBcgdcirJN1tGC/wXj8Avc42QR9m9SQKHwDop1++DZ1daPIu8F/sYzb0KQvYhnG5KTetxPG52tvZgTWadrgKZkUluExh8Wg9gZu9HcBuKDGnyRMR02N8bwRWYu6NUiJ989kXCFByV55tiqEsLk3C2gnMGVCUzSCwSZ6LZ0CGOe4k//1c2d+9CToZd6a5k2ZyPqKSYx0iZRgX/glc3QcVv83MaoRCA04G0DGmMVhRb8GhfdzSo/I3699Dkv+sQ3VAeit/U3Dt1ITPpH22fWYaX5ROJW6cE4mAIx17eKAKDsMptYUFOnQB7AbfWcBgEzXfu2iykXCTxdnmwZFEL48y2v3ugV3u1OgWga6EFObacFhGoQKxo3zOrYfgCMTImOpDy/49h2dF1ibGgIMuspq2JcYAQ=="}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":249,"cache_creation_input_tokens":1223,"cache_read_input_tokens":68237,"output_tokens":1128,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1223,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":249,"output_tokens":1128,"cache_read_input_tokens":68237,"cache_creation_input_tokens":1223,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1223},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw85K16QEMoXVUVNeqMA","type":"assistant","uuid":"ed5baed9-4ffc-4ac6-ab6d-ea0c1f45e00d","timestamp":"2026-06-11T08:02:40.738Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"02bd6ea2-1ab2-4af6-8323-d9ca12efcf87","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FhCVrh3117VDwA5pD1nM89","type":"tool_result","content":"# Anthropic CWC Workshops\n\n**Type:** Workshop curriculum / reference implementations\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/cwc-workshops\n**Status:** Archived — not maintained, not accepting contributions\n**License:** Apache 2.0\n\n## What it is\nMaterials from Anthropic's **Code with Claude** workshops. Eight hands-on workshop curricula covering Managed Agents, memory primitives, eval-driven development, multi-agent decomposition, and production deployment patterns. Not actively maintained, but the code and walk-throughs are a direct window into how Anthropic's own teams think about and build with Claude.\n\n## The 8 Workshops\n\n### 1. Picking the Right Model (`rightmodel/`)\nUse a Claude Code SKILL to audit an LLM eval suite, then sweep it across models and inference parameters (extended thinking, effort level) to find the best quality-per-dollar and quality-per-second configuration. Directly applicable to cost optimization for any agent project.\n\n### 2. Multi-Agent Decomposition (`agent-decomposition/`)\nTake a 400-line monolithic prompt for an inventory agent and decompose it into skills + code execution + `callable_agents` on Claude Managed Agents, with evals at each step to verify correctness is preserved. Blueprint for the \"fat prompt → modular agent\" refactor.\n\n### 3. How Anthropic Uses Claude Code (`how-we-claude-code/`)\nA three-phase AI-assisted product workflow: interview → spec, then four divergent design explorations as static HTML, then a Vite + React app whose components emit a machine-readable DOM contract — so an agent (or CI) can verify UI behavior at runtime without a browser. Anthropic's own internal workflow made explicit.\n\n### 4. Ship Your First Managed Agent (`ship-your-first-managed-agent/`)\nStreamlit incident dashboard with an offline SRE Agent chat panel. You bring it online by implementing 7 functions in `agent.py`, each a single Claude Managed Agents API call — until it can grep a 70k-line log in its sandbox, call local tools, and identify the bad commit. Minimal viable Managed Agent tutorial.\n\n### 5. Agent Battle (`agent-battle/`)\n45-minute competition: configure a Claude Managed Agent (system prompt, skills, MCP servers, model) that drives a local game bot over MCP. Most diamonds wins; fewest tokens breaks ties. A fast `--eval` decision-probe loop lets you test config changes in ~30s before committing to a 5-minute run. Teaches the value of fast eval loops.\n\n### 6. Agents That Remember (`agents-that-remember/`)\nStart with a Managed Agent that's visibly amnesiac across sessions, then layer in memory primitives one at a time:\n1. **Memory store** — cross-session persistence\n2. **Dreaming Service** — consolidates past transcripts into structured memory at rest\n\nGoes from \"goldfish to colleague\" in 45 minutes. Introduces the **Dreaming Service** — Anthropic's primitive for offline transcript consolidation into long-term agent memory.\n\n### 7. Eval-Driven Agent Development (`eval-driven-agent-development/`)\nIterate a PPTX-generating Managed Agent through 6 variants: naive → visual → typography → palette → density → QA-loop. Each scored against a 10-task suite with a **two-layer grader**:\n- Programmatic `.pptx` XML metrics\n- LLM-as-judge on rendered slides\n\nTeaches: every prompt change should be measured, not vibed.\n\n### 8. 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{"parentUuid":"4000c3f5-5f2e-4a13-98a0-ef42429a6a40","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HKWfD5VdNSk8advpNkZDZc","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HoyWtUyALQZVLwkzBkEPf5","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/claude-plugins-official/main/plugins/hookify/README.md 2>/dev/null | head -80","description":"Check hookify plugin"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":249,"cache_creation_input_tokens":1223,"cache_read_input_tokens":68237,"output_tokens":1128,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1223,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":249,"output_tokens":1128,"cache_read_input_tokens":68237,"cache_creation_input_tokens":1223,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1223},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw85K16QEMoXVUVNeqMA","type":"assistant","uuid":"6658f47e-b8f8-44a9-9c4e-24a796ec654a","timestamp":"2026-06-11T08:02:44.500Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"4000c3f5-5f2e-4a13-98a0-ef42429a6a40","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Sphjkkvd23RSr3TFSHyuhm","type":"tool_result","content":".claude-plugin\nLICENSE\nREADME.md\ncommands\nhooks\nscripts\n---\n# Ralph Loop Plugin\n\nImplementation of the Ralph Wiggum technique for iterative, self-referential AI development loops in Claude Code.\n\n## What is Ralph Loop?\n\nRalph Loop is a development methodology based on continuous AI agent loops. As Geoffrey Huntley describes it: **\"Ralph is a Bash loop\"** - a simple `while true` that repeatedly feeds an AI agent a prompt file, allowing it to iteratively improve its work until completion.\n\nThis technique is inspired by the Ralph Wiggum coding technique (named after the character from The Simpsons), embodying the philosophy of persistent iteration despite setbacks.\n\n### Core Concept\n\nThis plugin implements Ralph using a **Stop hook** that intercepts Claude's exit attempts:\n\n```bash\n# You run ONCE:\n/ralph-loop \"Your task description\" --completion-promise \"DONE\"\n\n# Then Claude Code automatically:\n# 1. Works on the task\n# 2. Tries to exit\n# 3. Stop hook blocks exit\n# 4. Stop hook feeds the SAME prompt back\n# 5. Repeat until completion\n```\n\nThe loop happens **inside your current session** - you don't need external bash loops. The Stop hook in `hooks/stop-hook.sh` creates the self-referential feedback loop by blocking normal session exit.\n\nThis creates a **self-referential feedback loop** where:\n- The prompt never changes between iterations\n- Claude's previous work persists in files\n- Each iteration sees modified files and git history\n- Claude autonomously improves by reading its own past work in files\n\n## Quick Start\n\n```bash\n/ralph-loop \"Build a REST API for todos. Requirements: CRUD operations, input validation, tests. Output COMPLETE when done.\" --completion-promise \"COMPLETE\" --max-iterations 50\n```\n\nClaude will:\n- Implement the API iteratively\n- Run tests and see failures\n- Fix bugs based on test output\n- Iterate until all requirements met\n- Output the completion promise when done\n\n## Commands\n\n### /ralph-loop\n\nStart a Ralph loop in your current session.\n\n**Usage:**\n```bash\n/ralph-loop \"\" --max-iterations --completion-promise \"\"\n```\n\n**Options:**\n- `--max-iterations ` - Stop after N iterations (default: unlimited)\n- `--completion-promise ` - Phrase that signals completion\n\n### /cancel-ralph\n\nCancel the active Ralph loop.\n\n**Usage:**\n```bash\n/cancel-ralph\n```\n\n## Prompt Writing Best Practices\n\n### 1. Clear Completion Criteria\n\n❌ Bad: \"Build a todo API and make it good.\"\n\n✅ Good:\n```markdown\nBuild a REST API for todos.","is_error":false}]},"uuid":"ada33a28-9e49-4664-ad80-7bf78f8cf88b","timestamp":"2026-06-11T08:02:44.647Z","toolUseResult":{"stdout":".claude-plugin\nLICENSE\nREADME.md\ncommands\nhooks\nscripts\n---\n# Ralph Loop Plugin\n\nImplementation of the Ralph Wiggum technique for iterative, self-referential AI development loops in Claude Code.\n\n## What is Ralph Loop?\n\nRalph Loop is a development methodology based on continuous AI agent loops. As Geoffrey Huntley describes it: **\"Ralph is a Bash loop\"** - a simple `while true` that repeatedly feeds an AI agent a prompt file, allowing it to iteratively improve its work until completion.\n\nThis technique is inspired by the Ralph Wiggum coding technique (named after the character from The Simpsons), embodying the philosophy of persistent iteration despite setbacks.\n\n### Core Concept\n\nThis plugin implements Ralph using a **Stop hook** that intercepts Claude's exit attempts:\n\n```bash\n# You run ONCE:\n/ralph-loop \"Your task description\" --completion-promise \"DONE\"\n\n# Then Claude Code automatically:\n# 1. Works on the task\n# 2. Tries to exit\n# 3. Stop hook blocks exit\n# 4. Stop hook feeds the SAME prompt back\n# 5. Repeat until completion\n```\n\nThe loop happens **inside your current session** - you don't need external bash loops. The Stop hook in `hooks/stop-hook.sh` creates the self-referential feedback loop by blocking normal session exit.\n\nThis creates a **self-referential feedback loop** where:\n- The prompt never changes between iterations\n- Claude's previous work persists in files\n- Each iteration sees modified files and git history\n- Claude autonomously improves by reading its own past work in files\n\n## Quick Start\n\n```bash\n/ralph-loop \"Build a REST API for todos. Requirements: CRUD operations, input validation, tests. Output COMPLETE when done.\" --completion-promise \"COMPLETE\" --max-iterations 50\n```\n\nClaude will:\n- Implement the API iteratively\n- Run tests and see failures\n- Fix bugs based on test output\n- Iterate until all requirements met\n- Output the completion promise when done\n\n## Commands\n\n### /ralph-loop\n\nStart a Ralph loop in your current session.\n\n**Usage:**\n```bash\n/ralph-loop \"\" --max-iterations --completion-promise \"\"\n```\n\n**Options:**\n- `--max-iterations ` - Stop after N iterations (default: unlimited)\n- `--completion-promise ` - Phrase that signals completion\n\n### /cancel-ralph\n\nCancel the active Ralph loop.\n\n**Usage:**\n```bash\n/cancel-ralph\n```\n\n## Prompt Writing Best Practices\n\n### 1. Clear Completion Criteria\n\n❌ Bad: \"Build a todo API and make it good.\"\n\n✅ Good:\n```markdown\nBuild a REST API for todos.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"4000c3f5-5f2e-4a13-98a0-ef42429a6a40","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"last-prompt","leafUuid":"ada33a28-9e49-4664-ad80-7bf78f8cf88b","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"6658f47e-b8f8-44a9-9c4e-24a796ec654a","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HoyWtUyALQZVLwkzBkEPf5","type":"tool_result","content":"# Hookify Plugin\n\nEasily create custom hooks to prevent unwanted behaviors by analyzing conversation patterns or from explicit instructions.\n\n## Overview\n\nThe hookify plugin makes it simple to create hooks without editing complex `hooks.json` files. Instead, you create lightweight markdown configuration files that define patterns to watch for and messages to show when those patterns match.\n\n**Key features:**\n- 🎯 Analyze conversations to find unwanted behaviors automatically\n- 📝 Simple markdown configuration files with YAML frontmatter\n- 🔍 Regex pattern matching for powerful rules\n- 🚀 No coding required - just describe the behavior\n- 🔄 Easy enable/disable without restarting\n\n## Quick Start\n\n### 1. Create Your First Rule\n\n```bash\n/hookify Warn me when I use rm -rf commands\n```\n\nThis analyzes your request and creates `.claude/hookify.warn-rm.local.md`.\n\n### 2. Test It Immediately\n\n**No restart needed!** Rules take effect on the very next tool use.\n\nAsk Claude to run a command that should trigger the rule:\n```\nRun rm -rf /tmp/test\n```\n\nYou should see the warning message immediately!\n\n## Usage\n\n### Main Command: /hookify\n\n**With arguments:**\n```\n/hookify Don't use console.log in TypeScript files\n```\nCreates a rule from your explicit instructions.\n\n**Without arguments:**\n```\n/hookify\n```\nAnalyzes recent conversation to find behaviors you've corrected or been frustrated by.\n\n### Helper Commands\n\n**List all rules:**\n```\n/hookify:list\n```\n\n**Configure rules interactively:**\n```\n/hookify:configure\n```\nEnable/disable existing rules through an interactive interface.\n\n**Get help:**\n```\n/hookify:help\n```\n\n## Rule Configuration Format\n\n### Simple Rule (Single Pattern)\n\n`.claude/hookify.dangerous-rm.local.md`:\n```markdown\n---\nname: block-dangerous-rm\nenabled: true\nevent: bash","is_error":false}]},"uuid":"c2788fa8-f67c-4cda-bd36-1e6d71d1d0a1","timestamp":"2026-06-11T08:02:44.813Z","toolUseResult":{"stdout":"# Hookify Plugin\n\nEasily create custom hooks to prevent unwanted behaviors by analyzing conversation patterns or from explicit instructions.\n\n## Overview\n\nThe hookify plugin makes it simple to create hooks without editing complex `hooks.json` files. Instead, you create lightweight markdown configuration files that define patterns to watch for and messages to show when those patterns match.\n\n**Key features:**\n- 🎯 Analyze conversations to find unwanted behaviors automatically\n- 📝 Simple markdown configuration files with YAML frontmatter\n- 🔍 Regex pattern matching for powerful rules\n- 🚀 No coding required - just describe the behavior\n- 🔄 Easy enable/disable without restarting\n\n## Quick Start\n\n### 1. Create Your First Rule\n\n```bash\n/hookify Warn me when I use rm -rf commands\n```\n\nThis analyzes your request and creates `.claude/hookify.warn-rm.local.md`.\n\n### 2. Test It Immediately\n\n**No restart needed!** Rules take effect on the very next tool use.\n\nAsk Claude to run a command that should trigger the rule:\n```\nRun rm -rf /tmp/test\n```\n\nYou should see the warning message immediately!\n\n## Usage\n\n### Main Command: /hookify\n\n**With arguments:**\n```\n/hookify Don't use console.log in TypeScript files\n```\nCreates a rule from your explicit instructions.\n\n**Without arguments:**\n```\n/hookify\n```\nAnalyzes recent conversation to find behaviors you've corrected or been frustrated by.\n\n### Helper Commands\n\n**List all rules:**\n```\n/hookify:list\n```\n\n**Configure rules interactively:**\n```\n/hookify:configure\n```\nEnable/disable existing rules through an interactive interface.\n\n**Get help:**\n```\n/hookify:help\n```\n\n## Rule Configuration Format\n\n### Simple Rule (Single Pattern)\n\n`.claude/hookify.dangerous-rm.local.md`:\n```markdown\n---\nname: block-dangerous-rm\nenabled: true\nevent: bash","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"6658f47e-b8f8-44a9-9c4e-24a796ec654a","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"c2788fa8-f67c-4cda-bd36-1e6d71d1d0a1","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01X4ntKjsrRTxbLzRbHFVw6u","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Great findings! Let me also check a couple more - the existing Long-Running Agent Primitives page and see what's in it already, and if the cwc-long-running-agents content differs.\n\nActually, let me read the existing Long-Running Agent Primitives page.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3528,"cache_read_input_tokens":69460,"output_tokens":227,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3528,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":227,"cache_read_input_tokens":69460,"cache_creation_input_tokens":3528,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3528},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw86hn5hj9Q9YqEKWZ8V","type":"assistant","uuid":"3cc8e3e1-0311-478c-9979-3e712bbaadb0","timestamp":"2026-06-11T08:02:49.148Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"3cc8e3e1-0311-478c-9979-3e712bbaadb0","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01X4ntKjsrRTxbLzRbHFVw6u","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FhmxfnaTjkGdfpjYKNYY7N","name":"Read","input":{"file_path":"/workspace/extra/second-brain/wiki/tools/Long-Running Agent Primitives.md"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3528,"cache_read_input_tokens":69460,"output_tokens":227,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3528,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":227,"cache_read_input_tokens":69460,"cache_creation_input_tokens":3528,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3528},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw86hn5hj9Q9YqEKWZ8V","type":"assistant","uuid":"8e76a646-e7c6-4d2b-8548-afbd02b0525e","timestamp":"2026-06-11T08:02:50.000Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"8e76a646-e7c6-4d2b-8548-afbd02b0525e","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FhmxfnaTjkGdfpjYKNYY7N","type":"tool_result","content":"1\t# Long-Running Agent Primitives\n2\t\n3\t**Type:** Engineering patterns / reusable building blocks\n4\t**By:** Anthropic\n5\t**Repo:** https://github.com/anthropics/cwc-long-running-agents\n6\t**Use:** Copy `.claude/` directory or cherry-pick individual files\n7\t\n8\t## What it is\n9\tReusable primitives for Claude agents that run for extended periods without human supervision. Based on Anthropic's own engineering patterns. Solves the specific failure modes that emerge when agents work autonomously over hours or days.\n10\t\n11\t## The 3 core primitives\n12\t\n13\t### 1. Default-FAIL contract\n14\tFeatures start in a failing state; the agent must open evidence files to mark them complete. Prevents false positives — if the agent stops mid-run, nothing is silently marked done.\n15\t\n16\t### 2. Fresh-context evaluator\n17\tA separate agent instance independently grades the primary agent's work. Avoids the primary agent convincing itself its own output is correct.\n18\t\n19\t### 3. Agent-maintained handoff (`PROGRESS.md` + git commits)\n20\tThe agent tracks its own progress in a `PROGRESS.md` file and commits to git at checkpoints. If the agent is interrupted, a new instance can resume from the last commit without losing context.\n21\t\n22\t## The 2 operator-control hooks\n23\t\n24\t### Kill switch\n25\tDrop an `AGENT_STOP` file to halt the agent at the next checkpoint. Clean, no-force-kill needed.\n26\t\n27\t### Steering (`STEER.md`)\n28\tDrop a `STEER.md` file mid-run to redirect the agent without stopping it. The agent reads it and adjusts course.\n29\t\n30\t## Usage\n31\t\n32\t### Built-in `/goal` (no primitives needed)\n33\t```bash\n34\t/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n35\t```\n36\tAfter every turn, a separate fast model checks the condition and keeps the session running until it's met. Works in interactive Claude Code, `claude -p` (headless), and Remote Control.\n37\t\n38\t### Custom harness (use the primitives)\n39\t```bash\n40\t# Copy the whole .claude/ structure into your project\n41\tcp -r .claude/ /your/project/\n42\tchmod +x /your/project/.claude/hooks/*.sh\n43\t\n44\t# Headless loop example\n45\twhile grep -q '\"passes\": false' test-results.json; do\n46\t claude -p \"Read PROGRESS.md and build the next unfinished feature.\"\n47\t VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\n48\tdone\n49\t```\n50\t\n51\tIncludes a bash wrapper for headless (no-terminal) operation.\n52\t\n53\t## Monitoring a live run (no dashboard needed)\n54\t\n55\t```bash\n56\twatch -n 2 'tail -20 PROGRESS.md' # agent's own notes\n57\twatch -n 5 'git log --oneline -8' # work saved\n58\twatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\n59\twatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads\n60\t```\n61\t\n62\t## Going further (advanced patterns)\n63\t\n64\t| Pattern | What it adds |\n65\t|---------|-------------|\n66\t| **Unattended loop** | Outer script caps session length, starts next one automatically. `ralph-loop` plugin in `claude-plugins-official`. |\n67\t| **Planner agent** | First session expands a one-line ask into a `BUILD_PLAN.md` the loop runs against |\n68\t| **Grading rubrics** | Evaluator uses scoring principles (functionality, design, craft) with few-shot examples instead of binary pass/fail. `frontend-design` plugin. |\n69\t| **Browser-verified evaluator** | Evaluator opens the running app itself via Playwright MCP instead of trusting screenshots |\n70\t| **Re-simplify on upgrades** | After each model release, comment out harness pieces one at a time to see what's still load-bearing |\n71\t| **Hosted runtime** | Claude Managed Agents hosts the loop, sandbox, and scheduling |\n72\t\n73\t## Source engineering posts\n74\t\n75\t- [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) — Nov 2025\n76\t- [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) — Mar 2026\n77\t\n78\t## Why it matters\n79\tAddresses the \"runaway agent\" and \"silent failure\" problems that are the main operational risks of autonomous agents in production. The kill switch and steering hook are especially relevant for agentic systems that need human override without code changes.\n80\t\n81\t## Applicability\n82\t- **nanoclaw** — kill switch and steering patterns are directly applicable to long-running NanoClaw agents\n83\t- **congressional-trading** — autonomous monitoring agent that runs for days; PROGRESS.md handoff + kill switch fit this use case\n84\t- **qip-qien** — agents handling tickets over extended periods benefit from the Default-FAIL contract and fresh-context evaluator\n85\t\n86\t## Related\n87\t- [[Claude Agent SDK Demos]]\n88\t- [[Claude Agent SDK TypeScript]]\n89\t- [[Claude Code]]\n90\t- [[Claude Plugins Official]] — `ralph-loop` and `frontend-design` plugins referenced here\n91\t"}]},"uuid":"6cd35a09-4701-460e-8d3b-63fa8de158c9","timestamp":"2026-06-11T08:02:50.022Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Long-Running Agent Primitives.md","content":"# Long-Running Agent Primitives\n\n**Type:** Engineering patterns / reusable building blocks\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/cwc-long-running-agents\n**Use:** Copy `.claude/` directory or cherry-pick individual files\n\n## What it is\nReusable primitives for Claude agents that run for extended periods without human supervision. Based on Anthropic's own engineering patterns. Solves the specific failure modes that emerge when agents work autonomously over hours or days.\n\n## The 3 core primitives\n\n### 1. Default-FAIL contract\nFeatures start in a failing state; the agent must open evidence files to mark them complete. Prevents false positives — if the agent stops mid-run, nothing is silently marked done.\n\n### 2. Fresh-context evaluator\nA separate agent instance independently grades the primary agent's work. Avoids the primary agent convincing itself its own output is correct.\n\n### 3. Agent-maintained handoff (`PROGRESS.md` + git commits)\nThe agent tracks its own progress in a `PROGRESS.md` file and commits to git at checkpoints. If the agent is interrupted, a new instance can resume from the last commit without losing context.\n\n## The 2 operator-control hooks\n\n### Kill switch\nDrop an `AGENT_STOP` file to halt the agent at the next checkpoint. Clean, no-force-kill needed.\n\n### Steering (`STEER.md`)\nDrop a `STEER.md` file mid-run to redirect the agent without stopping it. The agent reads it and adjusts course.\n\n## Usage\n\n### Built-in `/goal` (no primitives needed)\n```bash\n/goal every feature in PROGRESS.md is implemented, committed, and its tests pass\n```\nAfter every turn, a separate fast model checks the condition and keeps the session running until it's met. Works in interactive Claude Code, `claude -p` (headless), and Remote Control.\n\n### Custom harness (use the primitives)\n```bash\n# Copy the whole .claude/ structure into your project\ncp -r .claude/ /your/project/\nchmod +x /your/project/.claude/hooks/*.sh\n\n# Headless loop example\nwhile grep -q '\"passes\": false' test-results.json; do\n claude -p \"Read PROGRESS.md and build the next unfinished feature.\"\n VERDICT=$(claude --agent evaluator -p \"Review the most recent commit against its spec.\")\ndone\n```\n\nIncludes a bash wrapper for headless (no-terminal) operation.\n\n## Monitoring a live run (no dashboard needed)\n\n```bash\nwatch -n 2 'tail -20 PROGRESS.md' # agent's own notes\nwatch -n 5 'git log --oneline -8' # work saved\nwatch -n 5 'find screenshots -name \"*.png\" | tail -5' # what it sees\nwatch -n 2 'wc -l < .claude/.evidence-reads 2>/dev/null' # evidence reads\n```\n\n## Going further (advanced patterns)\n\n| Pattern | What it adds |\n|---------|-------------|\n| **Unattended loop** | Outer script caps session length, starts next one automatically. `ralph-loop` plugin in `claude-plugins-official`. |\n| **Planner agent** | First session expands a one-line ask into a `BUILD_PLAN.md` the loop runs against |\n| **Grading rubrics** | Evaluator uses scoring principles (functionality, design, craft) with few-shot examples instead of binary pass/fail. `frontend-design` plugin. |\n| **Browser-verified evaluator** | Evaluator opens the running app itself via Playwright MCP instead of trusting screenshots |\n| **Re-simplify on upgrades** | After each model release, comment out harness pieces one at a time to see what's still load-bearing |\n| **Hosted runtime** | Claude Managed Agents hosts the loop, sandbox, and scheduling |\n\n## Source engineering posts\n\n- [Effective Harnesses for Long-Running Agents](https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents) — Nov 2025\n- [Harness Design for Long-Running Application Development](https://www.anthropic.com/engineering/harness-design-long-running-apps) — Mar 2026\n\n## Why it matters\nAddresses the \"runaway agent\" and \"silent failure\" problems that are the main operational risks of autonomous agents in production. The kill switch and steering hook are especially relevant for agentic systems that need human override without code changes.\n\n## Applicability\n- **nanoclaw** — kill switch and steering patterns are directly applicable to long-running NanoClaw agents\n- **congressional-trading** — autonomous monitoring agent that runs for days; PROGRESS.md handoff + kill switch fit this use case\n- **qip-qien** — agents handling tickets over extended periods benefit from the Default-FAIL contract and fresh-context evaluator\n\n## Related\n- [[Claude Agent SDK Demos]]\n- [[Claude Agent SDK TypeScript]]\n- [[Claude Code]]\n- [[Claude Plugins Official]] — `ralph-loop` and `frontend-design` plugins referenced here\n","numLines":91,"startLine":1,"totalLines":91}},"sourceToolAssistantUUID":"8e76a646-e7c6-4d2b-8548-afbd02b0525e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"f15e54b8-4a17-41a0-988b-ff7b96309c2e","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018tEqtSsKmUQNnj1m6zD4NB","type":"tool_result","content":"# Claude Plugins Official\n\n**Type:** Plugin marketplace / directory\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-plugins-official\n\n## What it is\nAnthropic's official curated directory of Claude Code plugins. Serves as both a discovery hub and installation source for vetted plugins that extend Claude Code's capabilities.\n\n## Plugin types\n- **Internal** — built by Anthropic\n- **Third-party** — from partners and community (must pass quality & security review)\n\n## Installation\n```\n/plugin install {plugin-name}@claude-plugins-official\n```\n\n## Plugin structure\nEach plugin can include: metadata, optional MCP server config, commands, agents, and skills.\n\n## Skill-bundle plugins (newer format)\nWhen a source repo ships `SKILL.md` files without a full `plugin.json` manifest, a marketplace entry can declare a plugin using `strict: false` + explicit `skills` array. Each skill is registered as `:` in Claude Code. This lets skill-only repos be distributed as plugins without requiring a full plugin structure.\n\n## Notable\n- External submissions require formal approval (quality + security standards)\n- Anthropic explicitly warns users to verify trustworthiness before install — they don't control what MCP servers or files plugins include\n- Community can submit plugins via a submission form at clau.de/plugin-directory-submission\n\n## Plugin inventory (as of 2026-05-30)\n51 plugins total: 36 Anthropic-maintained + 15 external.\n\n**Official highlights** (in `/plugins`):\n- Dev tools: `code-review`, `code-modernization`, `code-simplifier`, `feature-dev`, `pr-review-toolkit`, `commit-commands`, `frontend-design`\n- LSP servers: `clangd`, `gopls`, `pyright`, `rust-analyzer`, `typescript`, `ruby`, `kotlin`, `swift`, `lua`, `jdtls`, `php`, `csharp` lsp plugins\n- Agent / skill tooling: `agent-sdk-dev`, `skill-creator`, `mcp-server-dev`, `plugin-dev`, `claude-md-management`\n- Utilities: `hookify` (hook management), `mcp-tunnels`, `session-report`, `ralph-loop` (autonomous loop runner), `security-guidance`, `explanatory-output-style`, `learning-output-style`\n- Other: `cwc-makers`, `math-olympiad`, `playground`, `example-plugin`, `claude-code-setup`\n\n**External highlights** (in `/external_plugins`):\n- Productivity/PM: `asana`, `linear`, `jira` (via github/gitlab), `notion` (via knowledge-work)\n- Dev: `github`, `gitlab`, `greptile`, `context7`, `serena`, `playwright`, `firebase`, `terraform`\n- Social/messaging: `discord`, `telegram`, `imessage`, `fakechat`\n- Framework: `laravel-boost`\n\n## Related\n- [[Anthropic Skills Repo]] — reference implementations of skills\n- [[Knowledge Work Plugins]] — a specific set of plugins for knowledge workers\n- [[Claude Code]] — the runtime","is_error":false}]},"uuid":"14e7805c-ff9b-4bb5-a51f-729b474d9859","timestamp":"2026-06-11T08:02:50.599Z","toolUseResult":{"stdout":"# Claude Plugins Official\n\n**Type:** Plugin marketplace / directory\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-plugins-official\n\n## What it is\nAnthropic's official curated directory of Claude Code plugins. Serves as both a discovery hub and installation source for vetted plugins that extend Claude Code's capabilities.\n\n## Plugin types\n- **Internal** — built by Anthropic\n- **Third-party** — from partners and community (must pass quality & security review)\n\n## Installation\n```\n/plugin install {plugin-name}@claude-plugins-official\n```\n\n## Plugin structure\nEach plugin can include: metadata, optional MCP server config, commands, agents, and skills.\n\n## Skill-bundle plugins (newer format)\nWhen a source repo ships `SKILL.md` files without a full `plugin.json` manifest, a marketplace entry can declare a plugin using `strict: false` + explicit `skills` array. Each skill is registered as `:` in Claude Code. This lets skill-only repos be distributed as plugins without requiring a full plugin structure.\n\n## Notable\n- External submissions require formal approval (quality + security standards)\n- Anthropic explicitly warns users to verify trustworthiness before install — they don't control what MCP servers or files plugins include\n- Community can submit plugins via a submission form at clau.de/plugin-directory-submission\n\n## Plugin inventory (as of 2026-05-30)\n51 plugins total: 36 Anthropic-maintained + 15 external.\n\n**Official highlights** (in `/plugins`):\n- Dev tools: `code-review`, `code-modernization`, `code-simplifier`, `feature-dev`, `pr-review-toolkit`, `commit-commands`, `frontend-design`\n- LSP servers: `clangd`, `gopls`, `pyright`, `rust-analyzer`, `typescript`, `ruby`, `kotlin`, `swift`, `lua`, `jdtls`, `php`, `csharp` lsp plugins\n- Agent / skill tooling: `agent-sdk-dev`, `skill-creator`, `mcp-server-dev`, `plugin-dev`, `claude-md-management`\n- Utilities: `hookify` (hook management), `mcp-tunnels`, `session-report`, `ralph-loop` (autonomous loop runner), `security-guidance`, `explanatory-output-style`, `learning-output-style`\n- Other: `cwc-makers`, `math-olympiad`, `playground`, `example-plugin`, `claude-code-setup`\n\n**External highlights** (in `/external_plugins`):\n- Productivity/PM: `asana`, `linear`, `jira` (via github/gitlab), `notion` (via knowledge-work)\n- Dev: `github`, `gitlab`, `greptile`, `context7`, `serena`, `playwright`, `firebase`, `terraform`\n- Social/messaging: `discord`, `telegram`, `imessage`, `fakechat`\n- Framework: `laravel-boost`\n\n## Related\n- [[Anthropic Skills Repo]] — reference implementations of skills\n- [[Knowledge Work Plugins]] — a specific set of plugins for knowledge workers\n- [[Claude Code]] — the runtime","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"f15e54b8-4a17-41a0-988b-ff7b96309c2e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"353a409c-4fe6-45c3-94cf-bed5103de980","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01W979U2DFVh4kB3bWtpDiBX","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Both the Long-Running Agent Primitives page and the Claude Plugins Official page are quite detailed and up to date. The Long-Running Agent Primitives page already covers cwc-long-running-agents well.\n\nLet me check what's actually new in these repos vs. what we've already ingested. Most of the repos appear to be already in the wiki. The key question is what's changed since last ingest.\n\nLet me now look at what I should actually update or create new pages for:\n\n1. **Hookify** - The page for Claude Plugins Official says it exists, but is there a dedicated page? Looking at the tools list, I see `Hookify` is probably not there separately. \n\nHookify and Ralph Loop are both mentioned in existing pages but don't have standalone entries, so they're already covered. Now I need to check whether the Claude Code Monitoring Guide page exists and if it needs any updates.","signature":"EtoJCmUIDhgCKkCqAjp0w8HBFPjgbYPC1T/BlzzFVchKMbp2eg45UOFDLY/1WJ3sK6NJsvqMlaUn/hyfHeCSNmppM+eUPKU8/UijMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIM25jSRC8F+ehmrGYSGgw0HkLL7JBJqTEtSBgiMHgfXoSbWVxdkaKMsrtKVFyBEK3fYenkwEa9hMU36DKTDbV6jILP2YIqswKfhkXutSqiCMb8/hKpQ9LxNLuE/o1+BwMLt+yLCr3wL94+eiL/szEMAJ4Htq4TkN/ZP6gJnlfs6tf5bVjOgkjiEgiG6JoUlWEV2h4RoOpS+PIaHRBgVctYUR1vA4yBUn8alc13peidhgc96XIn2B1DAMNYE7ueqFxP28kFLl4Cpjghhy9NPGJfMxVUY3cohm6Hw55og7p1LOSeGVbO4HtwvWV9Vl2L69impB6lCs2L7vuBgorFFmizqo0MoqA7DSbvVvx1jb+4Gi5e2Ul/NwaJyhLdaCrkZtWfq8/CGtUKK9FnMZy8934lqs76bwgW73Yf3j6uHqawvEIg64Ta6kc/PsWNccMCBc+/CGLHgzc4c/YMQisPA/rlTc8t6xzHtQ5FCr6qce7goJQjf4nvz3il4FYtVvwQeneRXgDxqUSb2ffNttdHz/PZx78zbdrce70A4Lj0odLSi8r4uE2sUzE9m2/CQPTRBacjPj/wIZmnxL1y17Fy3P1l5wc9dGY5j5qsL8e7nr0rKJbhgxHiD7Ger7rhyccYe43KkoaaLHA35gABSuw9q+gw6zCHTF7JRFGDFgyGQ4as66V6VcoidWyI4gTj2zS13WW7rTuXYjbFz8N/mE7f2LTTQ6K7YBPl/gCEhyQoNXx09QYTEn1i3gYxfMHLX60dj1MdRJOPGABmk9ACiPo8giO19Plmcaw0Vo/fnUj5IB8c38lWriFsCII3sZVseJt1IconS44D9v2kF5KQ0Fwi+WWc7FKZrf3T/x4JPnRF47Csmlz9TNQLPrGlCIHQgG35VeBv83eYeyPKAPl5chjwMtAuymAiIudyELtLI2NWdwGz6JhrxVk63VXX9x+D+C94fSr8wZCYcNkMHSWZI3Il8mYu327PquV/2/MXfx3W6Ssi0Dt4Doijd4fZ8u5DyVaELc+i7B3WfLKdKWZA7gx+fNnoBemHFsWW1Klp8mH/Q3N9xiWnWa52bKbUddp2Mvh4jfYloHRF9f2rfkTZotTawGPCxQbzLa+rEd1XDHIfiUqZx7iSauZNC+eneZNjv6EoTIiwE3id7K8eCWeG1iO/EZ9UcxQ5K4scxV+QSDepcpjodgJImIU7sE5QqiSVKkst02Bhh1aA0CuxcfjvsPZzH3cyyIA5RdVyx9EVMuNfvcsVrvcYCeJWqI8Oe62FklHjIGRyAIiuZxtRZiqgPAn31nnDi2GhHN3PFhHjdzPss6z6Xj3byZbT7St35ztmoCt1pF36FAmRt2/qkmLURsyEhWtpp7JAcSb2idiFACOiBycm1mVbuaoHnfEBYCg8XiIkrsG9WeMPv/hMD6nCdGYmP8tYhwI76C/VSr0U1HFWvASfFCTXX0LbssxqalbIdMxnx9QwJstqCfCBmq4GWg0MYVHn8fZzgQIhO4pqtOFHAPPH69/tGAE="}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2542,"cache_read_input_tokens":72988,"output_tokens":432,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2542,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":432,"cache_read_input_tokens":72988,"cache_creation_input_tokens":2542,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2542},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw878mFcHULfNPAP6xNK","type":"assistant","uuid":"b1482567-bb80-41d6-95dc-c609f0eaa798","timestamp":"2026-06-11T08:02:58.695Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"255736eb-fe8f-4c52-8938-a81a04a8a65d","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NsnFxq5oGUfxQpRkGzGXX1","type":"tool_result","content":"# Claude Code Monitoring Guide\n\n**Type:** Observability / ROI toolkit\n**By:** Anthropic (Kashyap Coimbatore Murali)\n**Repo:** https://github.com/anthropics/claude-code-monitoring-guide\n\n## What it is\nA structured guide for measuring the financial and productivity impact of Claude Code across a development team. Covers infrastructure setup through automated reporting.\n\n## Stack\n- **Prometheus + OpenTelemetry** — metrics collection\n- **Docker Compose** — local infrastructure\n- **Linear** — automated periodic productivity summaries\n\n## What you can track\n- Spending patterns and token consumption rates\n- Cache performance\n- Pull request frequency and commit activity\n- Team adoption rates\n- Developer output and code contribution rates\n- ROI calculation based on collected metrics\n\n## Why it matters\nDirectly relevant to the \"tokenmaxxing\" debate (see [[Tokenmaxxing]]) — this is how teams produce actual data on whether Claude Code spend is generating proportional productivity gains.\n\n## Related\n- [[Claude Code]]\n- [[Tokenmaxxing]]\n- [[Boris Cherny]] — cited 250% productivity gains at Anthropic scale; this guide enables similar measurement at the team level","is_error":false}]},"uuid":"f284b15f-686e-46ed-95cc-6fac5a9ff360","timestamp":"2026-06-11T08:02:59.215Z","toolUseResult":{"stdout":"# Claude Code Monitoring Guide\n\n**Type:** Observability / ROI toolkit\n**By:** Anthropic (Kashyap Coimbatore Murali)\n**Repo:** https://github.com/anthropics/claude-code-monitoring-guide\n\n## What it is\nA structured guide for measuring the financial and productivity impact of Claude Code across a development team. Covers infrastructure setup through automated reporting.\n\n## Stack\n- **Prometheus + OpenTelemetry** — metrics collection\n- **Docker Compose** — local infrastructure\n- **Linear** — automated periodic productivity summaries\n\n## What you can track\n- Spending patterns and token consumption rates\n- Cache performance\n- Pull request frequency and commit activity\n- Team adoption rates\n- Developer output and code contribution rates\n- ROI calculation based on collected metrics\n\n## Why it matters\nDirectly relevant to the \"tokenmaxxing\" debate (see [[Tokenmaxxing]]) — this is how teams produce actual data on whether Claude Code spend is generating proportional productivity gains.\n\n## Related\n- [[Claude Code]]\n- [[Tokenmaxxing]]\n- [[Boris Cherny]] — cited 250% productivity gains at Anthropic scale; this guide enables similar measurement at the team level","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"255736eb-fe8f-4c52-8938-a81a04a8a65d","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"f284b15f-686e-46ed-95cc-6fac5a9ff360","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01W979U2DFVh4kB3bWtpDiBX","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019hVsKwK6b24ZE1LV6VZsYB","name":"Bash","input":{"command":"cat \"/workspace/extra/second-brain/wiki/tools/Claude Desktop Buddy.md\" | head -30","description":"Check existing Claude Desktop Buddy page"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2542,"cache_read_input_tokens":72988,"output_tokens":432,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2542,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":432,"cache_read_input_tokens":72988,"cache_creation_input_tokens":2542,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2542},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw878mFcHULfNPAP6xNK","type":"assistant","uuid":"4e48bddc-ac02-4f10-a2a8-38fcfea730a9","timestamp":"2026-06-11T08:02:59.706Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"4e48bddc-ac02-4f10-a2a8-38fcfea730a9","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019hVsKwK6b24ZE1LV6VZsYB","type":"tool_result","content":"# Claude Desktop Buddy\n\n**Type:** Hardware reference / maker project\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-desktop-buddy\n\n## What it is\nFirmware for an ESP32-based desk pet that communicates with Claude's desktop apps via Bluetooth (Nordic UART Service / BLE). A reference for the Bluetooth API available to makers in Claude Cowork and Claude Code Desktop.\n\n## What it does\n- Displays Claude interactions in real-time: permission prompts, message history, session activity\n- Animated ASCII / GIF characters react to Claude's state (sleeping = idle, working = active session, alert = pending approval, celebration = milestones)\n- Approve or deny Claude requests from the physical device\n\n## The Bluetooth API\nUses Nordic UART Service (BLE). Developers can build their own hardware using the wire protocol docs — the ESP32 firmware is just a reference. Supports \"folder push transport\" and JSON schemas for device-to-app communication.\n\n## Who it's for\nMakers and developers building custom hardware integrations. Requires enabling **developer mode** in Claude's desktop apps. Experimental and not officially supported.\n\n## Related\n- [[Claude Code]] — the desktop app this integrates with","is_error":false}]},"uuid":"ffbbaa7e-7469-4575-880a-a777583a1344","timestamp":"2026-06-11T08:02:59.729Z","toolUseResult":{"stdout":"# Claude Desktop Buddy\n\n**Type:** Hardware reference / maker project\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-desktop-buddy\n\n## What it is\nFirmware for an ESP32-based desk pet that communicates with Claude's desktop apps via Bluetooth (Nordic UART Service / BLE). A reference for the Bluetooth API available to makers in Claude Cowork and Claude Code Desktop.\n\n## What it does\n- Displays Claude interactions in real-time: permission prompts, message history, session activity\n- Animated ASCII / GIF characters react to Claude's state (sleeping = idle, working = active session, alert = pending approval, celebration = milestones)\n- Approve or deny Claude requests from the physical device\n\n## The Bluetooth API\nUses Nordic UART Service (BLE). Developers can build their own hardware using the wire protocol docs — the ESP32 firmware is just a reference. Supports \"folder push transport\" and JSON schemas for device-to-app communication.\n\n## Who it's for\nMakers and developers building custom hardware integrations. Requires enabling **developer mode** in Claude's desktop apps. Experimental and not officially supported.\n\n## Related\n- [[Claude Code]] — the desktop app this integrates with","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"4e48bddc-ac02-4f10-a2a8-38fcfea730a9","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"last-prompt","leafUuid":"ffbbaa7e-7469-4575-880a-a777583a1344","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"ffbbaa7e-7469-4575-880a-a777583a1344","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01TFVmUNbJmHonXANjHK8TaM","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Good - both pages already exist and are reasonable but sparse. The Claude Desktop Buddy page could be enriched with more detail (18 pets, 7 animations, 7 states, GIF character support, controls table), and the Monitoring Guide page could mention the new content about the ROI full guide, sample reports, and prompt templates.\n\nLet me look at the bigger picture: most of the repos I identified are already in the wiki. The sweep is showing repos that got updated (possibly just version bumps, README tweaks, etc.) not necessarily repos with new features.\n\nGiven the previous sweep ingested most of these repos already, here's what I should focus on:\nI need to verify whether the financial services page actually covers the Managed Agent cookbook content and the specific agents like the Pitch Agent. The monitor script is flagging repos with recent commits, so I should check what's genuinely new versus what's already documented. I should check how detailed the Claude for Financial Services page currently is to understand what level of information is already documented there.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1043,"cache_read_input_tokens":75530,"output_tokens":696,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1043,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":696,"cache_read_input_tokens":75530,"cache_creation_input_tokens":1043,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1043},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw87oo1t6BzNsV472Rrh","type":"assistant","uuid":"68fa29b9-87a4-486c-b0bf-2e7e67fbba73","timestamp":"2026-06-11T08:03:15.781Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"68fa29b9-87a4-486c-b0bf-2e7e67fbba73","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01TFVmUNbJmHonXANjHK8TaM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JKkhCZEnBPjjXrkKW8GiW2","name":"Bash","input":{"command":"cat \"/workspace/extra/second-brain/wiki/tools/Claude for Financial Services.md\"","description":"Check existing financial services page"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1043,"cache_read_input_tokens":75530,"output_tokens":696,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1043,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":696,"cache_read_input_tokens":75530,"cache_creation_input_tokens":1043,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1043},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw87oo1t6BzNsV472Rrh","type":"assistant","uuid":"84d0ebd7-21aa-4afc-aa31-1f244cc14d80","timestamp":"2026-06-11T08:03:15.789Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"84d0ebd7-21aa-4afc-aa31-1f244cc14d80","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JKkhCZEnBPjjXrkKW8GiW2","type":"tool_result","content":"# Claude for Financial Services\n\n**Type:** Plugin suite / agent collection\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/financial-services\n**Targets:** Investment banking, equity research, private equity, wealth management, fund admin\n\n## What it is\n\nReference agents, skills, and data connectors for financial-services workflows. Available two ways from the same source:\n- As [Claude Cowork](https://claude.com/product/cowork) plugins (install via plugin manager)\n- As [Claude Managed Agent](https://docs.claude.com/en/api/managed-agents) templates deployed via `/v1/agents` (your own workflow engine)\n\n> ⚠️ Drafts analyst work product for human review. Does not make investment recommendations, execute transactions, bind risk, post to a ledger, or approve onboarding. Every output is staged for sign-off.\n\n## Named agents (end-to-end workflows)\n\nEach agent plugin is self-contained — bundles its own skills.\n\n| Function | Agent | What it does |\n|---|---|---|\n| Coverage & advisory | Pitch Agent | Comps, precedents, LBO → branded pitch deck, end to end |\n| | Meeting Prep Agent | Briefing pack before every client meeting |\n| Research & modeling | Market Researcher | Sector/theme → industry overview, peer comps, ideas shortlist |\n| | Earnings Reviewer | Earnings call + filings → model update → note draft |\n| | Model Builder | DCF, LBO, 3-statement, comps — live in Excel |\n| Fund admin | Valuation Reviewer | GP packages → valuation template → LP reporting |\n| | GL Reconciler | Finds breaks, traces root cause, routes for sign-off |\n| | Month-End Closer | Accruals, roll-forwards, variance commentary |\n| | Statement Auditor | Audits LP statements before distribution |\n| Operations | KYC Screener | Parses onboarding docs, runs rules engine, flags gaps |\n\n## Vertical skill bundles\n\n| Plugin | What it adds |\n|---|---|\n| `financial-analysis` *(core)* | Comps, DCF, LBO, 3-statement, deck QC, Excel audit. All 11 data connectors. Install first. |\n| `investment-banking` | CIMs, teasers, process letters, buyer lists, merger models, deal tracking |\n| `equity-research` | Earnings notes, initiations, model updates, thesis/catalyst tracking |\n| `private-equity` | Sourcing, screening, diligence checklists, IC memos, portfolio monitoring |\n| `wealth-management` | Client reviews, financial plans, rebalancing, reporting, TLH |\n| `fund-admin` | GL recon, break tracing, accruals, roll-forwards, variance commentary, NAV tie-out |\n| `operations` | KYC document parsing and rules-grid evaluation |\n| `lseg` *(partner)* | Bond RV, swap curves, FX carry, options vol, macro-rates on LSEG data |\n| `sp-global` *(partner)* | Tear sheets, earnings previews, funding digests on S&P Capital IQ |\n\n## Slash commands (via `financial-analysis` core)\n\n`/comps`, `/dcf`, `/earnings`, `/ic-memo` and more.\n\n## Installation\n\n```bash\n# Cowork: paste repo URL in Settings → Plugins → Add plugin\n# https://github.com/anthropics/financial-services\n\n# Claude Code\nclaude plugin marketplace add anthropics/financial-services\nclaude plugin install financial-analysis@claude-for-financial-services # install core first\nclaude plugin install pitch-agent@claude-for-financial-services\nclaude plugin install gl-reconciler@claude-for-financial-services\n\n# Managed Agents\nexport ANTHROPIC_API_KEY=sk-ant-...\nscripts/deploy-managed-agent.sh gl-reconciler\n```\n\n## Managed Agents deployment\n\nEach `managed-agent-cookbooks//` directory has an `agent.yaml`, leaf-worker subagents, and steering-event examples. The deploy script resolves file references, uploads skills, creates subagents, and POSTs the orchestrator to `/v1/agents`. Uses the same system prompt and skills as the Cowork plugin counterpart.\n\n> Note: Subagent delegation (`callable_agents`) is a research preview.\n\n## Related\n\n- [[Managed Agents]] — the underlying Anthropic hosted orchestration platform\n- [[Claude for Legal]] — similar vertical-specific plugin suite (legal)\n- [[Claude for Life Sciences]] — similar vertical-specific plugin suite (life sciences)\n- [[Claude for Healthcare]] — similar vertical-specific plugin suite (healthcare)\n- [[Knowledge Work Plugins]] — broader knowledge worker plugin collection\n- [[Claude Plugins Official]] — the plugin marketplace","is_error":false}]},"uuid":"166e24f5-8774-4e20-acf0-9763676f824f","timestamp":"2026-06-11T08:03:15.823Z","toolUseResult":{"stdout":"# Claude for Financial Services\n\n**Type:** Plugin suite / agent collection\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/financial-services\n**Targets:** Investment banking, equity research, private equity, wealth management, fund admin\n\n## What it is\n\nReference agents, skills, and data connectors for financial-services workflows. Available two ways from the same source:\n- As [Claude Cowork](https://claude.com/product/cowork) plugins (install via plugin manager)\n- As [Claude Managed Agent](https://docs.claude.com/en/api/managed-agents) templates deployed via `/v1/agents` (your own workflow engine)\n\n> ⚠️ Drafts analyst work product for human review. Does not make investment recommendations, execute transactions, bind risk, post to a ledger, or approve onboarding. Every output is staged for sign-off.\n\n## Named agents (end-to-end workflows)\n\nEach agent plugin is self-contained — bundles its own skills.\n\n| Function | Agent | What it does |\n|---|---|---|\n| Coverage & advisory | Pitch Agent | Comps, precedents, LBO → branded pitch deck, end to end |\n| | Meeting Prep Agent | Briefing pack before every client meeting |\n| Research & modeling | Market Researcher | Sector/theme → industry overview, peer comps, ideas shortlist |\n| | Earnings Reviewer | Earnings call + filings → model update → note draft |\n| | Model Builder | DCF, LBO, 3-statement, comps — live in Excel |\n| Fund admin | Valuation Reviewer | GP packages → valuation template → LP reporting |\n| | GL Reconciler | Finds breaks, traces root cause, routes for sign-off |\n| | Month-End Closer | Accruals, roll-forwards, variance commentary |\n| | Statement Auditor | Audits LP statements before distribution |\n| Operations | KYC Screener | Parses onboarding docs, runs rules engine, flags gaps |\n\n## Vertical skill bundles\n\n| Plugin | What it adds |\n|---|---|\n| `financial-analysis` *(core)* | Comps, DCF, LBO, 3-statement, deck QC, Excel audit. All 11 data connectors. Install first. |\n| `investment-banking` | CIMs, teasers, process letters, buyer lists, merger models, deal tracking |\n| `equity-research` | Earnings notes, initiations, model updates, thesis/catalyst tracking |\n| `private-equity` | Sourcing, screening, diligence checklists, IC memos, portfolio monitoring |\n| `wealth-management` | Client reviews, financial plans, rebalancing, reporting, TLH |\n| `fund-admin` | GL recon, break tracing, accruals, roll-forwards, variance commentary, NAV tie-out |\n| `operations` | KYC document parsing and rules-grid evaluation |\n| `lseg` *(partner)* | Bond RV, swap curves, FX carry, options vol, macro-rates on LSEG data |\n| `sp-global` *(partner)* | Tear sheets, earnings previews, funding digests on S&P Capital IQ |\n\n## Slash commands (via `financial-analysis` core)\n\n`/comps`, `/dcf`, `/earnings`, `/ic-memo` and more.\n\n## Installation\n\n```bash\n# Cowork: paste repo URL in Settings → Plugins → Add plugin\n# https://github.com/anthropics/financial-services\n\n# Claude Code\nclaude plugin marketplace add anthropics/financial-services\nclaude plugin install financial-analysis@claude-for-financial-services # install core first\nclaude plugin install pitch-agent@claude-for-financial-services\nclaude plugin install gl-reconciler@claude-for-financial-services\n\n# Managed Agents\nexport ANTHROPIC_API_KEY=sk-ant-...\nscripts/deploy-managed-agent.sh gl-reconciler\n```\n\n## Managed Agents deployment\n\nEach `managed-agent-cookbooks//` directory has an `agent.yaml`, leaf-worker subagents, and steering-event examples. The deploy script resolves file references, uploads skills, creates subagents, and POSTs the orchestrator to `/v1/agents`. Uses the same system prompt and skills as the Cowork plugin counterpart.\n\n> Note: Subagent delegation (`callable_agents`) is a research preview.\n\n## Related\n\n- [[Managed Agents]] — the underlying Anthropic hosted orchestration platform\n- [[Claude for Legal]] — similar vertical-specific plugin suite (legal)\n- [[Claude for Life Sciences]] — similar vertical-specific plugin suite (life sciences)\n- [[Claude for Healthcare]] — similar vertical-specific plugin suite (healthcare)\n- [[Knowledge Work Plugins]] — broader knowledge worker plugin collection\n- [[Claude Plugins Official]] — the plugin marketplace","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"84d0ebd7-21aa-4afc-aa31-1f244cc14d80","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"22d8f9c2-f885-4239-a36c-9e01af1a1cca","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01693qx8tP2iELXsghNqwUys","type":"tool_result","content":"# Defending Code Reference Harness\n\n**Type:** Security automation reference implementation\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/defending-code-reference-harness\n**Status:** Not actively maintained (reference/adapt only, not a finished product)\n**Managed alternative:** Claude Security (Anthropic's hosted product)\n\n## What it is\n\nReference implementation for autonomous vulnerability discovery and human-reviewed remediation using Claude. Complete pipeline from threat modeling through patching. Designed to be adapted, not deployed as-is.\n\n## Claude Code Skills\n\n| Skill | What it does |\n|---|---|\n| `/quickstart` | Interactive orientation |\n| `/threat-model` | Scoping vulnerabilities, mapping trust boundaries |\n| `/vuln-scan` | Static scanning for issues |\n| `/triage` | Verification, deduplication, ranking |\n| `/patch` | Fix generation + verification |\n| `/customize` | Porting the pipeline to your codebase/stack |\n\n## Ramp-up timeline\n\n**Day 1 — Interactive skills (file-safe)**\nAll read/write to your repo; every action requires user approval.\n```bash\nexport CLAUDE_CODE_SUBAGENT_MODEL=\nclaude\n> /quickstart\n> /threat-model bootstrap targets/canary\n> /vuln-scan targets/canary\n> /triage targets/canary/VULN-FINDINGS.json\n> /patch ./TRIAGE.json --repo targets/canary\n```\n\n**Day 2 — Autonomous pipeline**\nRuns parallel agents in gVisor-sandboxed Docker containers. **Executes target code** — sandboxing is mandatory.\n```bash\nbin/vp-sandboxed recon drlibs --model \n./scripts/setup_sandbox.sh # one-time setup\nbin/vp-sandboxed run drlibs --model --runs 3 --parallel --stream\n```\n\n**Days 3–5 — Customization**\nUse `/customize` to port to your codebase. Swap: detector (ASAN → exceptions, file signatures, HTTP sequences), PoC format, build environment.\n\n**Week 2+ — Continuous operations**\nOngoing recon → run → triage → patch cycles. Triage collapses duplicates and re-ranks. Patch generates fixes, verifies via executable testing or static review.\n\n## Best practices (from Anthropic)\n\n- **Avoid over-scaffolding:** Give the model the target and goal; lengthy instructions encourage pattern-matching rather than reasoning\n- **Partition search space:** Recon first, divide work across parallel agents — prevents convergence on shallow bugs\n- **Invest in verification:** Layer programmatic gates (sanitizer signals, parse validation, reproducibility) before agent grading in clean sandboxes\n- **Provide context:** Design docs, git history, architectural diagrams alongside source code improve results\n- **Run multiple passes:** Union results from multiple runs rather than trusting single executions for severity calibration\n\n## Advanced strategies\n\n- **Legacy triage:** Point at existing backlogs to downgrade/disprove stale items before hunting new vulns\n- **Live environments:** Provide running HTTP endpoints, databases, logs — enables context-aware exploit chaining beyond static analysis\n- **Judge agent filtering:** Critique-and-arbitration loop for large finding volumes\n- **Open-source disclosure:** Route validated Critical/High through coordination bodies; hold Low/Medium until disclosure windows open\n- **Iterative development:** Start scanning and refactor based on real results, don't design the perfect pipeline upfront\n\n## Key files\n\n- `bin/vp-sandboxed` — main CLI for the autonomous pipeline\n- `scripts/setup_sandbox.sh` — one-time gVisor sandbox setup\n- `harness/` — autonomous reference pipeline (recon → discovery → verification → reporting → patching)\n- `.claude/skills/` — interactive Claude Code skills\n- `targets/` — reference target codebases with Dockerfiles\n- `docs/` — detailed docs for each component (threat-model, pipeline, security, triage, patching, best-practices, troubleshooting)\n\n## Related\n\n- [[Claude Code Security Review]] — GitHub Action for PR-level security scanning (simpler, no sandboxing)\n- [[Scone Bench]] — Anthropic's smart-contract vulnerability benchmark\n- [[Claude Code Action]] — broader GitHub Action integration\n- [[Claude Code]]","is_error":false}]},"uuid":"7eee8078-9e67-4d66-bd8f-dc7fd62bee12","timestamp":"2026-06-11T08:03:16.045Z","toolUseResult":{"stdout":"# Defending Code Reference Harness\n\n**Type:** Security automation reference implementation\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/defending-code-reference-harness\n**Status:** Not actively maintained (reference/adapt only, not a finished product)\n**Managed alternative:** Claude Security (Anthropic's hosted product)\n\n## What it is\n\nReference implementation for autonomous vulnerability discovery and human-reviewed remediation using Claude. Complete pipeline from threat modeling through patching. Designed to be adapted, not deployed as-is.\n\n## Claude Code Skills\n\n| Skill | What it does |\n|---|---|\n| `/quickstart` | Interactive orientation |\n| `/threat-model` | Scoping vulnerabilities, mapping trust boundaries |\n| `/vuln-scan` | Static scanning for issues |\n| `/triage` | Verification, deduplication, ranking |\n| `/patch` | Fix generation + verification |\n| `/customize` | Porting the pipeline to your codebase/stack |\n\n## Ramp-up timeline\n\n**Day 1 — Interactive skills (file-safe)**\nAll read/write to your repo; every action requires user approval.\n```bash\nexport CLAUDE_CODE_SUBAGENT_MODEL=\nclaude\n> /quickstart\n> /threat-model bootstrap targets/canary\n> /vuln-scan targets/canary\n> /triage targets/canary/VULN-FINDINGS.json\n> /patch ./TRIAGE.json --repo targets/canary\n```\n\n**Day 2 — Autonomous pipeline**\nRuns parallel agents in gVisor-sandboxed Docker containers. **Executes target code** — sandboxing is mandatory.\n```bash\nbin/vp-sandboxed recon drlibs --model \n./scripts/setup_sandbox.sh # one-time setup\nbin/vp-sandboxed run drlibs --model --runs 3 --parallel --stream\n```\n\n**Days 3–5 — Customization**\nUse `/customize` to port to your codebase. Swap: detector (ASAN → exceptions, file signatures, HTTP sequences), PoC format, build environment.\n\n**Week 2+ — Continuous operations**\nOngoing recon → run → triage → patch cycles. Triage collapses duplicates and re-ranks. Patch generates fixes, verifies via executable testing or static review.\n\n## Best practices (from Anthropic)\n\n- **Avoid over-scaffolding:** Give the model the target and goal; lengthy instructions encourage pattern-matching rather than reasoning\n- **Partition search space:** Recon first, divide work across parallel agents — prevents convergence on shallow bugs\n- **Invest in verification:** Layer programmatic gates (sanitizer signals, parse validation, reproducibility) before agent grading in clean sandboxes\n- **Provide context:** Design docs, git history, architectural diagrams alongside source code improve results\n- **Run multiple passes:** Union results from multiple runs rather than trusting single executions for severity calibration\n\n## Advanced strategies\n\n- **Legacy triage:** Point at existing backlogs to downgrade/disprove stale items before hunting new vulns\n- **Live environments:** Provide running HTTP endpoints, databases, logs — enables context-aware exploit chaining beyond static analysis\n- **Judge agent filtering:** Critique-and-arbitration loop for large finding volumes\n- **Open-source disclosure:** Route validated Critical/High through coordination bodies; hold Low/Medium until disclosure windows open\n- **Iterative development:** Start scanning and refactor based on real results, don't design the perfect pipeline upfront\n\n## Key files\n\n- `bin/vp-sandboxed` — main CLI for the autonomous pipeline\n- `scripts/setup_sandbox.sh` — one-time gVisor sandbox setup\n- `harness/` — autonomous reference pipeline (recon → discovery → verification → reporting → patching)\n- `.claude/skills/` — interactive Claude Code skills\n- `targets/` — reference target codebases with Dockerfiles\n- `docs/` — detailed docs for each component (threat-model, pipeline, security, triage, patching, best-practices, troubleshooting)\n\n## Related\n\n- [[Claude Code Security Review]] — GitHub Action for PR-level security scanning (simpler, no sandboxing)\n- [[Scone Bench]] — Anthropic's smart-contract vulnerability benchmark\n- [[Claude Code Action]] — broader GitHub Action integration\n- [[Claude Code]]","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"22d8f9c2-f885-4239-a36c-9e01af1a1cca","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"7eee8078-9e67-4d66-bd8f-dc7fd62bee12","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01Apu1cZFd99K6Svc7zsumte","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The existing wiki pages are comprehensive and current. The sweep is showing mostly repos that already have detailed wiki pages. The repos that are updated today are likely just getting minor commits, not major new features.\n\nLet me check the Wiki Ingest Log to understand the last time each of these was ingested, and also read the Claude Desktop Buddy page to see what might be worth updating.\n\nActually, I think the most useful thing to do here is:\n\n1. Check a few that might have genuinely new content not captured in previous sweeps\n2. Update the pages that are missing notable content\n3. Update the Ingest Log with sweep #20\n\nFrom my reading so far, the pages that could use enrichment are:\n- **Claude Desktop Buddy** - The existing page is sparse compared to the README's detail about 7 states, 18 ASCII pets, GIF character support, and BLE controls table. Worth enriching.\n- **Claude Code Monitoring Guide** - The existing page is sparse but accurate. The README has more detail about what's included like docker-compose, prometheus config, sample reports, and report-generation prompt. Could be enriched.\n\nBut I need to figure out whether these repos are genuinely updated today or just showing up due to timestamp quirks. The monitor checks repos updated since the last run, so if the last run was yesterday, any commit in the last 24 hours would show up. For repos that already have solid wiki coverage, I should focus on whether there's actually new content worth capturing.\n\nThe most valuable additions I've found that aren't already documented at the right level of detail are the **ralph-loop** and **hookify** plugins, which only get passing mentions on the Plugins Official page without dedicated pages. Ralph-loop in particular is interesting—it's a stop hook that intercepts Claude's exit attempts to create a persistent self-referential loop by restarting until a completion phrase is detected, which is genuinely useful for autonomous tasks.\n\nHookify is equally practical, letting you create custom hooks from natural language descriptions or conversation patterns using markdown config files and regex matching, with no coding required. Both deserve brief dedicated pages, so I should create those and update the relevant index pages. Let me first verify whether pages for these already exist.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2922,"cache_read_input_tokens":76573,"output_tokens":820,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2922,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":820,"cache_read_input_tokens":76573,"cache_creation_input_tokens":2922,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2922},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw891YyF5HS4E19cKN7z","type":"assistant","uuid":"010dcce6-82f1-46ce-b66f-ae1b37c2a9df","timestamp":"2026-06-11T08:03:35.503Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridesce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{"parentUuid":"c88bd786-7e95-4e73-ae32-b9ede9377d98","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01F3YHDDYt7BL9Qm6Hxptcof","type":"tool_result","content":"## 2026-05-26 (afternoon, sweep #6)\n- **Anthropic GitHub sweep #6** — 17 repos updated. 1 new ingested: Defending Code Reference Harness. Skipped: coursework, generic SDKs, financial-services.\n\n## 2026-05-26 (morning, sweep #5)\n- **Anthropic GitHub sweep #5** — 23 repos updated. 2 new ingested: Claude for Life Sciences, Claude for Healthcare. Skipped: coursework, generic SDKs, financial-services (internal).\n\n## 2026-05-26 (overnight queue)\n- **AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now** — Ingested (May 25, 2026). Created pages for: 4 AI Digital Employees Framework, Nufar Gaspar, source page. Updated: Nathaniel Whittemore, Home index. No transcript available; used Apple Podcasts metadata.\n\n## 2026-05-25 (late)\n- **Authority Hacker - Claude Code Setup Roast** — Ingested (May 21, 2026). Created pages for: Gael Breton, Mark Webster, Claude Code Drift Problem, source page. Updated: Claude Code, Home index. Also confirmed Authority Hacker YouTube channel ID for monitoring.\n\n## 2026-05-25 (night, sweep #4)\n- **Anthropic GitHub sweep #4** — 20 repos updated. 3 new ingested: Long-Running Agent Primitives, Claude Plugins Community, Anthropic CLI. Skipped: SDK variants (C#, Go, TypeScript), cwc-workshops (coursework), financial-services (internal).\n\n## 2026-05-25 (night, sweep #3)\n- **Anthropic GitHub sweep #3** — 30 repos updated. 3 new ingested: Claude Code Monitoring Guide, GitHub MCP Server, Devcontainer Features. Skipped: sycophancy-to-subterfuge-paper (pure research), redis-py/orjson/anthropic-sdk-python (infra forks), coursework repos.\n\n## 2026-05-25 (night)\n- **Anthropic GitHub sweep #2** — 17 repos updated since last check. 3 new: HTML Effectiveness Examples, Claude Constitution, Claude Agent SDK TypeScript. Created pages for all three. Updated Home index.\n\n## 2026-05-25 (evening)\n- **Big Technology Podcast - Boris Cherny Claude Code** — Ingested (May 20, 2026). Created pages for: Boris Cherny, Alex Kantrowitz, Tokenmaxxing, Saaspocalypse. Updated: Claude Code, Home index.\n\n## 2026-05-25\n- **Behind the Craft - Ryan Carson Episode** — Ingested tools and workflow details from podcast episode (May 24, 2026). Created pages for: Devin, OpenClaw, ClawChief, Claude Code, Codex, Sentry, Tailscale, Ryan Carson, Peter Yang.\n- **AI Daily Brief - Why Agents Still Need Humans** + **Dan Shipper - After Automation Essay** — Ingested episode and its primary source (May 24/21, 2026). Created pages for: Human Sandwich Model, Dan Shipper, Nathaniel Whittemore. Updated: Claude Code, Codex.\n- **Behind the Craft - Ravi Mehta Context Engineering** — Ingested (May 3, 2026). Created pages for: 3-Layer Context Engineering System, Ravi Mehta, Figma, Granola, Wispr Flow, Linear. Full chapter timestamps with YouTube deep links.\n- **Anthropic GitHub repos sweep** — Checked 18 repos updated May 25, 2026. Ingested 10 relevant repos. Created pages for: Anthropic Skills Repo, Claude Plugins Official, Knowledge Work Plugins, Claude for Legal, Claude Agent SDK Demos, Claude Cookbooks, Claude Quickstarts, Claude Code Action, Claude Code Security Review, Claude Desktop Buddy. Skipped: connect-rust (infra), courses/cwc-workshops/prompt-eng-tutorial (coursework), financial-services (internal), anthropic-sdk-python (generic SDK).","is_error":false}]},"uuid":"0487b9fa-4e62-4471-bf70-53aecdebae4d","timestamp":"2026-06-11T08:03:36.049Z","toolUseResult":{"stdout":"## 2026-05-26 (afternoon, sweep #6)\n- **Anthropic GitHub sweep #6** — 17 repos updated. 1 new ingested: Defending Code Reference Harness. Skipped: coursework, generic SDKs, financial-services.\n\n## 2026-05-26 (morning, sweep #5)\n- **Anthropic GitHub sweep #5** — 23 repos updated. 2 new ingested: Claude for Life Sciences, Claude for Healthcare. Skipped: coursework, generic SDKs, financial-services (internal).\n\n## 2026-05-26 (overnight queue)\n- **AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now** — Ingested (May 25, 2026). Created pages for: 4 AI Digital Employees Framework, Nufar Gaspar, source page. Updated: Nathaniel Whittemore, Home index. No transcript available; used Apple Podcasts metadata.\n\n## 2026-05-25 (late)\n- **Authority Hacker - Claude Code Setup Roast** — Ingested (May 21, 2026). Created pages for: Gael Breton, Mark Webster, Claude Code Drift Problem, source page. Updated: Claude Code, Home index. Also confirmed Authority Hacker YouTube channel ID for monitoring.\n\n## 2026-05-25 (night, sweep #4)\n- **Anthropic GitHub sweep #4** — 20 repos updated. 3 new ingested: Long-Running Agent Primitives, Claude Plugins Community, Anthropic CLI. Skipped: SDK variants (C#, Go, TypeScript), cwc-workshops (coursework), financial-services (internal).\n\n## 2026-05-25 (night, sweep #3)\n- **Anthropic GitHub sweep #3** — 30 repos updated. 3 new ingested: Claude Code Monitoring Guide, GitHub MCP Server, Devcontainer Features. Skipped: sycophancy-to-subterfuge-paper (pure research), redis-py/orjson/anthropic-sdk-python (infra forks), coursework repos.\n\n## 2026-05-25 (night)\n- **Anthropic GitHub sweep #2** — 17 repos updated since last check. 3 new: HTML Effectiveness Examples, Claude Constitution, Claude Agent SDK TypeScript. Created pages for all three. Updated Home index.\n\n## 2026-05-25 (evening)\n- **Big Technology Podcast - Boris Cherny Claude Code** — Ingested (May 20, 2026). Created pages for: Boris Cherny, Alex Kantrowitz, Tokenmaxxing, Saaspocalypse. Updated: Claude Code, Home index.\n\n## 2026-05-25\n- **Behind the Craft - Ryan Carson Episode** — Ingested tools and workflow details from podcast episode (May 24, 2026). Created pages for: Devin, OpenClaw, ClawChief, Claude Code, Codex, Sentry, Tailscale, Ryan Carson, Peter Yang.\n- **AI Daily Brief - Why Agents Still Need Humans** + **Dan Shipper - After Automation Essay** — Ingested episode and its primary source (May 24/21, 2026). Created pages for: Human Sandwich Model, Dan Shipper, Nathaniel Whittemore. Updated: Claude Code, Codex.\n- **Behind the Craft - Ravi Mehta Context Engineering** — Ingested (May 3, 2026). Created pages for: 3-Layer Context Engineering System, Ravi Mehta, Figma, Granola, Wispr Flow, Linear. Full chapter timestamps with YouTube deep links.\n- **Anthropic GitHub repos sweep** — Checked 18 repos updated May 25, 2026. Ingested 10 relevant repos. Created pages for: Anthropic Skills Repo, Claude Plugins Official, Knowledge Work Plugins, Claude for Legal, Claude Agent SDK Demos, Claude Cookbooks, Claude Quickstarts, Claude Code Action, Claude Code Security Review, Claude Desktop Buddy. Skipped: connect-rust (infra), courses/cwc-workshops/prompt-eng-tutorial (coursework), financial-services (internal), anthropic-sdk-python (generic SDK).","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"c88bd786-7e95-4e73-ae32-b9ede9377d98","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"0487b9fa-4e62-4471-bf70-53aecdebae4d","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01MNcZmhgRW1bHzG31qEGf4p","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Looking at the ingest log, the most recent sweeps have been ingesting repos. Sweep #19 was the last one (done in the previous session). Now we're doing sweep #20.\n\nMost of the repos showing up in sweep #20 are already ingested in previous sweeps. The question is whether there's meaningful NEW content since the last sweep (#19).\n\nLet me focus on what's genuinely worth documenting:\n\n1. **Ralph Loop plugin** - no dedicated page, worth creating (mentioned in Plugins Official briefly)\n2. **Hookify plugin** - no dedicated page, worth creating (mentioned in Plugins Official briefly)\n3. Everything else is already well covered by existing pages, so I'll focus on creating dedicated pages for these two and updating the log.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1899,"cache_read_input_tokens":79495,"output_tokens":523,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1899,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":523,"cache_read_input_tokens":79495,"cache_creation_input_tokens":1899,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1899},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8AV6xGiCmP18sh8UwW","type":"assistant","uuid":"57ac6302-577d-401c-86b0-aa13a271ca8d","timestamp":"2026-06-11T08:03:45.873Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"57ac6302-577d-401c-86b0-aa13a271ca8d","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01MNcZmhgRW1bHzG31qEGf4p","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HYoe92i6Go2TQWqmxEvhKQ","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/claude-plugins-official/main/plugins/hookify/README.md 2>/dev/null | tail -100","description":"Get rest of hookify README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1899,"cache_read_input_tokens":79495,"output_tokens":523,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1899,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":523,"cache_read_input_tokens":79495,"cache_creation_input_tokens":1899,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1899},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8AV6xGiCmP18sh8UwW","type":"assistant","uuid":"26a43423-a2b6-432e-967e-707bb90ab825","timestamp":"2026-06-11T08:03:46.058Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"26a43423-a2b6-432e-967e-707bb90ab825","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HYoe92i6Go2TQWqmxEvhKQ","type":"tool_result","content":"- `starts_with`: String starts with pattern\n- `ends_with`: String ends with pattern\n\n### Field Reference\n\n**For bash events:**\n- `command`: The bash command string\n\n**For file events:**\n- `file_path`: Path to file being edited\n- `new_text`: New content being added (Edit, Write)\n- `old_text`: Old content being replaced (Edit only)\n- `content`: File content (Write only)\n\n**For prompt events:**\n- `user_prompt`: The user's submitted prompt text\n\n**For stop events:**\n- Use general matching on session state\n\n## Management\n\n### Enable/Disable Rules\n\n**Temporarily disable:**\nEdit the `.local.md` file and set `enabled: false`\n\n**Re-enable:**\nSet `enabled: true`\n\n**Or use interactive tool:**\n```\n/hookify:configure\n```\n\n### Delete Rules\n\nSimply delete the `.local.md` file:\n```bash\nrm .claude/hookify.my-rule.local.md\n```\n\n### View All Rules\n\n```\n/hookify:list\n```\n\n## Installation\n\nThis plugin is part of the Claude Code Marketplace. It should be auto-discovered when the marketplace is installed.\n\n**Manual testing:**\n```bash\ncc --plugin-dir /path/to/hookify\n```\n\n## Requirements\n\n- Python 3.7+\n- No external dependencies (uses stdlib only)\n\n## Troubleshooting\n\n**Rule not triggering:**\n1. Check rule file exists in `.claude/` directory (in project root, not plugin directory)\n2. Verify `enabled: true` in frontmatter\n3. Test regex pattern separately\n4. Rules should work immediately - no restart needed\n5. Try `/hookify:list` to see if rule is loaded\n\n**Import errors:**\n- Ensure Python 3 is available: `python3 --version`\n- Check hookify plugin is installed\n\n**Pattern not matching:**\n- Test regex: `python3 -c \"import re; print(re.search(r'pattern', 'text'))\"`\n- Use unquoted patterns in YAML to avoid escaping issues\n- Start simple, then add complexity\n\n**Hook seems slow:**\n- Keep patterns simple (avoid complex regex)\n- Use specific event types (bash, file) instead of \"all\"\n- Limit number of active rules\n\n## Contributing\n\nFound a useful rule pattern? Consider sharing example files via PR!\n\n## Future Enhancements\n\n- Severity levels (error/warning/info distinctions)\n- Rule templates library\n- Interactive pattern builder\n- Hook testing utilities\n- JSON format support (in addition to markdown)\n\n## License\n\nMIT License","is_error":false}]},"uuid":"5b9b785f-7957-48d6-8ddb-ea53a108bfa4","timestamp":"2026-06-11T08:03:46.153Z","toolUseResult":{"stdout":"- `starts_with`: String starts with pattern\n- `ends_with`: String ends with pattern\n\n### Field Reference\n\n**For bash events:**\n- `command`: The bash command string\n\n**For file events:**\n- `file_path`: Path to file being edited\n- `new_text`: New content being added (Edit, Write)\n- `old_text`: Old content being replaced (Edit only)\n- `content`: File content (Write only)\n\n**For prompt events:**\n- `user_prompt`: The user's submitted prompt text\n\n**For stop events:**\n- Use general matching on session state\n\n## Management\n\n### Enable/Disable Rules\n\n**Temporarily disable:**\nEdit the `.local.md` file and set `enabled: false`\n\n**Re-enable:**\nSet `enabled: true`\n\n**Or use interactive tool:**\n```\n/hookify:configure\n```\n\n### Delete Rules\n\nSimply delete the `.local.md` file:\n```bash\nrm .claude/hookify.my-rule.local.md\n```\n\n### View All Rules\n\n```\n/hookify:list\n```\n\n## Installation\n\nThis plugin is part of the Claude Code Marketplace. It should be auto-discovered when the marketplace is installed.\n\n**Manual testing:**\n```bash\ncc --plugin-dir /path/to/hookify\n```\n\n## Requirements\n\n- Python 3.7+\n- No external dependencies (uses stdlib only)\n\n## Troubleshooting\n\n**Rule not triggering:**\n1. Check rule file exists in `.claude/` directory (in project root, not plugin directory)\n2. Verify `enabled: true` in frontmatter\n3. Test regex pattern separately\n4. Rules should work immediately - no restart needed\n5. Try `/hookify:list` to see if rule is loaded\n\n**Import errors:**\n- Ensure Python 3 is available: `python3 --version`\n- Check hookify plugin is installed\n\n**Pattern not matching:**\n- Test regex: `python3 -c \"import re; print(re.search(r'pattern', 'text'))\"`\n- Use unquoted patterns in YAML to avoid escaping issues\n- Start simple, then add complexity\n\n**Hook seems slow:**\n- Keep patterns simple (avoid complex regex)\n- Use specific event types (bash, file) instead of \"all\"\n- Limit number of active rules\n\n## Contributing\n\nFound a useful rule pattern? Consider sharing example files via PR!\n\n## Future Enhancements\n\n- Severity levels (error/warning/info distinctions)\n- Rule templates library\n- Interactive pattern builder\n- Hook testing utilities\n- JSON format support (in addition to markdown)\n\n## License\n\nMIT License","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"26a43423-a2b6-432e-967e-707bb90ab825","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"5b9b785f-7957-48d6-8ddb-ea53a108bfa4","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01MNcZmhgRW1bHzG31qEGf4p","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01P6coPWEtM3kK7BpVeRpd9i","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/claude-plugins-official/main/plugins/ralph-loop/README.md 2>/dev/null | tail -100","description":"Get rest of ralph-loop README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1899,"cache_read_input_tokens":79495,"output_tokens":523,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1899,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":523,"cache_read_input_tokens":79495,"cache_creation_input_tokens":1899,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1899},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8AV6xGiCmP18sh8UwW","type":"assistant","uuid":"d2e9b5d7-98a6-427a-a8d4-53d263072d5a","timestamp":"2026-06-11T08:03:47.390Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"d2e9b5d7-98a6-427a-a8d4-53d263072d5a","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01P6coPWEtM3kK7BpVeRpd9i","type":"tool_result","content":"Phase 3: Shopping cart (add/remove, tests)\n\nOutput COMPLETE when all phases done.\n```\n\n### 3. Self-Correction\n\n❌ Bad: \"Write code for feature X.\"\n\n✅ Good:\n```markdown\nImplement feature X following TDD:\n1. Write failing tests\n2. Implement feature\n3. Run tests\n4. If any fail, debug and fix\n5. Refactor if needed\n6. Repeat until all green\n7. Output: COMPLETE\n```\n\n### 4. Escape Hatches\n\nAlways use `--max-iterations` as a safety net to prevent infinite loops on impossible tasks:\n\n```bash\n# Recommended: Always set a reasonable iteration limit\n/ralph-loop \"Try to implement feature X\" --max-iterations 20\n\n# In your prompt, include what to do if stuck:\n# \"After 15 iterations, if not complete:\n# - Document what's blocking progress\n# - List what was attempted\n# - Suggest alternative approaches\"\n```\n\n**Note**: The `--completion-promise` uses exact string matching, so you cannot use it for multiple completion conditions (like \"SUCCESS\" vs \"BLOCKED\"). Always rely on `--max-iterations` as your primary safety mechanism.\n\n## Philosophy\n\nRalph embodies several key principles:\n\n### 1. Iteration > Perfection\nDon't aim for perfect on first try. Let the loop refine the work.\n\n### 2. Failures Are Data\n\"Deterministically bad\" means failures are predictable and informative. Use them to tune prompts.\n\n### 3. Operator Skill Matters\nSuccess depends on writing good prompts, not just having a good model.\n\n### 4. Persistence Wins\nKeep trying until success. The loop handles retry logic automatically.\n\n## When to Use Ralph\n\n**Good for:**\n- Well-defined tasks with clear success criteria\n- Tasks requiring iteration and refinement (e.g., getting tests to pass)\n- Greenfield projects where you can walk away\n- Tasks with automatic verification (tests, linters)\n\n**Not good for:**\n- Tasks requiring human judgment or design decisions\n- One-shot operations\n- Tasks with unclear success criteria\n- Production debugging (use targeted debugging instead)\n\n## Real-World Results\n\n- Successfully generated 6 repositories overnight in Y Combinator hackathon testing\n- One $50k contract completed for $297 in API costs\n- Created entire programming language (\"cursed\") over 3 months using this approach\n\n## Windows Compatibility\n\nThe stop hook uses a bash script that requires Git for Windows to run properly.\n\n**Issue**: On Windows, the `bash` command may resolve to WSL bash (often misconfigured) instead of Git Bash, causing the hook to fail with errors like:\n- `wsl: Unknown key 'automount.crossDistro'`\n- `execvpe(/bin/bash) failed: No such file or directory`\n\n**Workaround**: Edit the cached plugin's `hooks/hooks.json` to use Git Bash explicitly:\n\n```json\n\"command\": \"\\\"C:/Program Files/Git/bin/bash.exe\\\" ${CLAUDE_PLUGIN_ROOT}/hooks/stop-hook.sh\"\n```\n\n**Location**: `~/.claude/plugins/cache/claude-plugins-official/ralph-wiggum//hooks/hooks.json`\n\n**Note**: Use `Git/bin/bash.exe` (the wrapper with proper PATH), not `Git/usr/bin/bash.exe` (raw MinGW bash without utilities in PATH).\n\n## Learn More\n\n- Original technique: https://ghuntley.com/ralph/\n- Ralph Orchestrator: https://github.com/mikeyobrien/ralph-orchestrator\n\n## For Help\n\nRun `/help` in Claude Code for detailed command reference and examples.","is_error":false}]},"uuid":"efb79129-a6c2-48a0-8840-7fc936acc6ad","timestamp":"2026-06-11T08:03:47.492Z","toolUseResult":{"stdout":"Phase 3: Shopping cart (add/remove, tests)\n\nOutput COMPLETE when all phases done.\n```\n\n### 3. Self-Correction\n\n❌ Bad: \"Write code for feature X.\"\n\n✅ Good:\n```markdown\nImplement feature X following TDD:\n1. Write failing tests\n2. Implement feature\n3. Run tests\n4. If any fail, debug and fix\n5. Refactor if needed\n6. Repeat until all green\n7. Output: COMPLETE\n```\n\n### 4. Escape Hatches\n\nAlways use `--max-iterations` as a safety net to prevent infinite loops on impossible tasks:\n\n```bash\n# Recommended: Always set a reasonable iteration limit\n/ralph-loop \"Try to implement feature X\" --max-iterations 20\n\n# In your prompt, include what to do if stuck:\n# \"After 15 iterations, if not complete:\n# - Document what's blocking progress\n# - List what was attempted\n# - Suggest alternative approaches\"\n```\n\n**Note**: The `--completion-promise` uses exact string matching, so you cannot use it for multiple completion conditions (like \"SUCCESS\" vs \"BLOCKED\"). Always rely on `--max-iterations` as your primary safety mechanism.\n\n## Philosophy\n\nRalph embodies several key principles:\n\n### 1. Iteration > Perfection\nDon't aim for perfect on first try. Let the loop refine the work.\n\n### 2. Failures Are Data\n\"Deterministically bad\" means failures are predictable and informative. Use them to tune prompts.\n\n### 3. Operator Skill Matters\nSuccess depends on writing good prompts, not just having a good model.\n\n### 4. Persistence Wins\nKeep trying until success. The loop handles retry logic automatically.\n\n## When to Use Ralph\n\n**Good for:**\n- Well-defined tasks with clear success criteria\n- Tasks requiring iteration and refinement (e.g., getting tests to pass)\n- Greenfield projects where you can walk away\n- Tasks with automatic verification (tests, linters)\n\n**Not good for:**\n- Tasks requiring human judgment or design decisions\n- One-shot operations\n- Tasks with unclear success criteria\n- Production debugging (use targeted debugging instead)\n\n## Real-World Results\n\n- Successfully generated 6 repositories overnight in Y Combinator hackathon testing\n- One $50k contract completed for $297 in API costs\n- Created entire programming language (\"cursed\") over 3 months using this approach\n\n## Windows Compatibility\n\nThe stop hook uses a bash script that requires Git for Windows to run properly.\n\n**Issue**: On Windows, the `bash` command may resolve to WSL bash (often misconfigured) instead of Git Bash, causing the hook to fail with errors like:\n- `wsl: Unknown key 'automount.crossDistro'`\n- `execvpe(/bin/bash) failed: No such file or directory`\n\n**Workaround**: Edit the cached plugin's `hooks/hooks.json` to use Git Bash explicitly:\n\n```json\n\"command\": \"\\\"C:/Program Files/Git/bin/bash.exe\\\" ${CLAUDE_PLUGIN_ROOT}/hooks/stop-hook.sh\"\n```\n\n**Location**: `~/.claude/plugins/cache/claude-plugins-official/ralph-wiggum//hooks/hooks.json`\n\n**Note**: Use `Git/bin/bash.exe` (the wrapper with proper PATH), not `Git/usr/bin/bash.exe` (raw MinGW bash without utilities in PATH).\n\n## Learn More\n\n- Original technique: https://ghuntley.com/ralph/\n- Ralph Orchestrator: https://github.com/mikeyobrien/ralph-orchestrator\n\n## For Help\n\nRun `/help` in Claude Code for detailed command reference and examples.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"d2e9b5d7-98a6-427a-a8d4-53d263072d5a","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"efb79129-a6c2-48a0-8840-7fc936acc6ad","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012E513cbj6F7My4LbonXRUS","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I have enough to write the wiki pages. Let me create:\n\n1. **Ralph Loop Plugin** — dedicated tool page\n2. **Hookify Plugin** — dedicated tool page\n\nThen update:\n- Home.md\n- Wiki Ingest Log.md\n\nThe Real-World Results for ralph-loop are interesting: \"6 repositories overnight in Y Combinator hackathon\", \"$50k contract for $297 in API costs\", \"entire programming language over 3 months\". These are big claims but worth noting.\n\nLet me also check what other notable repos might have updates. Actually, let me also check cwc-makers since it's in the plugins list.\nI'll focus on creating those two new pages and sending a comprehensive summary rather than chasing down every possible update.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2058,"cache_read_input_tokens":81394,"output_tokens":1973,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2058,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1973,"cache_read_input_tokens":81394,"cache_creation_input_tokens":2058,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2058},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8BKqs9JiyJttm8hz6x","type":"assistant","uuid":"a3ce8b10-930c-45f2-ab1e-8926c9a8db9a","timestamp":"2026-06-11T08:03:55.080Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"a3ce8b10-930c-45f2-ab1e-8926c9a8db9a","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012E513cbj6F7My4LbonXRUS","type":"message","role":"assistant","content":[{"type":"text","text":"Now I have what I need. Writing the two new pages and updating the log."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2058,"cache_read_input_tokens":81394,"output_tokens":1973,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2058,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1973,"cache_read_input_tokens":81394,"cache_creation_input_tokens":2058,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2058},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8BKqs9JiyJttm8hz6x","type":"assistant","uuid":"f3d9b923-df98-47e4-bf84-de42173d77ef","timestamp":"2026-06-11T08:03:55.082Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"f3d9b923-df98-47e4-bf84-de42173d77ef","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012E513cbj6F7My4LbonXRUS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MbEKYSKaTXErdyecDeKKYF","name":"Write","input":{"file_path":"/workspace/extra/second-brain/wiki/tools/Ralph Loop Plugin.md","content":"# Ralph Loop Plugin\n\n**Type:** Claude Code plugin — autonomous iteration loop\n**By:** Anthropic (based on technique by Geoffrey Huntley)\n**Source:** https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop\n**Named after:** Ralph Wiggum (The Simpsons) — persistent despite setbacks\n\n## What it does\n\nImplements a self-referential build loop using a **Stop hook** that intercepts Claude's exit attempts. You run one command; Claude works on the task, tries to exit, gets blocked by the hook, and the same prompt is fed back — over and over until a completion promise string appears in Claude's output.\n\n```bash\n/ralph-loop \"Build a REST API for todos. CRUD operations, input validation, tests. Output COMPLETE when done.\" \\\n --completion-promise \"COMPLETE\" \\\n --max-iterations 50\n```\n\nClaude then:\n1. Works on the task\n2. Tries to exit\n3. Stop hook blocks exit\n4. Same prompt is re-fed\n5. Claude sees its own previous work in files + git history\n6. Repeats until it outputs `COMPLETE`\n\nEverything persists across iterations — file changes, git commits, test output. Each iteration sees the accumulated work.\n\n## Commands\n\n| Command | Usage |\n|---------|-------|\n| `/ralph-loop \"\" --max-iterations --completion-promise \"\"` | Start a loop |\n| `/cancel-ralph` | Stop the active loop |\n\n**`--max-iterations`** is your primary safety mechanism — always set it. Completion promise uses exact string matching.\n\n## When to use\n\n| Good for | Not good for |\n|----------|-------------|\n| Well-defined tasks with clear success criteria | Tasks requiring human judgment |\n| Getting tests to pass | One-shot operations |\n| Greenfield projects you can walk away from | Tasks with unclear success criteria |\n| Tasks with automatic verification (tests, linters) | Production debugging |\n| Multi-phase implementations | Tasks requiring design decisions mid-way |\n\n## Prompt design principles\n\n1. **Clear completion criteria** — spell out exactly what \"done\" means, then output the promise\n2. **Phased instructions** — \"Phase 1: Auth. Phase 2: CRUD. Phase 3: Tests. Output `COMPLETE` when all phases done.\"\n3. **Self-correction loop** — \"Write failing tests → implement → run → fix → refactor → repeat until green → then output `COMPLETE`\"\n4. **Escape hatches** — in the prompt body: \"After 15 iterations, if not complete, document blockers and suggest alternatives\"\n\n## Real-world results (claimed by author)\n\n- 6 repos built overnight for Y Combinator hackathon testing\n- $50k contract completed for $297 in API costs\n- Entire programming language (\"cursed\") built over 3 months\n\n*Claims unverified; useful to calibrate expectations.*\n\n## Applicability to James's projects\n\n- **tradingbot25** — \"Implement mean-reversion strategy with tests. Output `COMPLETE` when all tests pass.\" Could run overnight while Claude iterates on logic.\n- **congressional-trading** — \"Implement signal scoring module, run backtest, fix until error rate < 1%. Output `COMPLETE`.\" Pairs with PineForge MCP as the verifier.\n- **qip-qien** — Greenfield feature dev where success criteria is test-verified fits perfectly.\n\n## Philosophy\n\n\"Iteration > Perfection. Failures are data. Operator skill matters (writing good prompts). Persistence wins.\"\n\nClosely related to the [[Builder-Verifier Loop Pattern]] — ralph-loop is the automatic re-feed mechanism; `/goal` is the built-in alternative (a separate fast model checks conditions after every turn).\n\n## Related\n\n- [[Long-Running Agent Primitives]] — Default-FAIL contract, Fresh-context evaluator, handoff patterns\n- [[Builder-Verifier Loop Pattern]] — ralph-loop is a builder-loop without an explicit external verifier\n- [[Claude Plugins Official]] — where this plugin lives\n- [[Claude Code]] — runtime\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2058,"cache_read_input_tokens":81394,"output_tokens":1973,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2058,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1973,"cache_read_input_tokens":81394,"cache_creation_input_tokens":2058,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2058},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8BKqs9JiyJttm8hz6x","type":"assistant","uuid":"86b69068-ebfb-45c1-8f60-d1403ac1898c","timestamp":"2026-06-11T08:04:15.019Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"86b69068-ebfb-45c1-8f60-d1403ac1898c","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MbEKYSKaTXErdyecDeKKYF","type":"tool_result","content":"File created successfully at: /workspace/extra/second-brain/wiki/tools/Ralph Loop Plugin.md (file state is current in your context — no need to Read it back)"}]},"uuid":"85e8e891-5546-4ba6-9e41-999098c07a37","timestamp":"2026-06-11T08:04:15.080Z","toolUseResult":{"type":"create","filePath":"/workspace/extra/second-brain/wiki/tools/Ralph Loop Plugin.md","content":"# Ralph Loop Plugin\n\n**Type:** Claude Code plugin — autonomous iteration loop\n**By:** Anthropic (based on technique by Geoffrey Huntley)\n**Source:** https://github.com/anthropics/claude-plugins-official/tree/main/plugins/ralph-loop\n**Named after:** Ralph Wiggum (The Simpsons) — persistent despite setbacks\n\n## What it does\n\nImplements a self-referential build loop using a **Stop hook** that intercepts Claude's exit attempts. You run one command; Claude works on the task, tries to exit, gets blocked by the hook, and the same prompt is fed back — over and over until a completion promise string appears in Claude's output.\n\n```bash\n/ralph-loop \"Build a REST API for todos. CRUD operations, input validation, tests. Output COMPLETE when done.\" \\\n --completion-promise \"COMPLETE\" \\\n --max-iterations 50\n```\n\nClaude then:\n1. Works on the task\n2. Tries to exit\n3. Stop hook blocks exit\n4. Same prompt is re-fed\n5. Claude sees its own previous work in files + git history\n6. Repeats until it outputs `COMPLETE`\n\nEverything persists across iterations — file changes, git commits, test output. Each iteration sees the accumulated work.\n\n## Commands\n\n| Command | Usage |\n|---------|-------|\n| `/ralph-loop \"\" --max-iterations --completion-promise \"\"` | Start a loop |\n| `/cancel-ralph` | Stop the active loop |\n\n**`--max-iterations`** is your primary safety mechanism — always set it. Completion promise uses exact string matching.\n\n## When to use\n\n| Good for | Not good for |\n|----------|-------------|\n| Well-defined tasks with clear success criteria | Tasks requiring human judgment |\n| Getting tests to pass | One-shot operations |\n| Greenfield projects you can walk away from | Tasks with unclear success criteria |\n| Tasks with automatic verification (tests, linters) | Production debugging |\n| Multi-phase implementations | Tasks requiring design decisions mid-way |\n\n## Prompt design principles\n\n1. **Clear completion criteria** — spell out exactly what \"done\" means, then output the promise\n2. **Phased instructions** — \"Phase 1: Auth. Phase 2: CRUD. Phase 3: Tests. Output `COMPLETE` when all phases done.\"\n3. **Self-correction loop** — \"Write failing tests → implement → run → fix → refactor → repeat until green → then output `COMPLETE`\"\n4. **Escape hatches** — in the prompt body: \"After 15 iterations, if not complete, document blockers and suggest alternatives\"\n\n## Real-world results (claimed by author)\n\n- 6 repos built overnight for Y Combinator hackathon testing\n- $50k contract completed for $297 in API costs\n- Entire programming language (\"cursed\") built over 3 months\n\n*Claims unverified; useful to calibrate expectations.*\n\n## Applicability to James's projects\n\n- **tradingbot25** — \"Implement mean-reversion strategy with tests. Output `COMPLETE` when all tests pass.\" Could run overnight while Claude iterates on logic.\n- **congressional-trading** — \"Implement signal scoring module, run backtest, fix until error rate < 1%. Output `COMPLETE`.\" Pairs with PineForge MCP as the verifier.\n- **qip-qien** — Greenfield feature dev where success criteria is test-verified fits perfectly.\n\n## Philosophy\n\n\"Iteration > Perfection. Failures are data. Operator skill matters (writing good prompts). Persistence wins.\"\n\nClosely related to the [[Builder-Verifier Loop Pattern]] — ralph-loop is the automatic re-feed mechanism; `/goal` is the built-in alternative (a separate fast model checks conditions after every turn).\n\n## Related\n\n- [[Long-Running Agent Primitives]] — Default-FAIL contract, Fresh-context evaluator, handoff patterns\n- [[Builder-Verifier Loop Pattern]] — ralph-loop is a builder-loop without an explicit external verifier\n- [[Claude Plugins Official]] — where this plugin lives\n- [[Claude Code]] — runtime\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"86b69068-ebfb-45c1-8f60-d1403ac1898c","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"85e8e891-5546-4ba6-9e41-999098c07a37","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012E513cbj6F7My4LbonXRUS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015DpA9dyUVrmm7Vg1fN6SRV","name":"Write","input":{"file_path":"/workspace/extra/second-brain/wiki/tools/Hookify Plugin.md","content":"# Hookify Plugin\n\n**Type:** Claude Code plugin — hook management via natural language\n**By:** Anthropic\n**Source:** https://github.com/anthropics/claude-plugins-official/tree/main/plugins/hookify\n\n## What it does\n\nCreates custom Claude Code hooks from natural language instructions or by analyzing your conversation history for patterns of frustration. No editing `hooks.json` files manually — just describe the behavior you want to prevent or enforce.\n\n```bash\n/hookify Warn me when I use rm -rf commands\n# → Creates .claude/hookify.warn-rm.local.md with the rule\n# → Takes effect on the very next tool use (no restart needed)\n```\n\n## The two modes\n\n| Mode | When to use |\n|------|------------|\n| `/hookify ` | You know the rule you want |\n| `/hookify` (no args) | Analyzes recent conversation to find behaviors you've corrected or been frustrated by — creates rules automatically |\n\n## Rule format\n\nRules are markdown files with YAML frontmatter, stored in `.claude/`:\n\n```markdown\n---\nname: block-dangerous-rm\nenabled: true\nevent: bash\n---\n# Block dangerous rm commands\nPattern: rm\\s+-rf\nMessage: \"Blocked: rm -rf is dangerous. Use safer alternatives.\"\n```\n\n**Events:** `bash`, `file`, `prompt`, `stop`\n**Matching:** regex, `contains`, `starts_with`, `ends_with`\n\n## Management commands\n\n| Command | What it does |\n|---------|-------------|\n| `/hookify:list` | Show all active rules |\n| `/hookify:configure` | Enable/disable rules interactively |\n| `/hookify:help` | Help |\n\nEnable/disable by setting `enabled: true/false` in the `.local.md` file, or delete it to remove.\n\n## Why this matters\n\nClaude Code hooks are one of the most powerful behavior-shaping tools available, but editing `hooks.json` directly requires knowing the schema. Hookify turns \"I hate when Claude does X\" into a working rule in one command.\n\nEspecially useful for enforcing coding conventions, blocking destructive commands, or encoding lessons learned from past incidents.\n\n## Applicability\n\nFor any project where Claude has developed a bad habit (e.g., using `console.log` in TS files, forgetting to run tests, touching files outside the allowed scope). `/hookify` with no args after a frustrating session auto-detects the pattern and codifies it.\n\n## Related\n\n- [[Claude Code]] — runtime where hooks execute\n- [[Long-Running Agent Primitives]] — hooks are the enforcement mechanism for the Default-FAIL contract\n- [[Anthropic CWC Workshops]] — hooks are covered in the long-running agents workshop\n- [[Claude Plugins Official]] — where this plugin lives\n"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2058,"cache_read_input_tokens":81394,"output_tokens":1973,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2058,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1973,"cache_read_input_tokens":81394,"cache_creation_input_tokens":2058,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2058},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbw8BKqs9JiyJttm8hz6x","type":"assistant","uuid":"231f85e8-91f3-4163-a15f-aa1a9487438e","timestamp":"2026-06-11T08:04:28.665Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"231f85e8-91f3-4163-a15f-aa1a9487438e","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015DpA9dyUVrmm7Vg1fN6SRV","type":"tool_result","content":"File created successfully at: /workspace/extra/second-brain/wiki/tools/Hookify Plugin.md (file state is current in your context — no need to Read it back)"}]},"uuid":"feb98e9b-99ad-4fa6-b639-ca2f929693e7","timestamp":"2026-06-11T08:04:28.765Z","toolUseResult":{"type":"create","filePath":"/workspace/extra/second-brain/wiki/tools/Hookify Plugin.md","content":"# Hookify Plugin\n\n**Type:** Claude Code plugin — hook management via natural language\n**By:** Anthropic\n**Source:** https://github.com/anthropics/claude-plugins-official/tree/main/plugins/hookify\n\n## What it does\n\nCreates custom Claude Code hooks from natural language instructions or by analyzing your conversation history for patterns of frustration. No editing `hooks.json` files manually — just describe the behavior you want to prevent or enforce.\n\n```bash\n/hookify Warn me when I use rm -rf commands\n# → Creates .claude/hookify.warn-rm.local.md with the rule\n# → Takes effect on the very next tool use (no restart needed)\n```\n\n## The two modes\n\n| Mode | When to use |\n|------|------------|\n| `/hookify ` | You know the rule you want |\n| `/hookify` (no args) | Analyzes recent conversation to find behaviors you've corrected or been frustrated by — creates rules automatically |\n\n## Rule format\n\nRules are markdown files with YAML frontmatter, stored in `.claude/`:\n\n```markdown\n---\nname: block-dangerous-rm\nenabled: true\nevent: bash\n---\n# Block dangerous rm commands\nPattern: rm\\s+-rf\nMessage: \"Blocked: rm -rf is dangerous. Use safer alternatives.\"\n```\n\n**Events:** `bash`, `file`, `prompt`, `stop`\n**Matching:** regex, `contains`, `starts_with`, `ends_with`\n\n## Management commands\n\n| Command | What it does |\n|---------|-------------|\n| `/hookify:list` | Show all active rules |\n| `/hookify:configure` | Enable/disable rules interactively |\n| `/hookify:help` | Help |\n\nEnable/disable by setting `enabled: true/false` in the `.local.md` file, or delete it to remove.\n\n## Why this matters\n\nClaude Code hooks are one of the most powerful behavior-shaping tools available, but editing `hooks.json` directly requires knowing the schema. Hookify turns \"I hate when Claude does X\" into a working rule in one command.\n\nEspecially useful for enforcing coding conventions, blocking destructive commands, or encoding lessons learned from past incidents.\n\n## Applicability\n\nFor any project where Claude has developed a bad habit (e.g., using `console.log` in TS files, forgetting to run tests, touching files outside the allowed scope). `/hookify` with no args after a frustrating session auto-detects the pattern and codifies it.\n\n## Related\n\n- [[Claude Code]] — runtime where hooks execute\n- [[Long-Running Agent Primitives]] — hooks are the enforcement mechanism for the Default-FAIL contract\n- [[Anthropic CWC Workshops]] — hooks are covered in the long-running agents workshop\n- [[Claude Plugins Official]] — where this plugin lives\n","structuredPatch":[],"originalFile":null,"userModified":false},"sourceToolAssistantUUID":"231f85e8-91f3-4163-a15f-aa1a9487438e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"ff303534-4274-4962-9df2-8ca6c1d1de8d","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RboCupg4x9h84kvpisrcMP","type":"tool_result","content":"1\t# Wiki Index\n2\t\n3\tA catalog of everything in this knowledge base. Updated by Nano on every ingest.\n4\t\n5\t## Tools & Software\n6\t*Guest-endorsed or actively used — not sponsors.*\n7\t- [[Agent Browser]] — Vercel Labs Rust CLI for AI-driven browser automation. Credential vault, accessibility-tree refs, React introspection, HAR recording.\n8\t- [[Devin]] — AI coding agent by Cognition. 15-thread code factory model.\n9\t- [[OpenClaw]] — Open-source AI executive assistant / chief of staff.\n10\t- [[ClawChief]] — Ryan Carson's open-sourced OpenClaw chief-of-staff config.\n11\t- [[Claude Code]] — Anthropic's coding agent. Ryan Carson's preferred coding tool.\n12\t- [[Codex]] — OpenAI's coding agent / browser testing tool.\n13\t- [[Sentry]] — Error monitoring. Used with Devin for automated bug triage.\n14\t- [[Tailscale]] — WireGuard mesh network. Used for remote access to Mac Mini services from phone. Includes full recipe for exposing any local port via `tailscale serve` + launchd.\n15\t- [[Figma]] — Design/wireframing. Visual context layer in Ravi Mehta's system.\n16\t- [[AgentsView]] — Agent token/cost accounting tool. Useful when new frontier-model pricing appears before dashboards and pricing databases catch up.\n17\t- [[Teach Skill]] — `/teach` by Matt Pocock. ZPD-based personalized tutor with persistent learning records. Trigger-based (no idle context cost). Claude Code only. Install: `npx skills add mattpocock/skills --skill teach`.\n18\t\n19\t## Anthropic Official Repos & Resources\n20\t*Official Anthropic repositories — tools, SDKs, plugins, and reference implementations.*\n21\t- [[Anthropic Skills Repo]] — Reference implementations of the Claude Agent Skills system. Template for building custom skills.\n22\t- [[Claude Plugins Official]] — Anthropic's curated plugin marketplace for Claude Code. Install via `/plugin install`.\n23\t- [[Knowledge Work Plugins]] — 18 open-source role-specific plugins (sales, legal, finance, design, engineering, HR, ops, etc.) built on Claude Agent SDK.\n24\t- [[Claude for Legal]] — Deep legal workflow plugin suite (transactional + litigation + learning). Integrates with Westlaw, CourtListener.\n25\t- [[Claude for Life Sciences]] — Research marketplace: PubMed, BioRender, Synapse, Consensus + RNA-seq/Nextflow skills.\n26\t- [[Claude for Healthcare]] — Healthcare marketplace: FHIR developer, prior-auth review, clinical trial protocols + CMS/NPI servers.\n27\t- [[Claude for Financial Services]] — 10 named agents (Pitch Agent, GL Reconciler, Market Researcher, KYC Screener, etc.) + 9 vertical skill bundles (IB, ER, PE, WM, fund admin). Deployable as Cowork plugins or Managed Agent templates.\n28\t- [[Managed Agents]] — Anthropic's hosted agent orchestration platform. Self-hosted sandbox option (tool execution on your infra via outbound-polling worker), mid-session tool/MCP updates, large MCP output auto-offload. Scheduled deployments (cron, no custom infra). Env vars in vaults (credentials injected at network boundary). Opus 4.8 tool-description guidance included.\n29\t- [[Claude Agent SDK Demos]] — 8 local demo apps showcasing Claude Agent SDK patterns (multi-agent, streaming, email, docs).\n30\t- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.\n31\t- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.\n32\t- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).\n33\t- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.\n34\t- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.\n35\t- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.\n36\t- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.\n37\t- [[Defending Code Reference Harness]] — Reference impl for autonomous vuln discovery + human-reviewed patching. gVisor-sandboxed agents. Not actively maintained; Claude Security is the hosted version.\n38\t- [[Scone Bench]] — 417-task benchmark for evaluating LLM agents on smart-contract vuln discovery/exploitation. Historical DeFi incidents, MCP-based, Docker-sandboxed. From Anthropic Red Team.\n39\t- [[Claudes C Compiler]] — Claude Opus 4.6 wrote a dependency-free C compiler in Rust from scratch. Compiles PostgreSQL, SQLite, Linux kernel, FFmpeg. Capability showcase, not production-validated.\n40\t- [[Anthropic Performance Take-Home]] — Open version of Anthropic's original performance engineering take-home. Optimize a VLIW SIMD kernel; Claude Opus 4.5 scored 1,363 cycles vs 147,734 baseline (108× improvement).\n41\t- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.\n42\t- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.\n43\t- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).\n44\t- [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category.\n45\t- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.\n46\t- [[GitHub MCP Server]] — GitHub's official MCP server.\n47\t- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning.\n48\t- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.\n49\t- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.\n50\t- [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns.\n51\t- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.\n52\t- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.\n53\t- [[Anthropic CWC Workshops]] — 8 Code-with-Claude workshop curricula: Managed Agents, memory primitives (Dreaming Service), eval-driven dev, multi-agent decomposition, Deal Desk reference impl.\n54\t- [[Agent SDK Workshop]] — Hands-on workshop for Claude Agent SDK: 4-stage guided demo (chat → tools → subagents → memory) + breakout scenarios. Python 3.10+, flip switches in config.py.\n55\t- [[Long-Horizon Coding Agent Demo]] — Archived AWS re:Invent 2025 demo. GitHub issue → agent builds full-stack app → CloudFront preview → human approval gate. Bedrock AgentCore + Claude Agent SDK.\n56\t- [[Claude Foundation Models Swift Package]] — Swift package for hybrid Apple-platform apps: on-device model for fast/private tasks, Claude for reasoning + web search. iOS 27+, SPM install. Announced June 2026.\n57\t- [[Claude Fable 5 and Mythos 5]] — Anthropic's latest frontier models. Always-on adaptive thinking, new tokenizer (~30% more tokens), refusal stop reason + SDK fallback middleware, 30-day data-retention requirement. Fable 5 = GA; Mythos 5 = Preview.\n58\t\n59\t## Third-Party Tools & Platforms\n60\t- [[Legora]] — AI-native operating system for legal teams. Autonomously plans, executes, reviews, and completes complex legal work end-to-end. Built on Claude. \"Raises the tide\" model: improves with each Claude release.\n61\t\n62\t## Concepts & Reference Docs\n63\t- [[Claude Constitution]] — Anthropic's foundational values document. CC0 licensed. January 2026.\n64\t- [[Agentic UI Impedance Mismatch]] — Dario Amodei's framing: agents will complete tasks end-to-end most of the time, but humans need deep-dive inspection capability for the exceptions. No product solves this yet.\n65\t- [[Claude Code Subagents]] — Separate Claude instances with their own context windows. 5 copy-paste templates (reviewer, test-writer, doc-writer, security, pr-writer). Route to Sonnet for 5× cost savings.\n66\t- [[WebMCP]] — Chrome's proposed web standard for exposing structured tools to AI agents. Declarative HTML annotations + JS API replace fragile UI actuation. Origin trial in Chrome 149.\n67\t- [[But For Real Skill]] — Self-audit pattern: follow-up prompt that assumes bugs are present and bullies the AI into finding them. Simulates PR code review. From Josh Pigford's solo-founder skills stack.\n68\t- [[Claude Code Agent Teams]] — Native experimental feature: Team Lead + Teammates model with shared task list, dependency management, plan approval, and hooks. Enable via env flag. Claude Code only (no Codex/Aider).\n69\t- [[Claude Code Dynamic Workflows]] — Claude writes its own JS orchestration harness on the fly (`ultracode` keyword). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done. Opus 4.8 era.\n70\t- [[AI-Native Engineering Org]] — Fiona Fung (Claude Code eng director): JIT planning, Claude reviews style/bugs/humans review domain, kill obsolete processes, track ramp time + PR cycle time + Claude-assisted commit rate.\n71\t- [[Claude Code Skills Best Practices]] — Thariq Shihipar: 9 skill categories, Gotchas sections, progressive disclosure via file system, trigger keywords, `${CLAUDE_PLUGIN_DATA}` memory, on-demand hooks. From Anthropic's own usage.\n72\t- [[X AI Signal Ingestion Source]] — Regular monitored X source for high-signal AI voices. Uses browser-visible/public pages only; no credential extraction or social-account side effects.\n73\t\n74\t## 📢 Sponsor-only mentions\n75\t*Paid placements — not guest endorsements. Pages exist for reference.*\n76\t- [[Granola]] — AI meeting notes (Behind the Craft sponsor)\n77\t- [[Wispr Flow]] — Voice dictation (Behind the Craft sponsor)\n78\t- [[Linear]] — Project management / AI agent platform (Behind the Craft sponsor)\n79\t\n80\t## Frameworks & Mental Models"}]},"uuid":"7fc12596-c596-4653-ad78-d8d4442d9201","timestamp":"2026-06-11T08:04:33.062Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/Home.md","content":"# Wiki Index\n\nA catalog of everything in this knowledge base. Updated by Nano on every ingest.\n\n## Tools & Software\n*Guest-endorsed or actively used — not sponsors.*\n- [[Agent Browser]] — Vercel Labs Rust CLI for AI-driven browser automation. Credential vault, accessibility-tree refs, React introspection, HAR recording.\n- [[Devin]] — AI coding agent by Cognition. 15-thread code factory model.\n- [[OpenClaw]] — Open-source AI executive assistant / chief of staff.\n- [[ClawChief]] — Ryan Carson's open-sourced OpenClaw chief-of-staff config.\n- [[Claude Code]] — Anthropic's coding agent. Ryan Carson's preferred coding tool.\n- [[Codex]] — OpenAI's coding agent / browser testing tool.\n- [[Sentry]] — Error monitoring. Used with Devin for automated bug triage.\n- [[Tailscale]] — WireGuard mesh network. Used for remote access to Mac Mini services from phone. Includes full recipe for exposing any local port via `tailscale serve` + launchd.\n- [[Figma]] — Design/wireframing. Visual context layer in Ravi Mehta's system.\n- [[AgentsView]] — Agent token/cost accounting tool. Useful when new frontier-model pricing appears before dashboards and pricing databases catch up.\n- [[Teach Skill]] — `/teach` by Matt Pocock. ZPD-based personalized tutor with persistent learning records. Trigger-based (no idle context cost). Claude Code only. Install: `npx skills add mattpocock/skills --skill teach`.\n\n## Anthropic Official Repos & Resources\n*Official Anthropic repositories — tools, SDKs, plugins, and reference implementations.*\n- [[Anthropic Skills Repo]] — Reference implementations of the Claude Agent Skills system. Template for building custom skills.\n- [[Claude Plugins Official]] — Anthropic's curated plugin marketplace for Claude Code. Install via `/plugin install`.\n- [[Knowledge Work Plugins]] — 18 open-source role-specific plugins (sales, legal, finance, design, engineering, HR, ops, etc.) built on Claude Agent SDK.\n- [[Claude for Legal]] — Deep legal workflow plugin suite (transactional + litigation + learning). Integrates with Westlaw, CourtListener.\n- [[Claude for Life Sciences]] — Research marketplace: PubMed, BioRender, Synapse, Consensus + RNA-seq/Nextflow skills.\n- [[Claude for Healthcare]] — Healthcare marketplace: FHIR developer, prior-auth review, clinical trial protocols + CMS/NPI servers.\n- [[Claude for Financial Services]] — 10 named agents (Pitch Agent, GL Reconciler, Market Researcher, KYC Screener, etc.) + 9 vertical skill bundles (IB, ER, PE, WM, fund admin). Deployable as Cowork plugins or Managed Agent templates.\n- [[Managed Agents]] — Anthropic's hosted agent orchestration platform. Self-hosted sandbox option (tool execution on your infra via outbound-polling worker), mid-session tool/MCP updates, large MCP output auto-offload. Scheduled deployments (cron, no custom infra). Env vars in vaults (credentials injected at network boundary). Opus 4.8 tool-description guidance included.\n- [[Claude Agent SDK Demos]] — 8 local demo apps showcasing Claude Agent SDK patterns (multi-agent, streaming, email, docs).\n- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.\n- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.\n- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).\n- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.\n- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.\n- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.\n- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.\n- [[Defending Code Reference Harness]] — Reference impl for autonomous vuln discovery + human-reviewed patching. gVisor-sandboxed agents. Not actively maintained; Claude Security is the hosted version.\n- [[Scone Bench]] — 417-task benchmark for evaluating LLM agents on smart-contract vuln discovery/exploitation. Historical DeFi incidents, MCP-based, Docker-sandboxed. From Anthropic Red Team.\n- [[Claudes C Compiler]] — Claude Opus 4.6 wrote a dependency-free C compiler in Rust from scratch. Compiles PostgreSQL, SQLite, Linux kernel, FFmpeg. Capability showcase, not production-validated.\n- [[Anthropic Performance Take-Home]] — Open version of Anthropic's original performance engineering take-home. Optimize a VLIW SIMD kernel; Claude Opus 4.5 scored 1,363 cycles vs 147,734 baseline (108× improvement).\n- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.\n- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.\n- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).\n- [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category.\n- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.\n- [[GitHub MCP Server]] — GitHub's official MCP server.\n- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning.\n- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.\n- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.\n- [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns.\n- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.\n- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.\n- [[Anthropic CWC Workshops]] — 8 Code-with-Claude workshop curricula: Managed Agents, memory primitives (Dreaming Service), eval-driven dev, multi-agent decomposition, Deal Desk reference impl.\n- [[Agent SDK Workshop]] — Hands-on workshop for Claude Agent SDK: 4-stage guided demo (chat → tools → subagents → memory) + breakout scenarios. Python 3.10+, flip switches in config.py.\n- [[Long-Horizon Coding Agent Demo]] — Archived AWS re:Invent 2025 demo. GitHub issue → agent builds full-stack app → CloudFront preview → human approval gate. Bedrock AgentCore + Claude Agent SDK.\n- [[Claude Foundation Models Swift Package]] — Swift package for hybrid Apple-platform apps: on-device model for fast/private tasks, Claude for reasoning + web search. iOS 27+, SPM install. Announced June 2026.\n- [[Claude Fable 5 and Mythos 5]] — Anthropic's latest frontier models. Always-on adaptive thinking, new tokenizer (~30% more tokens), refusal stop reason + SDK fallback middleware, 30-day data-retention requirement. Fable 5 = GA; Mythos 5 = Preview.\n\n## Third-Party Tools & Platforms\n- [[Legora]] — AI-native operating system for legal teams. Autonomously plans, executes, reviews, and completes complex legal work end-to-end. Built on Claude. \"Raises the tide\" model: improves with each Claude release.\n\n## Concepts & Reference Docs\n- [[Claude Constitution]] — Anthropic's foundational values document. CC0 licensed. January 2026.\n- [[Agentic UI Impedance Mismatch]] — Dario Amodei's framing: agents will complete tasks end-to-end most of the time, but humans need deep-dive inspection capability for the exceptions. No product solves this yet.\n- [[Claude Code Subagents]] — Separate Claude instances with their own context windows. 5 copy-paste templates (reviewer, test-writer, doc-writer, security, pr-writer). Route to Sonnet for 5× cost savings.\n- [[WebMCP]] — Chrome's proposed web standard for exposing structured tools to AI agents. Declarative HTML annotations + JS API replace fragile UI actuation. Origin trial in Chrome 149.\n- [[But For Real Skill]] — Self-audit pattern: follow-up prompt that assumes bugs are present and bullies the AI into finding them. Simulates PR code review. From Josh Pigford's solo-founder skills stack.\n- [[Claude Code Agent Teams]] — Native experimental feature: Team Lead + Teammates model with shared task list, dependency management, plan approval, and hooks. Enable via env flag. Claude Code only (no Codex/Aider).\n- [[Claude Code Dynamic Workflows]] — Claude writes its own JS orchestration harness on the fly (`ultracode` keyword). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done. Opus 4.8 era.\n- [[AI-Native Engineering Org]] — Fiona Fung (Claude Code eng director): JIT planning, Claude reviews style/bugs/humans review domain, kill obsolete processes, track ramp time + PR cycle time + Claude-assisted commit rate.\n- [[Claude Code Skills Best Practices]] — Thariq Shihipar: 9 skill categories, Gotchas sections, progressive disclosure via file system, trigger keywords, `${CLAUDE_PLUGIN_DATA}` memory, on-demand hooks. From Anthropic's own usage.\n- [[X AI Signal Ingestion Source]] — Regular monitored X source for high-signal AI voices. Uses browser-visible/public pages only; no credential extraction or social-account side effects.\n\n## 📢 Sponsor-only mentions\n*Paid placements — not guest endorsements. Pages exist for reference.*\n- [[Granola]] — AI meeting notes (Behind the Craft sponsor)\n- [[Wispr Flow]] — Voice dictation (Behind the Craft sponsor)\n- [[Linear]] — Project management / AI agent platform (Behind the Craft sponsor)\n\n## Frameworks & Mental Models","numLines":80,"startLine":1,"totalLines":158}},"sourceToolAssistantUUID":"ff303534-4274-4962-9df2-8ca6c1d1de8d","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"4d1c3738-5288-41e8-b0e3-a963ec431f9f","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012xef9VvnVMKwH8M4uJFsuG","type":"tool_result","content":"80\t## Frameworks & Mental Models\n81\t- [[Apple Widget Rendering Modes]] — How to design SwiftUI widgets that work in both full-color and monochrome/accented modes (macOS, iOS, watchOS). Luminance zones, arc opacity, adaptive line colors, and `widgetAccentedRenderingMode`.\n82\t- [[WidgetKit Engineering Pitfalls]] — Infrastructure and data-layer pitfalls: intent-type orphaning, chronod descriptor caching, provider-data siloing, weekly-exhausted 5H row rules (0% + weekly reset + blank chart), and the early-cap reset pattern.\n83\t- [[Human Sandwich Model]] — Human frames → AI executes → Human judges. Dan Shipper's model for human-AI collaboration.\n84\t- [[Screenshot-First Visual Verification]] — Screenshots are the only ground truth for visual UI work; code correctness ≠ visual correctness.\n85\t- [[3-Layer Context Engineering System]] — Functional + Visual + Data layers for polished AI prototypes. Ravi Mehta's framework.\n86\t- [[Tokenmaxxing]] — Accusation that AI companies inflate token metrics; Boris Cherny's 250% productivity rebuttal.\n87\t- [[Saaspocalypse]] — Thesis that agents erode SaaS switching costs. Boris Cherny's nuanced take via Seven Powers.\n88\t- [[Claude Code Drift Problem]] — Config entropy at ~5 months: stale CLAUDE.md, bad folder structure, manual triggers that should be routines.\n89\t- [[4 AI Digital Employees Framework]] — 4 agent roles to \"hire\": Research Analyst, Strategic Advisor, Communication Specialist, Operations Manager.\n90\t- [[Friction-First Development]] — 6-principle philosophy for personal tool building: scratch your own itch, define the friction before the code, resist market-bias. Includes a pre-code Problem & Friction Analysis template.\n91\t- [[Devin vs Claude Code]] — Head-to-head comparison: philosophy, SWE-Bench (80.8% vs 13.86%), billing model, failure modes. Verdict: Claude Code wins for James's current stage.\n92\t- [[Frontier Model Qualitative Step Change]] — Pattern for treating credible practitioner reports as eval triggers when a model feels like a major-version jump on long tasks.\n93\t- [[Builder-Verifier Loop Pattern]] — Every code-writing loop needs a separate verifier running the real app. Builder makes the change; Verifier confirms feature correctness; you read the diff. Boris Cherny's core rule for avoiding confident-but-broken PRs.\n94\t\n95\t## Reference\n96\t- [[Coding Agent Behavior Guide]] — INTJ-A derived instructions for coding agents working with James. Communication style, autonomy rules, pushback expectations, blindspot compensations.\n97\t- [[Ingestion Pipeline Patterns]] — 6 cost/quality optimization patterns for the wiki ingest pipeline: QFS, chapter chunking, map-reduce, tiered models, prompt caching, RAPTOR. Includes Phase 1–3 implementation order.\n98\t- [[Instagram Reel Transcription Pipeline]] — agent-browser + OpenAI Whisper pipeline for overnight reel-to-transcript processing. ~$0.003–$0.008/reel.\n99\t- [[Shared Vault Mount Guide]] — Step-by-step for mounting a shared host directory into multiple NanoClaw agent containers. `additionalMounts` config, allowlist setup, restart flow.\n100\t- [[Ryan Carson Tool Usage Notes]] — Detailed \"how he actually uses it\" notes for each tool from the May 24 episode (OpenClaw, Devin, Codex, Claude Code, Sentry, Tailscale, ClawChief).\n101\t\n102\t## People\n103\t- [[James Lopez]] — Owner of this wiki. INTJ-A, mobile engineer (LinkedIn iOS), Austin TX. Full personality profile and background.\n104\t- [[Ramón Lopez]] — James's brother. Sr. Director Digital Manufacturing Architecture at Jabil. 25+ yrs medical device quality (FDA/ISO 13485). Domain expert persona for qip-qien.\n105\t- [[Ryan Carson]] — 5x founder, building Untangle solo with AI agents.\n106\t- [[Peter Yang]] — Host of Behind the Craft podcast.\n107\t- [[Dan Shipper]] — Co-founder of Every. Author of \"After Automation.\"\n108\t- [[Andrej Karpathy]] — AI researcher and educator. High-signal source on frontier model capability and workflow ergonomics.\n109\t- [[Simon Willison]] — Developer and LLM tooling analyst. High-signal source on evals, sandboxing, cost accounting, and practical AI tools.\n110\t- [[Nathaniel Whittemore]] — Host of The AI Daily Brief.\n111\t- [[Ravi Mehta]] — AI instructor, ex-CPO Tinder. Created 3-layer context engineering system.\n112\t- [[Boris Cherny]] — Head of Claude Code at Anthropic.\n113\t- [[Alex Kantrowitz]] — Host of Big Technology Podcast.\n114\t- [[Gael Breton]] — Co-founder, Authority Hacker. Small biz AI automation practitioner.\n115\t- [[Mark Webster]] — Co-founder, Authority Hacker.\n116\t- [[Nufar Gaspar]] — Co-host, The AI Daily Brief.\n117\t- [[Delba de Oliveira]] — MTS Claude Code engineer at Anthropic. Created \"Claude Code Patterns: Feedback loops\" video — Cherny's cited breakdown of self-verification.\n118\t- [[Josh Pigford]] — Solo founder building 5 apps with AI agents. Creator of /but-for-real, /adversarial-code-review, /build, /learnings skills.\n119\t- [[Max Junestrand]] — Founder/CEO of Legora. Building AI-native OS for legal teams on Claude.\n120\t\n121\t## Sources\n122\t- [[AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now]] — May 25, 2026. Framework for 4 agent roles leaders should implement.\n123\t- [[Instagram - hegetfunds - Claude Code Team of Developers]] — May 6, 2026. Using plugins/skills to assign specialist developer roles in Claude Code.\n124\t- [[Authority Hacker - Claude Code Setup Roast]] — May 21, 2026. 5-month setup audit: CLAUDE.md, folder structure, drift problem.\n125\t- [[Big Technology Podcast - Boris Cherny Claude Code]] — May 20, 2026. Claude Code growth, tokenmaxxing, agents beyond coding.\n126\t- [[Behind the Craft - Ryan Carson Episode]] — May 24, 2026. Tools for running a solo startup with AI agents.\n127\t- [[Behind the Craft - Ravi Mehta Context Engineering]] — May 3, 2026. 3-layer context engineering system with live demo.\n128\t- [[AI Daily Brief - Why Agents Still Need Humans]] — May 24, 2026. Covers Dan Shipper's After Automation essay.\n129\t- [[Dan Shipper - After Automation Essay]] — May 21, 2026. Why AI creates more expert human work, not less.\n130\t- [[Cheeky Pint - Dario Amodei Interview]] — Aug 6, 2025 (ingested May 30, 2026). Dario Amodei on Anthropic's business model, market structure, AGI-pilled products, the AI UI problem, regulation, and how he uses AI.\n131\t- [[Behind the Craft - Josh Pigford AI Skills Stack]] — May 31, 2026. Solo founder's exact AI skills: /build, /adversarial-code-review, /but-for-real (self-audit), /learnings. Transcript pending.\n132\t- [[CWC - Problem Solvers Max Junestrand Legora]] — June 2, 2026. Legora's bet on Claude as AI-native legal OS. \"Raises the tide\" model thesis.\n133\t- [[Authority Hacker - Claude Opus 4.8 Review]] — May 29, 2026. What changed: 4.7 regression fixed, more honest, 4x fewer logic errors in code. Full transcript pending.\n134\t- [[Claude Blog - Dynamic Workflows in Claude Code]] — June 2, 2026. Claude writes its own JS harness on the fly (`ultracode`). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done.\n135\t- [[Claude Blog - Introducing Dynamic Workflows]] — May 28, 2026. Announcement post: availability, plan tiers, Bun Zig→Rust case study (750K lines, 11 days, 99.8% tests passing).\n136\t- [[Claude Blog - Managed Agents Self-Hosted Sandboxes]] — May 19, 2026. Sandbox providers: Cloudflare, Daytona, Modal, Vercel. MCP Tunnels for private-network MCP servers.\n137\t- [[Claude Blog - Founders Playbook]] — May 14, 2026. 4 AI-remapped startup stages + Chat/Cowork/Claude Code tool selection matrix. PDF download available.\n138\t- [[Claude Blog - Running an AI-Native Engineering Org]] — June 3, 2026. Fiona Fung on JIT planning, killing obsolete processes, metrics, and blurred roles.\n139\t- [[Claude Blog - Lessons from Building Claude Code How We Use Skills]] — June 3, 2026. Thariq Shihipar: 9 skill categories, best practices, distribution models, measurement via PreToolUse hooks."}]},"uuid":"a6008129-23e1-4235-8af8-2cc307c3d5be","timestamp":"2026-06-11T08:04:36.977Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/Home.md","content":"## Frameworks & Mental Models\n- [[Apple Widget Rendering Modes]] — How to design SwiftUI widgets that work in both full-color and monochrome/accented modes (macOS, iOS, watchOS). Luminance zones, arc opacity, adaptive line colors, and `widgetAccentedRenderingMode`.\n- [[WidgetKit Engineering Pitfalls]] — Infrastructure and data-layer pitfalls: intent-type orphaning, chronod descriptor caching, provider-data siloing, weekly-exhausted 5H row rules (0% + weekly reset + blank chart), and the early-cap reset pattern.\n- [[Human Sandwich Model]] — Human frames → AI executes → Human judges. Dan Shipper's model for human-AI collaboration.\n- [[Screenshot-First Visual Verification]] — Screenshots are the only ground truth for visual UI work; code correctness ≠ visual correctness.\n- [[3-Layer Context Engineering System]] — Functional + Visual + Data layers for polished AI prototypes. Ravi Mehta's framework.\n- [[Tokenmaxxing]] — Accusation that AI companies inflate token metrics; Boris Cherny's 250% productivity rebuttal.\n- [[Saaspocalypse]] — Thesis that agents erode SaaS switching costs. Boris Cherny's nuanced take via Seven Powers.\n- [[Claude Code Drift Problem]] — Config entropy at ~5 months: stale CLAUDE.md, bad folder structure, manual triggers that should be routines.\n- [[4 AI Digital Employees Framework]] — 4 agent roles to \"hire\": Research Analyst, Strategic Advisor, Communication Specialist, Operations Manager.\n- [[Friction-First Development]] — 6-principle philosophy for personal tool building: scratch your own itch, define the friction before the code, resist market-bias. Includes a pre-code Problem & Friction Analysis template.\n- [[Devin vs Claude Code]] — Head-to-head comparison: philosophy, SWE-Bench (80.8% vs 13.86%), billing model, failure modes. Verdict: Claude Code wins for James's current stage.\n- [[Frontier Model Qualitative Step Change]] — Pattern for treating credible practitioner reports as eval triggers when a model feels like a major-version jump on long tasks.\n- [[Builder-Verifier Loop Pattern]] — Every code-writing loop needs a separate verifier running the real app. Builder makes the change; Verifier confirms feature correctness; you read the diff. Boris Cherny's core rule for avoiding confident-but-broken PRs.\n\n## Reference\n- [[Coding Agent Behavior Guide]] — INTJ-A derived instructions for coding agents working with James. Communication style, autonomy rules, pushback expectations, blindspot compensations.\n- [[Ingestion Pipeline Patterns]] — 6 cost/quality optimization patterns for the wiki ingest pipeline: QFS, chapter chunking, map-reduce, tiered models, prompt caching, RAPTOR. Includes Phase 1–3 implementation order.\n- [[Instagram Reel Transcription Pipeline]] — agent-browser + OpenAI Whisper pipeline for overnight reel-to-transcript processing. ~$0.003–$0.008/reel.\n- [[Shared Vault Mount Guide]] — Step-by-step for mounting a shared host directory into multiple NanoClaw agent containers. `additionalMounts` config, allowlist setup, restart flow.\n- [[Ryan Carson Tool Usage Notes]] — Detailed \"how he actually uses it\" notes for each tool from the May 24 episode (OpenClaw, Devin, Codex, Claude Code, Sentry, Tailscale, ClawChief).\n\n## People\n- [[James Lopez]] — Owner of this wiki. INTJ-A, mobile engineer (LinkedIn iOS), Austin TX. Full personality profile and background.\n- [[Ramón Lopez]] — James's brother. Sr. Director Digital Manufacturing Architecture at Jabil. 25+ yrs medical device quality (FDA/ISO 13485). Domain expert persona for qip-qien.\n- [[Ryan Carson]] — 5x founder, building Untangle solo with AI agents.\n- [[Peter Yang]] — Host of Behind the Craft podcast.\n- [[Dan Shipper]] — Co-founder of Every. Author of \"After Automation.\"\n- [[Andrej Karpathy]] — AI researcher and educator. High-signal source on frontier model capability and workflow ergonomics.\n- [[Simon Willison]] — Developer and LLM tooling analyst. High-signal source on evals, sandboxing, cost accounting, and practical AI tools.\n- [[Nathaniel Whittemore]] — Host of The AI Daily Brief.\n- [[Ravi Mehta]] — AI instructor, ex-CPO Tinder. Created 3-layer context engineering system.\n- [[Boris Cherny]] — Head of Claude Code at Anthropic.\n- [[Alex Kantrowitz]] — Host of Big Technology Podcast.\n- [[Gael Breton]] — Co-founder, Authority Hacker. Small biz AI automation practitioner.\n- [[Mark Webster]] — Co-founder, Authority Hacker.\n- [[Nufar Gaspar]] — Co-host, The AI Daily Brief.\n- [[Delba de Oliveira]] — MTS Claude Code engineer at Anthropic. Created \"Claude Code Patterns: Feedback loops\" video — Cherny's cited breakdown of self-verification.\n- [[Josh Pigford]] — Solo founder building 5 apps with AI agents. Creator of /but-for-real, /adversarial-code-review, /build, /learnings skills.\n- [[Max Junestrand]] — Founder/CEO of Legora. Building AI-native OS for legal teams on Claude.\n\n## Sources\n- [[AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now]] — May 25, 2026. Framework for 4 agent roles leaders should implement.\n- [[Instagram - hegetfunds - Claude Code Team of Developers]] — May 6, 2026. Using plugins/skills to assign specialist developer roles in Claude Code.\n- [[Authority Hacker - Claude Code Setup Roast]] — May 21, 2026. 5-month setup audit: CLAUDE.md, folder structure, drift problem.\n- [[Big Technology Podcast - Boris Cherny Claude Code]] — May 20, 2026. Claude Code growth, tokenmaxxing, agents beyond coding.\n- [[Behind the Craft - Ryan Carson Episode]] — May 24, 2026. Tools for running a solo startup with AI agents.\n- [[Behind the Craft - Ravi Mehta Context Engineering]] — May 3, 2026. 3-layer context engineering system with live demo.\n- [[AI Daily Brief - Why Agents Still Need Humans]] — May 24, 2026. Covers Dan Shipper's After Automation essay.\n- [[Dan Shipper - After Automation Essay]] — May 21, 2026. Why AI creates more expert human work, not less.\n- [[Cheeky Pint - Dario Amodei Interview]] — Aug 6, 2025 (ingested May 30, 2026). Dario Amodei on Anthropic's business model, market structure, AGI-pilled products, the AI UI problem, regulation, and how he uses AI.\n- [[Behind the Craft - Josh Pigford AI Skills Stack]] — May 31, 2026. Solo founder's exact AI skills: /build, /adversarial-code-review, /but-for-real (self-audit), /learnings. Transcript pending.\n- [[CWC - Problem Solvers Max Junestrand Legora]] — June 2, 2026. Legora's bet on Claude as AI-native legal OS. \"Raises the tide\" model thesis.\n- [[Authority Hacker - Claude Opus 4.8 Review]] — May 29, 2026. What changed: 4.7 regression fixed, more honest, 4x fewer logic errors in code. Full transcript pending.\n- [[Claude Blog - Dynamic Workflows in Claude Code]] — June 2, 2026. Claude writes its own JS harness on the fly (`ultracode`). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done.\n- [[Claude Blog - Introducing Dynamic Workflows]] — May 28, 2026. Announcement post: availability, plan tiers, Bun Zig→Rust case study (750K lines, 11 days, 99.8% tests passing).\n- [[Claude Blog - Managed Agents Self-Hosted Sandboxes]] — May 19, 2026. Sandbox providers: Cloudflare, Daytona, Modal, Vercel. MCP Tunnels for private-network MCP servers.\n- [[Claude Blog - Founders Playbook]] — May 14, 2026. 4 AI-remapped startup stages + Chat/Cowork/Claude Code tool selection matrix. PDF download available.\n- [[Claude Blog - Running an AI-Native Engineering Org]] — June 3, 2026. Fiona Fung on JIT planning, killing obsolete processes, metrics, and blurred roles.\n- [[Claude Blog - Lessons from Building Claude Code How We Use Skills]] — June 3, 2026. 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In-app directory submission. Public beta.\n148\t- [[Reddit - Depureco MCP Case Study]] — June 2026. Depureco (Italian industrial vacuum manufacturer) connected product catalog to Claude via Remote MCP. Key insight: grounded AI becomes more humble and asks better questions — directly applicable to qip-qien and any regulated/safety-critical B2B tool.\n149\t- [[Mountain Movers - Boris Cherny Loop Definition]] — June 2026. Cherny's 3-stage engineer evolution + definition of a loop as a program that prompts, reads, evaluates, re-prompts. Hard stops, skills vs. plumbing distinction, cost reality (Uber $1,500/mo cap).\n150\t- [[Claude Blog - Building With Claude Managed Agents]] — June 10, 2026. Foundational engineering post: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement), Outcomes (agent self-grading), context anxiety history, three-phase evolution, when-to-use guidance.\n151\t- [[Claude Blog - Whats New in Claude Managed Agents]] — June 9, 2026. Two new public beta features: scheduled deployments (cron, no infra) and env vars in vaults (credential injection at network boundary). Customer examples: Rakuten, Notion, Browserbase, Milana.\n152\t- [[Alpha Batcher - Boris Cherny 5-Day Claude Code Setup]] — June 9, 2026. 5-day progressive setup ladder from Boris Cherny's loop philosophy. Includes embedded \"Reflecting on a year of Claude Code\" video (18 min) with Cherny & Cat Wu.\n153\t- [[Boris Cherny - Self-Verification Loops]] — June 9, 2026. Cherny's own statement: self-verification is the mechanism that enables longer autonomous runs. Cites ClaudeDevs video by Delba de Oliveira (839K views).\n154\t- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — June 10, 2026. Out-of-sample validation of Bitcoin Power Law using Claude Opus 4.8. Froze model at 2016 → 10-year mean residual −0.05σ. Same validation methodology applies to congressional-trading.\n155\t- [[AdiiX - Claude Trading Bot Architecture]] — June 9, 2026. 7.1M views. Claude Code writes trading logic; Claude Cowork sends 7am/9pm daily briefings. Multi-asset: SPX/NDX mean reversion (15m), crypto momentum (1h), commodities trend (4h). ATR sizing + correlation filter. No repo — marketing post. Architecture applicable to tradingbot25 and congressional-trading.\n156\t\n157\t[[Wiki Ingest Log]]\n158\t"}]},"uuid":"ff54beed-c4e7-4e1a-a4ca-d2991b19092c","timestamp":"2026-06-11T08:04:40.743Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/Home.md","content":"- [[Claude Blog - Lessons from Building Claude Code How We Use Skills]] — June 3, 2026. Thariq Shihipar: 9 skill categories, best practices, distribution models, measurement via PreToolUse hooks.\n- [[Claude Blog - Claude Cowork Product Guide]] — June 5, 2026. Official product guide: 7 workflow templates, permissions model, plugin usage, 3-tool selection matrix. eBook available.\n- [[X AI Signal Sweep - 2026-06-09]] — Seed sweep for the regular X source. Captures Karpathy, Simon Willison, Dan Shipper, Ethan Mollick, and Claude Fable 5 / Mythos field reports.\n- [[Claude Blog - Best Practices for Claude Cowork]] — June 3, 2026. Chat vs Cowork vs Claude Code matrix. 5 ingredients of a Cowork task. Context > prompt quality.\n- [[Claude Blog - Self-Service Data Analytics with Claude]] — June 3, 2026. 3 failure modes + 4-layer architecture for agentic analytics. 95% query automation at 95% accuracy.\n- [[0xchromium - Claude Workflows That Run Without You]] — June 4, 2026. 4-part workflow anatomy (Role/Tools/Trigger/Output), 12 workflow templates by role, 5-step build process, copy-paste morning briefing prompt.\n- [[Andrej Karpathy - How I Use LLMs]] — Feb 27, 2025. 2h11m practical guide: zip-file mental model, LLM council approach, model selection matrix, tool integration hierarchy. Full chapter list.\n- [[Claude Blog - Claude for Foundation Models]] — June 8, 2026. Swift package for hybrid Apple apps: on-device model + Claude handoff. iOS/macOS 27+, typed Swift inputs, streaming to SwiftUI.\n- [[Claude Blog - Connector Observability]] — June 8, 2026. Performance dashboards (active users, tool calls, latency by tool) for published MCP connectors. In-app directory submission. Public beta.\n- [[Reddit - Depureco MCP Case Study]] — June 2026. Depureco (Italian industrial vacuum manufacturer) connected product catalog to Claude via Remote MCP. Key insight: grounded AI becomes more humble and asks better questions — directly applicable to qip-qien and any regulated/safety-critical B2B tool.\n- [[Mountain Movers - Boris Cherny Loop Definition]] — June 2026. Cherny's 3-stage engineer evolution + definition of a loop as a program that prompts, reads, evaluates, re-prompts. Hard stops, skills vs. plumbing distinction, cost reality (Uber $1,500/mo cap).\n- [[Claude Blog - Building With Claude Managed Agents]] — June 10, 2026. Foundational engineering post: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement), Outcomes (agent self-grading), context anxiety history, three-phase evolution, when-to-use guidance.\n- [[Claude Blog - Whats New in Claude Managed Agents]] — June 9, 2026. Two new public beta features: scheduled deployments (cron, no infra) and env vars in vaults (credential injection at network boundary). Customer examples: Rakuten, Notion, Browserbase, Milana.\n- [[Alpha Batcher - Boris Cherny 5-Day Claude Code Setup]] — June 9, 2026. 5-day progressive setup ladder from Boris Cherny's loop philosophy. Includes embedded \"Reflecting on a year of Claude Code\" video (18 min) with Cherny & Cat Wu.\n- [[Boris Cherny - Self-Verification Loops]] — June 9, 2026. Cherny's own statement: self-verification is the mechanism that enables longer autonomous runs. Cites ClaudeDevs video by Delba de Oliveira (839K views).\n- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — June 10, 2026. Out-of-sample validation of Bitcoin Power Law using Claude Opus 4.8. Froze model at 2016 → 10-year mean residual −0.05σ. Same validation methodology applies to congressional-trading.\n- [[AdiiX - Claude Trading Bot Architecture]] — June 9, 2026. 7.1M views. Claude Code writes trading logic; Claude Cowork sends 7am/9pm daily briefings. Multi-asset: SPX/NDX mean reversion (15m), crypto momentum (1h), commodities trend (4h). ATR sizing + correlation filter. No repo — marketing post. Architecture applicable to tradingbot25 and congressional-trading.\n\n[[Wiki Ingest Log]]\n","numLines":20,"startLine":139,"totalLines":158}},"sourceToolAssistantUUID":"7db2d693-c924-4172-aec2-8c53cd030251","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"99a60c44-7002-4195-9f05-a0566dd4d1b1","isSidechain":false,"promptId":"e8881274-2633-4614-8456-a945097c1dbd","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01J7RXppFofaG4z93KuXe9hu","type":"tool_result","content":"1\t# Ingest Log\n2\t\n3\tChronological record of everything added to this wiki.\n4\t\n5\t---\n6\t\n7\t## 2026-06-10 (James requests, continued)\n8\t- **[[PineForge MCP]]** (new tool) — Hosted MCP server for real Pine Script v6 backtests. One-line install, no key/signup. 245/246 parity with TradingView. Hosted: 13mo Binance crypto OHLCV, 100 backtests/week/IP. Self-hosted Docker: unlimited, your own data. Directly applicable to tradingbot25 (crypto instruments) and congressional-trading (Docker + custom data).\n9\t- **[[Reddit - PineForge Pine v6 Hosted MCP]]** (new source) — Full post text preserved.\n10\t\n11\t## 2026-06-10 (Claude blog — auto-detected, 5pm CT)\n12\t- **[[Claude Blog - Building With Claude Managed Agents]]** (new source) — June 10. By Gagan Bhat & Isabella He (Applied AI). Core new content: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement from session logs), Outcomes (agent self-grading against rubrics), harness evolution problem (\"context anxiety\" in Sonnet 4.5), three-phase evolution narrative, clear when-to-use/not-use guidance. Customer benchmarks: Notion \"12h→20min\", Rakuten ~1 week/agent.\n13\t- **[[Managed Agents]]** (updated) — Added Decoupled Architecture section with metrics, Dreaming, Outcomes, harness evolution problem, when-to-use guidance.\n14\t\n15\t## 2026-06-10 (James requests, continued)\n16\t- **[[AdiiX - Claude Trading Bot Architecture]]** (new source) — 7.1M views, 17K bookmarks. Multi-asset bot (SPX/NDX mean reversion 15m, crypto momentum 1h, commodities trend 4h). ATR sizing, 1% hard stops, cross-asset correlation filter. Key pattern: Claude Code writes/updates logic; Claude Cowork sends 7am/9pm daily briefings. No public repo — engagement farming for ARES community. Performance claims not verified. Architecture is directly applicable to tradingbot25 and congressional-trading.\n17\t- **[[Teach Skill]]** (new tool) — `/teach` by Matt Pocock. Personalized tutor skill: ZPD-based curriculum, HTML lessons, learning records as persistent memory. Trigger-based (zero context cost when idle). Claude Code only — local file system required. 682K+ views on Matt's video, 7.3K bookmarks.\n18\t\n19\t## 2026-06-10 (James requests)\n20\t- **[[Boris Cherny - Self-Verification Loops]]** (new source) — @bcherny's own post (311.5K views, 3.7K bookmarks). First-party statement: self-verification is the mechanism that enables longer autonomous runs. Cites @delba_oliveira's breakdown. Quoted ClaudeDevs post (Jun 2) has 839.4K views, 9.7K bookmarks. Found YouTube video: \"Claude Code Patterns: Feedback loops\" (https://youtu.be/CNYE5nQfRaQ) — queued for ingest."}]},"uuid":"e8f77f1d-8c8f-464e-b22e-9119f258e055","timestamp":"2026-06-11T08:04:50.262Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","content":"# Ingest Log\n\nChronological record of everything added to this wiki.\n\n---\n\n## 2026-06-10 (James requests, continued)\n- **[[PineForge MCP]]** (new tool) — Hosted MCP server for real Pine Script v6 backtests. One-line install, no key/signup. 245/246 parity with TradingView. Hosted: 13mo Binance crypto OHLCV, 100 backtests/week/IP. Self-hosted Docker: unlimited, your own data. Directly applicable to tradingbot25 (crypto instruments) and congressional-trading (Docker + custom data).\n- **[[Reddit - PineForge Pine v6 Hosted MCP]]** (new source) — Full post text preserved.\n\n## 2026-06-10 (Claude blog — auto-detected, 5pm CT)\n- **[[Claude Blog - Building With Claude Managed Agents]]** (new source) — June 10. By Gagan Bhat & Isabella He (Applied AI). Core new content: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement from session logs), Outcomes (agent self-grading against rubrics), harness evolution problem (\"context anxiety\" in Sonnet 4.5), three-phase evolution narrative, clear when-to-use/not-use guidance. Customer benchmarks: Notion \"12h→20min\", Rakuten ~1 week/agent.\n- **[[Managed Agents]]** (updated) — Added Decoupled Architecture section with metrics, Dreaming, Outcomes, harness evolution problem, when-to-use guidance.\n\n## 2026-06-10 (James requests, continued)\n- **[[AdiiX - Claude Trading Bot Architecture]]** (new source) — 7.1M views, 17K bookmarks. Multi-asset bot (SPX/NDX mean reversion 15m, crypto momentum 1h, commodities trend 4h). ATR sizing, 1% hard stops, cross-asset correlation filter. Key pattern: Claude Code writes/updates logic; Claude Cowork sends 7am/9pm daily briefings. No public repo — engagement farming for ARES community. Performance claims not verified. Architecture is directly applicable to tradingbot25 and congressional-trading.\n- **[[Teach Skill]]** (new tool) — `/teach` by Matt Pocock. Personalized tutor skill: ZPD-based curriculum, HTML lessons, learning records as persistent memory. Trigger-based (zero context cost when idle). Claude Code only — local file system required. 682K+ views on Matt's video, 7.3K bookmarks.\n\n## 2026-06-10 (James requests)\n- **[[Boris Cherny - Self-Verification Loops]]** (new source) — @bcherny's own post (311.5K views, 3.7K bookmarks). First-party statement: self-verification is the mechanism that enables longer autonomous runs. Cites @delba_oliveira's breakdown. Quoted ClaudeDevs post (Jun 2) has 839.4K views, 9.7K bookmarks. Found YouTube video: \"Claude Code Patterns: Feedback loops\" (https://youtu.be/CNYE5nQfRaQ) — queued for ingest.","numLines":20,"startLine":1,"totalLines":517}},"sourceToolAssistantUUID":"99a60c44-7002-4195-9f05-a0566dd4d1b1","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T18:12:50.029Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nhttps://x.com/vadimstrizheus/status/2064570047285117046?s=52\n\nWhoa!"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T18:12:50.031Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T18:12:50.874Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"Your response was not delivered — it was not wrapped in ... blocks. All output must be wrapped: use for content to send, or for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping."}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T18:12:50.874Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"9aaa7b8b-eb9a-4714-9816-3d51290e46fb","isSidechain":false,"promptId":"0886a831-1f95-4003-a7c1-a069d34d442d","type":"user","message":{"role":"user","content":"Your response was not delivered — it was not wrapped in ... blocks. All output must be wrapped: use for content to send, or for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping."},"uuid":"16535c42-2279-4835-80e9-89f7581a4a25","timestamp":"2026-06-11T18:12:50.879Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"16535c42-2279-4835-80e9-89f7581a4a25","isSidechain":false,"type":"assistant","uuid":"481a9998-40c7-45d4-a225-2dd4c1a14fe9","timestamp":"2026-06-11T18:12:51.314Z","message":{"id":"247cdf4d-6713-4136-b397-8f7cc1b88543","container":null,"model":"","role":"assistant","stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You're out of extra usage · resets 1:30pm (America/Chicago)"}],"context_management":null},"error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T18:14:08.342Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nhttps://x.com/yagilb/status/2064804333762613753?s=52\n\nThis is Apple implicitly endorsing LM studio, so should we use this?"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T18:14:08.345Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"481a9998-40c7-45d4-a225-2dd4c1a14fe9","isSidechain":false,"promptId":"138492cd-e2bd-4cc1-be4c-c2adace262d6","type":"user","message":{"role":"user","content":"\nhttps://x.com/yagilb/status/2064804333762613753?s=52\n\nThis is Apple implicitly endorsing LM studio, so should we use this?"},"uuid":"2756f466-d8ba-4a2a-99c0-dba8f843baee","timestamp":"2026-06-11T18:14:08.369Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T18:14:13.323Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"Your response was not delivered — it was not wrapped in ... blocks. All output must be wrapped: use for content to send, or for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping."}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T18:14:13.323Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"6ed2bffb-e995-46cd-b627-1510281c971d","isSidechain":false,"promptId":"a241befe-ca7f-4777-bf83-92cca588d345","type":"user","message":{"role":"user","content":"Your response was not delivered — it was not wrapped in ... blocks. All output must be wrapped: use for content to send, or for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping."},"uuid":"6107a263-0f7b-405a-a794-7e4397bb17dc","timestamp":"2026-06-11T18:14:13.326Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"6107a263-0f7b-405a-a794-7e4397bb17dc","isSidechain":false,"type":"assistant","uuid":"d5a879ca-b134-4bbc-adc2-2868d2d9e022","timestamp":"2026-06-11T18:14:13.776Z","message":{"id":"44f1bc35-e35a-4942-a4e0-87a58ef630db","container":null,"model":"","role":"assistant","stop_reason":"stop_sequence","stop_sequence":"","type":"message","usage":{"input_tokens":0,"output_tokens":0,"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":null,"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"inference_geo":null,"iterations":null,"speed":null},"content":[{"type":"text","text":"You're out of extra usage · resets 1:30pm (America/Chicago)"}],"context_management":null},"error":"rate_limit","isApiErrorMessage":true,"apiErrorStatus":429,"userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-11T22:31:57.574Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nhttps://www.reddit.com/r/codex/s/DCXwAuFGiK"}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-11T22:31:57.576Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"d5a879ca-b134-4bbc-adc2-2868d2d9e022","isSidechain":false,"promptId":"28520948-a56d-4ff2-a44d-7208bfa705e0","type":"user","message":{"role":"user","content":"\nhttps://www.reddit.com/r/codex/s/DCXwAuFGiK"},"uuid":"4720c0c6-a002-44a4-9a95-6e489c33eb46","timestamp":"2026-06-11T22:31:57.658Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"4720c0c6-a002-44a4-9a95-6e489c33eb46","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HmDz5hcnZNhWrdT19xHF5n","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"James has sent a lot of X post links. X is blocking fetches (402), so I need to try each one or ask for content. Let me try fetching them all - some might work via the WebFetch tool. But we already know X returns 402 for their API paywall.\n\nLet me think about what I know from context:\n\n1. Message 880 - leopardracer post about local LLM usage on M4 Max Mac Studio (48gb) - James explicitly mentioned the context. This is about running local LLMs on the new Mac Studio.\n\n2. Message 886 - 0xcodez - James wants to follow this account\n3. Message 888 - indutripat82427 - James is asking what's worth noting here\n4. Message 890 - googlegemma - the official Google Gemma account\n5. Message 892 - claudecodelog - James is wondering if there's anything interesting and if it's worth following\n6. Message 894 - steipete - Peter Steinberger, an iOS/Swift developer who created CodexBar, which is actually in James's local repos\n7. Message 896 - undefinedki - another account in the list\n\nI'm running into a 402 error trying to fetch the X posts directly, but I can piece together what some of these accounts are. Peter Steinberger is definitely someone worth following for iOS and macOS development combined with AI tooling. The other accounts include Google's official Gemma model account, what looks like a Claude-focused news account, and a few others I'm less familiar with. There's also discussion about whether Apple's involvement with LM Studio represents an implicit endorsement worth paying attention to.\n\nSince X is blocking all fetches, I should try the Reddit link instead and let James know that the X posts are inaccessible through automated means.\n\nThe LM Studio post is particularly relevant given that James mentioned his M4 Max Mac Studio with 48GB arriving today—that's plenty of VRAM for running large quantized models locally. And there's an interesting connection here: steipete is Peter Steinberger, who created CodexBar, which James actually has in his local repositories. So this isn't just a random recommendation—it's coming from someone whose work James is already familiar with.\n\nLet me try fetching the Reddit link and maybe one or two of the X posts to give James a more complete picture of what people are saying about LM 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{"parentUuid":"26cb33a3-bb29-4ae4-9b71-3c8d04cf3da3","isSidechain":false,"attachment":{"type":"todo_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"a861d5a7-60d0-4865-ae78-89bae3f73cc7","timestamp":"2026-06-11T22:32:26.701Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"a861d5a7-60d0-4865-ae78-89bae3f73cc7","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_013d6vxc2gAvcPPjc4LLjYMr","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Both Reddit and X are blocked. Let me give a useful response to James. Let me think about what I know:\n\n1. **@steipete** = Peter Steinberger. I know this for certain - he's the creator of CodexBar which James has as a local repo. He's an iOS/macOS developer based in Vienna/Austria, known for PSPDFKit (now Nutrient), CodexBar, and recently has been very active on AI tooling for Apple platforms. His post was said to be \"interesting\" and \"worth following.\" Without seeing the post content, I can confirm steipete is indeed a great follow for Apple platform developers who care about AI.\n2. **@yagilb** likely posted about Apple endorsing LM Studio, which is a popular local LLM runner—definitely relevant for someone getting an M4 Max with 48GB. Since I can't access either platform, I should acknowledge that limitation and offer to help if James shares the post content directly.\n\nFor the M4 Max 48GB specifically, LM Studio would be excellent for running 32B models at full precision or larger 70B models with quantization, giving him privacy-preserving local inference without API costs. If Apple's Foundation Models framework is integrating LM Studio support, that's a significant endorsement worth noting. I should ask him to paste the posts he wants deeper analysis on, especially the \"Whoa!\" one and the nuggets posts.","signature":"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"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1579,"cache_read_input_tokens":96421,"output_tokens":934,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1579,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":934,"cache_read_input_tokens":96421,"cache_creation_input_tokens":1579,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1579},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbxGRGMqSNrT8DxWxZ5RV","type":"assistant","uuid":"54220ca7-f02b-4022-816a-862fdc67601c","timestamp":"2026-06-11T22:32:45.752Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"54220ca7-f02b-4022-816a-862fdc67601c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_013d6vxc2gAvcPPjc4LLjYMr","type":"message","role":"assistant","content":[{"type":"text","text":"\nBoth X and Reddit are still blocked on my end (same 402 / Reddit block as before). Need you to paste the post text for the ones you want real analysis on — especially the \"Whoa!\" one (vadimstrizheus #898) and the \"nuggets\" ones.\n\nTwo things I can give you without seeing the posts:\n\n**@steipete (#894)** — That's Peter Steinberger, 100% worth following. He created CodexBar — which you literally have a local clone of. iOS/macOS developer, active on AI tooling, high signal-to-noise. Good call.\n\n**LM Studio + M4 Max 48GB (#900)** — On the \"should we use this?\" question: yes, LM Studio is the right tool for local model management on Mac. 48GB unified memory is excellent — you can run Llama 70B comfortably with quantization, or 32B at near-full precision. If Apple is featuring LM Studio in their Foundation Models ecosystem, that cements it as the standard path for local inference on Apple silicon.\n\nThe practical question for you is *when* to use local vs. Claude API. Local makes sense for: privacy-sensitive tasks, high-volume batch work where API costs add up, latency-sensitive tools that need sub-100ms response, and experimentation. Claude API stays the right call for anything needing frontier reasoning.\n\nPaste whichever posts you want actual analysis on and I'll go deeper.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1579,"cache_read_input_tokens":96421,"output_tokens":934,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1579,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":934,"cache_read_input_tokens":96421,"cache_creation_input_tokens":1579,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1579},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbxGRGMqSNrT8DxWxZ5RV","type":"assistant","uuid":"bb4fde36-0924-42f8-add4-605ef47cb33d","timestamp":"2026-06-11T22:32:52.605Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-12T14:29:27.262Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nhttps://x.com/0xmovez/status/2065140283923128585?s=52\nspawn yt-dlp ENOENT\n\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-12T14:28:39Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-plugins-community\",\n \"updated\": \"2026-06-12T14:24:10Z\",\n \"desc\": \"Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-community\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-12T14:23:13Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-12T14:21:17Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-12T14:16:43Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-12T14:16:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-12T14:15:14Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-12T14:12:52Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-12T14:10:14Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-12T14:09:53Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-12T14:08:32Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-12T14:02:40Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-12T14:01:47Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-12T13:53:58Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-12T13:38:57Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-12T13:15:29Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-12T12:45:41Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-12T12:39:05Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-demos\",\n \"updated\": \"2026-06-12T12:37:42Z\",\n \"desc\": \"Claude Code SDK Demos\",\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-demos\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-12T12:35:46Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-12T11:28:55Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-python\",\n \"updated\": \"2026-06-12T10:58:38Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-12T10:16:33Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-12T10:13:44Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-ruby\",\n \"updated\": \"2026-06-12T09:58:08Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-ruby\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-12T09:18:25Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/connect-rust\",\n \"updated\": \"2026-06-12T08:27:04Z\",\n \"desc\": \"An implementation of the ConnectRPC protocol for Rust\",\n \"url\": \"https://github.com/anthropics/connect-rust\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-java\",\n \"updated\": \"2026-06-12T07:06:28Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-java\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-12T06:31:49Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-go\",\n \"updated\": \"2026-06-12T05:38:05Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs via Go\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-go\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-12T14:29:27.263Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"bb4fde36-0924-42f8-add4-605ef47cb33d","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":"\nhttps://x.com/0xmovez/status/2065140283923128585?s=52\nspawn yt-dlp ENOENT\n\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-12T14:28:39Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-plugins-community\",\n \"updated\": \"2026-06-12T14:24:10Z\",\n \"desc\": \"Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-community\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-12T14:23:13Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-12T14:21:17Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-12T14:16:43Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-12T14:16:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-12T14:15:14Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-12T14:12:52Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-12T14:10:14Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-12T14:09:53Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-12T14:08:32Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-12T14:02:40Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-12T14:01:47Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-12T13:53:58Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-12T13:38:57Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-12T13:15:29Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-12T12:45:41Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-12T12:39:05Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-demos\",\n \"updated\": \"2026-06-12T12:37:42Z\",\n \"desc\": \"Claude Code SDK Demos\",\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-demos\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-12T12:35:46Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-12T11:28:55Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-python\",\n \"updated\": \"2026-06-12T10:58:38Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-12T10:16:33Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-12T10:13:44Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-ruby\",\n \"updated\": \"2026-06-12T09:58:08Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-ruby\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-12T09:18:25Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/connect-rust\",\n \"updated\": \"2026-06-12T08:27:04Z\",\n \"desc\": \"An implementation of the ConnectRPC protocol for Rust\",\n \"url\": \"https://github.com/anthropics/connect-rust\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-java\",\n \"updated\": \"2026-06-12T07:06:28Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-sdk-java\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-12T06:31:49Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/anthropic-sdk-go\",\n \"updated\": \"2026-06-12T05:38:05Z\",\n \"desc\": \"Access to Anthropic's safety-first language model APIs via Go\",\n \"url\": \"https://github.com/anthropics/anthropic-sdk-go\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."},"uuid":"d6ea8d0d-1fb9-4604-952e-b8bf2ccd4fd6","timestamp":"2026-06-12T14:29:27.297Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"d6ea8d0d-1fb9-4604-952e-b8bf2ccd4fd6","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01NQysFt27Kk4TmQ2HytrcVo","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Two things to handle:\n1. Message #908 from James - X post link that failed to fetch\n2. GitHub sweep #21 task\n\nLet me handle both. First, let me send an ack for the sweep and then work on it. For the X post, X is still blocked.\n\nFor the GitHub sweep:\n- Most repos were covered in sweeps #19 and #20\n- Key things to check: `anthropics/skills` (new commits?), `anthropics/claude-plugins-community`, `anthropics/claude-code` (any README changes?), `anthropics/claude-agent-sdk-demos` (new demos?), `anthropics/ClaudeForFoundationModels` (updates since OS 27 beta?)\n- I'll skip the less relevant ones like connect-rust, coursework repos, language SDKs, and life-sciences content\n- Focusing on the most likely candidates: skills, plugins-community, agent-sdk-demos, ClaudeForFoundationModels, and quickstarts for meaningful updates\n- No new skills commits this sweep, and I can't fetch the X link James shared, so I'll acknowledge that and start fetching the repos in parallel","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":90976,"cache_read_input_tokens":10938,"output_tokens":535,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":90976,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":535,"cache_read_input_tokens":10938,"cache_creation_input_tokens":90976,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":90976},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011CbyXPykvXNNgqYuuW73EQ","type":"assistant","uuid":"eb79f0d9-ee67-4939-af58-5d7b2e3a3394","timestamp":"2026-06-12T14:29:42.180Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"eb79f0d9-ee67-4939-af58-5d7b2e3a3394","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01NQysFt27Kk4TmQ2HytrcVo","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Dd2MATXAtSPmFyUXhLYGLA","name":"mcp__nanoclaw__send_message","input":{"to":"telegram-mg-17796","text":"On the sweep (#21) — checking now. The X link (#908) is still blocked on my end (402 paywall), paste the content if you want me to look at it."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":90976,"cache_read_input_tokens":10938,"output_tokens":535,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":90976,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":535,"cache_read_input_tokens":10938,"cache_creation_input_tokens":90976,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":90976},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011CbyXPykvXNNgqYuuW73EQ","type":"assistant","uuid":"83a48e7a-4318-4f52-870b-9bb511772d65","timestamp":"2026-06-12T14:29:42.819Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"83a48e7a-4318-4f52-870b-9bb511772d65","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Dd2MATXAtSPmFyUXhLYGLA","type":"tool_result","content":[{"type":"text","text":"Message sent to telegram-mg-17796 (id: 909)"}]}]},"uuid":"98ac7d03-d53e-4761-b99c-4f36009c4121","timestamp":"2026-06-12T14:29:42.923Z","toolUseResult":[{"type":"text","text":"Message sent to telegram-mg-17796 (id: 909)"}],"sourceToolAssistantUUID":"83a48e7a-4318-4f52-870b-9bb511772d65","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"d705f1bc-4a20-4717-96a3-f1bbd9999acf","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01QRwfBMUZa2uN3aNnDDtpLs","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_018SP8Xr7TdZPu27u9d4Sjs4","name":"Bash","input":{"command":"curl -s https://api.github.com/repos/anthropics/claude-plugins-community/commits?per_page=5 2>/dev/null | python3 -c \"\nimport json, sys\ncommits = json.load(sys.stdin)\nfor c in commits:\n print(c['sha'][:8], c['commit']['message'][:100])\n\"","description":"Check recent community plugins commits"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":564,"cache_read_input_tokens":101914,"output_tokens":600,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":564,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":600,"cache_read_input_tokens":101914,"cache_creation_input_tokens":564,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":564},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXR8HAteKtP64Bj8fRD","type":"assistant","uuid":"cad5bc7f-3989-478e-a310-0a68de101ec5","timestamp":"2026-06-12T14:29:50.013Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"d705f1bc-4a20-4717-96a3-f1bbd9999acf","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018hcbzzTBQxRL6jupF4TDLw","type":"tool_result","content":"826b2685 Merge pull request #58 from sarahdeaton/ask-user-question-preview\n\nAdd AskUserQuestion HTML previews\n7e1930ff Add AskUserQuestion HTML previews demo\n\nA branding assistant that showcases toolConfig.askUserQuesti\n2206fcca Update docs URLs and list all demos in root README\n\n- Replace docs.anthropic.com URLs with platform.\nbd3afda1 Merge pull request #43 from claudeaceae/fix-readme-urls\n\ndocs: fix repository URLs in README\n8785424f Merge pull request #44 from timjrobinson/patch-1\n\nFix link to Claude Agent SDK","is_error":false}]},"uuid":"fd849d52-3fce-48ee-8bba-c1722821abc0","timestamp":"2026-06-12T14:29:50.359Z","toolUseResult":{"stdout":"826b2685 Merge pull request #58 from sarahdeaton/ask-user-question-preview\n\nAdd AskUserQuestion HTML previews\n7e1930ff Add AskUserQuestion HTML previews demo\n\nA branding assistant that showcases toolConfig.askUserQuesti\n2206fcca Update docs URLs and list all demos in root README\n\n- Replace docs.anthropic.com URLs with platform.\nbd3afda1 Merge pull request #43 from claudeaceae/fix-readme-urls\n\ndocs: fix repository URLs in README\n8785424f Merge pull request #44 from timjrobinson/patch-1\n\nFix link to Claude Agent SDK","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"d705f1bc-4a20-4717-96a3-f1bbd9999acf","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"424d2f93-2358-4601-9589-2e9a58e25298","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DuXSvshrR42KNsmqUUH6Vu","type":"tool_result","content":"f37f1685 Add adaptive thinking support to the computer-use demo (#411)\n\nNewer Claude models (Opus 4.6 / Sonnet 4.6 and later) rea\nb03d42cc Add computer-use-best-practices quickstart (#402)\n\n* Add computer-use-best-practices quickstart\n\nA pedagogical, native-m\n4b2549e8 Update computer-use-demo to use text_editor_20250728 exclusively with correct insert_text parameter (#352)\n\n* Update com\nc01d5769 docs(browser-use-demo): add coordinate scaling clarification comment (#342)\n\nAdd a comment in the browser tool's options\n2eb3b14a Add browser-use-demo quickstart (#336)\n\nA new quickstart demonstrating browser automation using Claude's API with\nPlaywr","is_error":false}]},"uuid":"48ab5dbf-1fda-4f5f-acb2-dc4fa69cc9c6","timestamp":"2026-06-12T14:29:51.569Z","toolUseResult":{"stdout":"f37f1685 Add adaptive thinking support to the computer-use demo (#411)\n\nNewer Claude models (Opus 4.6 / Sonnet 4.6 and later) rea\nb03d42cc Add computer-use-best-practices quickstart (#402)\n\n* Add computer-use-best-practices quickstart\n\nA pedagogical, native-m\n4b2549e8 Update computer-use-demo to use text_editor_20250728 exclusively with correct insert_text parameter (#352)\n\n* Update com\nc01d5769 docs(browser-use-demo): add coordinate scaling clarification comment (#342)\n\nAdd a comment in the browser tool's options\n2eb3b14a Add browser-use-demo quickstart (#336)\n\nA new quickstart demonstrating browser automation using Claude's API with\nPlaywr","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"424d2f93-2358-4601-9589-2e9a58e25298","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"48ab5dbf-1fda-4f5f-acb2-dc4fa69cc9c6","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01FRUQ2ZMBJiYffhqHkoY2p9","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Let me check the notable items:\n\n1. **claude-agent-sdk-demos**: New demo added - \"AskUserQuestion HTML previews\" - a branding assistant that showcases `toolConfig.askUserQuestion`. This is new and worth noting.\n\n2. **claude-plugins-community**: Infrastructure/maintenance changes (SHA bumps, scanning policy, validation improvements). Not user-facing content worth ingesting.\n\n3. **ClaudeForFoundationModels**: Only 2 commits - initial + User-Agent fix. No major updates.\n\n4. **claude-quickstarts**: Two notable additions:\n - `computer-use-best-practices` quickstart — pedagogical, native-mode computer use\n - `browser-use-demo` quickstart — browser automation with Claude API + Playwright\n - `adaptive-thinking` support added to computer-use demo for Opus 4.6/Sonnet 4.6+\n\nThese are interesting! Let me get more details on the new quickstarts and check the claude-code repo for any meaningful updates.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1269,"cache_read_input_tokens":102478,"output_tokens":618,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1269,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":618,"cache_read_input_tokens":102478,"cache_creation_input_tokens":1269,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1269},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXRmDvM5rDfj12RJb5u","type":"assistant","uuid":"b46635e2-8758-44cb-9f9b-c449b2517390","timestamp":"2026-06-12T14:30:03.085Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"9225aa76-b020-4760-87bc-756ce67f680f","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01FRUQ2ZMBJiYffhqHkoY2p9","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Y63fU5vBrELhZa8CX4oJPf","name":"Bash","input":{"command":"curl -s https://api.github.com/repos/anthropics/claude-code/commits?per_page=5 2>/dev/null | python3 -c \"\nimport json, sys\ncommits = json.load(sys.stdin)\nfor c in commits:\n print(c['sha'][:8], c['commit']['message'][:120])\n\"","description":"Check claude-code recent commits"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1269,"cache_read_input_tokens":102478,"output_tokens":618,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1269,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":618,"cache_read_input_tokens":102478,"cache_creation_input_tokens":1269,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1269},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXRmDvM5rDfj12RJb5u","type":"assistant","uuid":"850b6922-74ee-4fbd-a8f1-378dced7c6d9","timestamp":"2026-06-12T14:30:03.994Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"46a12c14-a8ba-463b-9e13-2b534b0210f8","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01A1YQJmX55hQuSMESMgRodS","type":"tool_result","content":"# Computer and Browser Use with Claude\n\n> [!CAUTION]\n> **This is a reference implementation for instructional purposes only.**\n>\n> Running this agent outside of a virtual machine is **strongly discouraged**.\n> The agent has full control of your mouse, keyboard, and screen. There are\n> **no safeguards** against it taking screenshots that contain sensitive\n> information and uploading them to the API, deleting or overwriting important\n> data, or opening and operating any application on your machine.\n>\n> Run it inside a disposable macOS VM. [UTM](https://mac.getutm.app/) and\n> [Parallels](https://www.parallels.com/) both support macOS guests; we use\n> these tools internally for this purpose but are not affiliated with either\n> project or company in any way and do not endorse them over alternatives.\n>\n> If you want computer-use functionality with built-in safeguards and\n> user-in-the-loop controls rather than a teaching scaffold, use\n> [**Cowork**](https://claude.ai/downloads).\n\nThis repository is a **reference implementation**: it is meant to be read,\nunderstood, and modified for your own use case rather than imported as a\nlibrary or treated as a production-ready SDK. It pairs with the companion\n[computer-use best-practices guide](https://claude.com/blog/best-practices-for-computer-and-browser-use-with-claude),\nand the two are intended to be read side by side.\n\nIt targets **macOS only**. Key handling, the `pyautogui` backend, and\n`sandbox-exec` are all Mac-specific; a containerized or Linux variant is\nout of scope here. If you want a minimal containerized starting point\ninstead, see the [Computer Use Demo](../computer-use-demo) (Docker + X11\ndesktop) or the [Browser Use Demo](../browser-use-demo) (Docker +\nPlaywright, browser-only) elsewhere in this repository.\n\nA focused, pedagogical demo of Claude computer-use on **macOS**, running\n**locally** (no Docker), with:\n\n- Explicitly defined tools: every computer-use and browser-use tool the model\n sees is fully specified in `computer_use/tools/`, so you can read the exact\n name, description, and JSON schema that go into the API call.\n- Correct screenshot sizing: `computer_use/image.py` ports the API's\n reference resize so the model sees exactly the pixels you send and click\n coordinates stay accurate.\n- Batch tools: `computer_batch` / `browser_batch` let the model chain\n predictable actions in one turn. Batching can meaningfully reduce latency\n and cost on workloads where the model can confidently plan several steps\n ahead; the demo nudges toward it via the `BATCH_REMINDER` appended after a\n lone single-action call.\n- Sandboxed `bash` / `python` via `sandbox-exec` (profile in `sandbox/`).\n- Trajectory recording (`runs/…`) and a Streamlit viewer.\n- A FastAPI debug panel for exercising tools by hand.\n\n> [!TIP]\n> **Quickstart**\n>\n> Using [Claude Code](https://claude.ai/code)? Open this folder in it and run\n> **`/first-run`** for a guided walkthrough.\n>\n> Otherwise, the three commands you need are:\n>\n> ```bash\n> python -m pip install -r requirements.txt && python -m playwright install chromium\n> echo \"ANTHROPIC_API_KEY=\" > .env\n> python -m computer_use \"open TextEdit and type hello world\"\n> ```\n>\n> This task will move your real mouse and keyboard; read the\n> [caution block](#computer-and-browser-use-with-claude) at the top of this\n> file before running it. See [Installation](#installation) for the full setup\n> (including the Python 3.11+ requirement).\n\n## Installation\n\nRequires **Python 3.11+**. The `python3` that ships with macOS is 3.9 and\nwill not work; install a newer interpreter first (for example\n`brew install python@3.13`, or the installer from\n[python.org](https://www.python.org/downloads/)) and use that to create the\nvirtual environment below.\n\n```bash\n# Replace `python3.13` with whatever 3.11+ interpreter you installed.","is_error":false}]},"uuid":"5f6bee0c-23ca-472e-aea3-102293a9df4c","timestamp":"2026-06-12T14:30:04.405Z","toolUseResult":{"stdout":"# Computer and Browser Use with Claude\n\n> [!CAUTION]\n> **This is a reference implementation for instructional purposes only.**\n>\n> Running this agent outside of a virtual machine is **strongly discouraged**.\n> The agent has full control of your mouse, keyboard, and screen. There are\n> **no safeguards** against it taking screenshots that contain sensitive\n> information and uploading them to the API, deleting or overwriting important\n> data, or opening and operating any application on your machine.\n>\n> Run it inside a disposable macOS VM. [UTM](https://mac.getutm.app/) and\n> [Parallels](https://www.parallels.com/) both support macOS guests; we use\n> these tools internally for this purpose but are not affiliated with either\n> project or company in any way and do not endorse them over alternatives.\n>\n> If you want computer-use functionality with built-in safeguards and\n> user-in-the-loop controls rather than a teaching scaffold, use\n> [**Cowork**](https://claude.ai/downloads).\n\nThis repository is a **reference implementation**: it is meant to be read,\nunderstood, and modified for your own use case rather than imported as a\nlibrary or treated as a production-ready SDK. It pairs with the companion\n[computer-use best-practices guide](https://claude.com/blog/best-practices-for-computer-and-browser-use-with-claude),\nand the two are intended to be read side by side.\n\nIt targets **macOS only**. Key handling, the `pyautogui` backend, and\n`sandbox-exec` are all Mac-specific; a containerized or Linux variant is\nout of scope here. If you want a minimal containerized starting point\ninstead, see the [Computer Use Demo](../computer-use-demo) (Docker + X11\ndesktop) or the [Browser Use Demo](../browser-use-demo) (Docker +\nPlaywright, browser-only) elsewhere in this repository.\n\nA focused, pedagogical demo of Claude computer-use on **macOS**, running\n**locally** (no Docker), with:\n\n- Explicitly defined tools: every computer-use and browser-use tool the model\n sees is fully specified in `computer_use/tools/`, so you can read the exact\n name, description, and JSON schema that go into the API call.\n- Correct screenshot sizing: `computer_use/image.py` ports the API's\n reference resize so the model sees exactly the pixels you send and click\n coordinates stay accurate.\n- Batch tools: `computer_batch` / `browser_batch` let the model chain\n predictable actions in one turn. Batching can meaningfully reduce latency\n and cost on workloads where the model can confidently plan several steps\n ahead; the demo nudges toward it via the `BATCH_REMINDER` appended after a\n lone single-action call.\n- Sandboxed `bash` / `python` via `sandbox-exec` (profile in `sandbox/`).\n- Trajectory recording (`runs/…`) and a Streamlit viewer.\n- A FastAPI debug panel for exercising tools by hand.\n\n> [!TIP]\n> **Quickstart**\n>\n> Using [Claude Code](https://claude.ai/code)? Open this folder in it and run\n> **`/first-run`** for a guided walkthrough.\n>\n> Otherwise, the three commands you need are:\n>\n> ```bash\n> python -m pip install -r requirements.txt && python -m playwright install chromium\n> echo \"ANTHROPIC_API_KEY=\" > .env\n> python -m computer_use \"open TextEdit and type hello world\"\n> ```\n>\n> This task will move your real mouse and keyboard; read the\n> [caution block](#computer-and-browser-use-with-claude) at the top of this\n> file before running it. See [Installation](#installation) for the full setup\n> (including the Python 3.11+ requirement).\n\n## Installation\n\nRequires **Python 3.11+**. The `python3` that ships with macOS is 3.9 and\nwill not work; install a newer interpreter first (for example\n`brew install python@3.13`, or the installer from\n[python.org](https://www.python.org/downloads/)) and use that to create the\nvirtual environment below.\n\n```bash\n# Replace `python3.13` with whatever 3.11+ interpreter you installed.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"46a12c14-a8ba-463b-9e13-2b534b0210f8","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"9225aa76-b020-4760-87bc-756ce67f680f","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011RMZ6YQBQWbxvhrGSxLqa3","type":"tool_result","content":"# Claude Agent SDK Demos\n\n> ⚠️ **IMPORTANT**: These are demo applications by Anthropic. They are intended for local development only and should NOT be deployed to production or used at scale.\n\nThis repository contains multiple demonstrations of the [Claude Agent SDK](https://platform.claude.com/docs/en/agent-sdk/overview), showcasing different ways to build AI-powered applications with Claude.\n\n## Available Demos\n\n### 📧 [Email Agent](./email-agent)\nAn in-development IMAP email assistant that can:\n- Display your inbox\n- Perform agentic search to find emails\n- Provide AI-powered email assistance\n\n### 📊 [Excel Demo](./excel-demo)\nDemonstrations of working with spreadsheets and Excel files using Claude.\n\n### 👋 [Hello World](./hello-world)\nA simple getting-started example to help you understand the basics of the Claude Agent SDK.\n\n### 🔄 [Hello World V2](./hello-world-v2)\nExamples for the V2 Session API (`unstable_v2_*`): separate `send()`/`stream()` instead of a single `query()` generator, with multi-turn conversation and session persistence patterns.\n\n### 🔬 [Research Agent](./research-agent)\nA multi-agent research system that coordinates specialized subagents to research topics and generate comprehensive reports:\n- Breaks research requests into subtopics\n- Spawns parallel researcher agents to search the web\n- Synthesizes findings into detailed reports\n- Demonstrates detailed subagent activity tracking\n\n### 🎨 [AskUserQuestion Previews](./ask-user-question-previews)\nA branding assistant that renders AskUserQuestion options as visual HTML preview cards instead of plain text labels:\n- Opts in to `previewFormat: \"html\"` so each option includes a styled HTML mockup\n- Round-trips questions from the SDK's `canUseTool` callback to a browser over WebSocket\n- Demonstrates plan mode steering Claude toward clarifying questions before acting\n\n### 💬 [Simple Chat App](./simple-chatapp)\nA React + Express chat UI backed by the SDK, showing a full conversation loop over WebSocket with streaming responses.\n\n### 📄 [Resume Generator](./resume-generator)\nGenerates a one-page `.docx` resume by web-searching a person's name (LinkedIn, GitHub, news) and assembling the findings.\n\n## Quick Start\n\nEach demo has its own directory with dedicated setup instructions. Navigate to the specific demo folder and follow its README for setup and usage details.\n\n\n## Prerequisites\n\n- [Bun](https://bun.sh) runtime (or Node.js 18+)\n- An Anthropic API key ([get one here](https://console.anthropic.com))\n\n## Getting Started\n\n1. **Clone the repository**\n```bash\ngit clone https://github.com/anthropics/claude-agent-sdk-demos.git\ncd claude-agent-sdk-demos\n```","is_error":false}]},"uuid":"eed32f39-e92a-4c2f-ae24-e889a82b5505","timestamp":"2026-06-12T14:30:04.608Z","toolUseResult":{"stdout":"# Claude Agent SDK Demos\n\n> ⚠️ **IMPORTANT**: These are demo applications by Anthropic. They are intended for local development only and should NOT be deployed to production or used at scale.\n\nThis repository contains multiple demonstrations of the [Claude Agent SDK](https://platform.claude.com/docs/en/agent-sdk/overview), showcasing different ways to build AI-powered applications with Claude.\n\n## Available Demos\n\n### 📧 [Email Agent](./email-agent)\nAn in-development IMAP email assistant that can:\n- Display your inbox\n- Perform agentic search to find emails\n- Provide AI-powered email assistance\n\n### 📊 [Excel Demo](./excel-demo)\nDemonstrations of working with spreadsheets and Excel files using Claude.\n\n### 👋 [Hello World](./hello-world)\nA simple getting-started example to help you understand the basics of the Claude Agent SDK.\n\n### 🔄 [Hello World V2](./hello-world-v2)\nExamples for the V2 Session API (`unstable_v2_*`): separate `send()`/`stream()` instead of a single `query()` generator, with multi-turn conversation and session persistence patterns.\n\n### 🔬 [Research Agent](./research-agent)\nA multi-agent research system that coordinates specialized subagents to research topics and generate comprehensive reports:\n- Breaks research requests into subtopics\n- Spawns parallel researcher agents to search the web\n- Synthesizes findings into detailed reports\n- Demonstrates detailed subagent activity tracking\n\n### 🎨 [AskUserQuestion Previews](./ask-user-question-previews)\nA branding assistant that renders AskUserQuestion options as visual HTML preview cards instead of plain text labels:\n- Opts in to `previewFormat: \"html\"` so each option includes a styled HTML mockup\n- Round-trips questions from the SDK's `canUseTool` callback to a browser over WebSocket\n- Demonstrates plan mode steering Claude toward clarifying questions before acting\n\n### 💬 [Simple Chat App](./simple-chatapp)\nA React + Express chat UI backed by the SDK, showing a full conversation loop over WebSocket with streaming responses.\n\n### 📄 [Resume Generator](./resume-generator)\nGenerates a one-page `.docx` resume by web-searching a person's name (LinkedIn, GitHub, news) and assembling the findings.\n\n## Quick Start\n\nEach demo has its own directory with dedicated setup instructions. Navigate to the specific demo folder and follow its README for setup and usage details.\n\n\n## Prerequisites\n\n- [Bun](https://bun.sh) runtime (or Node.js 18+)\n- An Anthropic API key ([get one here](https://console.anthropic.com))\n\n## Getting Started\n\n1. **Clone the repository**\n```bash\ngit clone https://github.com/anthropics/claude-agent-sdk-demos.git\ncd claude-agent-sdk-demos\n```","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"9225aa76-b020-4760-87bc-756ce67f680f","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"d410f8e6-eca0-4558-ad6b-f4ea087b17e8","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01H4Q8xAxR4fTxwrVEng3Yd6","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Interesting findings:\n\n1. **claude-quickstarts**: \n - **computer-use-best-practices** — New macOS-native (no Docker) computer use reference. Explicit tool definitions, correct screenshot sizing, batch tools (`computer_batch`/`browser_batch`), sandboxed bash/python via `sandbox-exec`, trajectory recording, FastAPI debug panel. Pairs with Anthropic's companion blog post on best practices. Has a `/first-run` Claude Code skill!\n - **browser-use-demo** — Browser automation (Docker + Playwright)\n - Adaptive thinking now supported in computer-use demo\n2. **claude-agent-sdk-demos**: New `AskUserQuestion` demo that renders options as visual HTML preview cards with `previewFormat: \"html\"` enabled. Also added Hello World V2 using the V2 Session API, Simple Chat App, and Resume Generator — this is a significant expansion I need to reflect on the wiki.\n3. **claude-code**: Just changelog updates, nothing new to document.\n\nNow I should check the current wiki pages for both Claude Agent SDK Demos and Claude Quickstarts to see what needs updating.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2517,"cache_read_input_tokens":103747,"output_tokens":418,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2517,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":418,"cache_read_input_tokens":103747,"cache_creation_input_tokens":2517,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2517},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXSjyHcb1J7hBurvomS","type":"assistant","uuid":"1aa9f730-ca94-4d43-8e61-57dfa7ec4d30","timestamp":"2026-06-12T14:30:16.142Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"1da54f36-c79e-4435-a274-d56197f98a83","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011xBdNHgVNmWqKvanFymYr6","type":"tool_result","content":"1\t# Claude Agent SDK Demos\n2\t\n3\t**Type:** Demo applications / learning resource\n4\t**By:** Anthropic\n5\t**GitHub:** https://github.com/anthropics/claude-agent-sdk-demos\n6\t**Note:** For local development only — not production templates\n7\t\n8\t## What it is\n9\t8 reference demo apps showcasing the Claude Agent SDK. Intended for developers learning to build agentic AI apps with Claude.\n10\t\n11\t## Demos included\n12\t| Demo | What it shows |\n13\t|------|--------------|\n14\t| Hello World | Foundational SDK tutorial |\n15\t| Hello World V2 | Advanced session API + multi-turn conversations |\n16\t| Email Agent | IMAP email assistant with search and AI |\n17\t| Excel Demo | Spreadsheet / file manipulation |\n18\t| Research Agent | Multi-agent system with specialized sub-agents |\n19\t| AskUserQuestion Previews | Visual HTML question options (branding assistant) |\n20\t| Simple Chat App | React + Express with streaming responses |\n21\t| Resume Generator | Web-searches + synthesizes biographical data into documents |\n22\t\n23\t## Key patterns demonstrated\n24\t- Multi-agent coordination\n25\t- Multi-turn / session management\n26\t- Streaming responses\n27\t- Document generation\n28\t- Web search integration\n29\t- Email management\n30\t\n31\t## Related\n32\t- [[Claude Quickstarts]] — production-ready starting points (higher level)\n33\t- [[Knowledge Work Plugins]] — real-world plugins built on the same SDK\n34\t- [[Claude Cookbooks]] — code snippets for Claude API (lower level)\n35\t"}]},"uuid":"aaab11bb-38bc-413d-8ca7-9a21eb4ff9fd","timestamp":"2026-06-12T14:30:16.195Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Agent SDK Demos.md","content":"# Claude Agent SDK Demos\n\n**Type:** Demo applications / learning resource\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-agent-sdk-demos\n**Note:** For local development only — not production templates\n\n## What it is\n8 reference demo apps showcasing the Claude Agent SDK. Intended for developers learning to build agentic AI apps with Claude.\n\n## Demos included\n| Demo | What it shows |\n|------|--------------|\n| Hello World | Foundational SDK tutorial |\n| Hello World V2 | Advanced session API + multi-turn conversations |\n| Email Agent | IMAP email assistant with search and AI |\n| Excel Demo | Spreadsheet / file manipulation |\n| Research Agent | Multi-agent system with specialized sub-agents |\n| AskUserQuestion Previews | Visual HTML question options (branding assistant) |\n| Simple Chat App | React + Express with streaming responses |\n| Resume Generator | Web-searches + synthesizes biographical data into documents |\n\n## Key patterns demonstrated\n- Multi-agent coordination\n- Multi-turn / session management\n- Streaming responses\n- Document generation\n- Web search integration\n- Email management\n\n## Related\n- [[Claude Quickstarts]] — production-ready starting points (higher level)\n- [[Knowledge Work Plugins]] — real-world plugins built on the same SDK\n- [[Claude Cookbooks]] — code snippets for Claude API (lower level)\n","numLines":35,"startLine":1,"totalLines":35}},"sourceToolAssistantUUID":"1da54f36-c79e-4435-a274-d56197f98a83","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"56ff0abc-97cb-4cb1-8127-0bb3dfc03b90","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LurqqPjfDbi17LPmtB3doK","type":"tool_result","content":"1\t# Claude Quickstarts\n2\t\n3\t**Type:** Starter project collection\n4\t**By:** Anthropic\n5\t**GitHub:** https://github.com/anthropics/claude-quickstarts\n6\t\n7\t## What it is\n8\tProduction-ready starter projects for building Claude-powered applications. Each project provides foundational code developers can customize — higher level than [[Claude Cookbooks]] (snippets) or [[Claude Agent SDK Demos]] (local demos).\n9\t\n10\t## Projects included\n11\t| Project | Description |\n12\t|---------|-------------|\n13\t| Customer Support Agent | NLU-powered support with knowledge base access |\n14\t| Financial Data Analyst | Claude + interactive data visualization for financial chat |\n15\t| Computer Use Demo | Tools for Claude to control desktop computers |\n16\t| Computer Use Best Practices | macOS reference for reliable, cost-effective computer-use agents |\n17\t| Browser Use Demo | Full browser automation reference — navigate, click, fill forms |\n18\t| Autonomous Coding Agent | Claude Agent SDK multi-session app builder |\n19\t\n20\t## Who it's for\n21\tDevelopers who want a deployable starting point rather than building from scratch.\n22\t\n23\t## Related\n24\t- [[Claude Cookbooks]] — lower-level code snippets\n25\t- [[Claude Agent SDK Demos]] — local dev demos\n26\t"}]},"uuid":"61dfc2e9-4e55-41ba-9f50-1112a27269d6","timestamp":"2026-06-12T14:30:16.196Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Quickstarts.md","content":"# Claude Quickstarts\n\n**Type:** Starter project collection\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-quickstarts\n\n## What it is\nProduction-ready starter projects for building Claude-powered applications. Each project provides foundational code developers can customize — higher level than [[Claude Cookbooks]] (snippets) or [[Claude Agent SDK Demos]] (local demos).\n\n## Projects included\n| Project | Description |\n|---------|-------------|\n| Customer Support Agent | NLU-powered support with knowledge base access |\n| Financial Data Analyst | Claude + interactive data visualization for financial chat |\n| Computer Use Demo | Tools for Claude to control desktop computers |\n| Computer Use Best Practices | macOS reference for reliable, cost-effective computer-use agents |\n| Browser Use Demo | Full browser automation reference — navigate, click, fill forms |\n| Autonomous Coding Agent | Claude Agent SDK multi-session app builder |\n\n## Who it's for\nDevelopers who want a deployable starting point rather than building from scratch.\n\n## Related\n- [[Claude Cookbooks]] — lower-level code snippets\n- [[Claude Agent SDK Demos]] — local dev demos\n","numLines":26,"startLine":1,"totalLines":26}},"sourceToolAssistantUUID":"56ff0abc-97cb-4cb1-8127-0bb3dfc03b90","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"49be95f3-16ff-47fc-8cf7-567f9c3f4efb","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QSMRncQ6nsfAeJvaBexuPL","type":"tool_result","content":"857803f6 Bump 4 plugin SHA pin(s) to upstream HEAD (#317)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\nb8e8089b Bump 6 plugin SHA pin(s) to upstream HEAD (#316)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\n3b007684 Bump 2 plugin SHA pin(s) to upstream HEAD (#315)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\n5c29b17d Bump 4 plugin SHA pin(s) to upstream HEAD (#314)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\na58e56e8 Bump 8 plugin SHA pin(s) to upstream HEAD (#313)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user","is_error":false}]},"uuid":"4c311c48-3953-459b-821f-0145d4b5be22","timestamp":"2026-06-12T14:30:25.813Z","toolUseResult":{"stdout":"857803f6 Bump 4 plugin SHA pin(s) to upstream HEAD (#317)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\nb8e8089b Bump 6 plugin SHA pin(s) to upstream HEAD (#316)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\n3b007684 Bump 2 plugin SHA pin(s) to upstream HEAD (#315)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\n5c29b17d Bump 4 plugin SHA pin(s) to upstream HEAD (#314)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user\na58e56e8 Bump 8 plugin SHA pin(s) to upstream HEAD (#313)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@user","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"49be95f3-16ff-47fc-8cf7-567f9c3f4efb","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"4c311c48-3953-459b-821f-0145d4b5be22","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01LZUeXw2tdZ2zyja5A6Yme5","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01528buks7FRYXqsRcn5MTPG","name":"Bash","input":{"command":"curl -s https://api.github.com/repos/anthropics/claude-plugins-official/commits?per_page=5 2>/dev/null | python3 -c \"\nimport json, sys\ncommits = json.load(sys.stdin)\nfor c in commits:\n print(c['sha'][:8], c['commit']['message'][:120])\n\"","description":"Check claude-plugins-official recent commits"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1299,"cache_read_input_tokens":106264,"output_tokens":643,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1299,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":643,"cache_read_input_tokens":106264,"cache_creation_input_tokens":1299,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1299},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXTaihdgGhDGHVLrmct","type":"assistant","uuid":"7f64939e-411b-4d9c-8994-c5df05bef52e","timestamp":"2026-06-12T14:30:26.944Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"7f64939e-411b-4d9c-8994-c5df05bef52e","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01528buks7FRYXqsRcn5MTPG","type":"tool_result","content":"df202fe4 bump(data-agent-kit-starter-pack): 23aab90c → 79790536 (#2703)\n\nCo-authored-by: github-actions[bot] <41898282+github-act\n13c87c43 bump(aws-data-analytics): f5ba8108 → 2b92b90e (#2701)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]\n578a1e04 bump(aws-agents): f5ba8108 → 2b92b90e (#2699)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.n\n9a0431c4 bump(aws-core): f5ba8108 → 2b92b90e (#2700)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.nor\n811f8ad6 bump(knowledge-catalog): b3df58e8 → ed4eca83 (#2704)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@","is_error":false}]},"uuid":"eebd8007-4ba8-465a-a606-039e2997e034","timestamp":"2026-06-12T14:30:27.199Z","toolUseResult":{"stdout":"df202fe4 bump(data-agent-kit-starter-pack): 23aab90c → 79790536 (#2703)\n\nCo-authored-by: github-actions[bot] <41898282+github-act\n13c87c43 bump(aws-data-analytics): f5ba8108 → 2b92b90e (#2701)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]\n578a1e04 bump(aws-agents): f5ba8108 → 2b92b90e (#2699)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.n\n9a0431c4 bump(aws-core): f5ba8108 → 2b92b90e (#2700)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.nor\n811f8ad6 bump(knowledge-catalog): b3df58e8 → ed4eca83 (#2704)\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"7f64939e-411b-4d9c-8994-c5df05bef52e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"eebd8007-4ba8-465a-a606-039e2997e034","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01LZUeXw2tdZ2zyja5A6Yme5","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_012Gw94H3fijvFTb6adASryX","name":"Bash","input":{"command":"curl -s https://api.github.com/repos/anthropics/claude-agent-sdk-typescript/commits?per_page=5 2>/dev/null | python3 -c \"\nimport json, sys\ncommits = json.load(sys.stdin)\nfor c in commits:\n print(c['sha'][:8], c['commit']['message'][:120])\n\"","description":"Check agent-sdk-typescript recent commits for API changes"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1299,"cache_read_input_tokens":106264,"output_tokens":643,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1299,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":643,"cache_read_input_tokens":106264,"cache_creation_input_tokens":1299,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1299},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXTaihdgGhDGHVLrmct","type":"assistant","uuid":"10083aac-9741-4220-b760-ca821ea8ae23","timestamp":"2026-06-12T14:30:27.899Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"9b186db6-30a6-49bc-8bd9-ff71f975e7a0","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HYHb4DtV6eeSXyb8o27Hq4","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"All these repos are just automated SHA bumps and changelog updates. No meaningful new content.\n\nThe claude-plugins-official repo has some interesting new bumps though:\n- `data-agent-kit-starter-pack` — new plugin?\n- `aws-data-analytics` — AWS data analytics plugin?\n- `aws-agents` — AWS agents plugin?\n- `aws-core` — AWS core plugin?\n- `knowledge-catalog` — knowledge catalog plugin?\n\nThese sound potentially new! Let me investigate.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1334,"cache_read_input_tokens":107563,"output_tokens":444,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1334,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":444,"cache_read_input_tokens":107563,"cache_creation_input_tokens":1334,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1334},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXUWVUhMCkSVt7qZMHf","type":"assistant","uuid":"1f267d78-8300-4945-bcf2-33d9f2b8d60d","timestamp":"2026-06-12T14:30:33.833Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"84c056a1-dcc1-4352-9804-96aaa8e30b48","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_014dn1BhSMX2N2oLuNTsSWHY","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The plugins list is basically the same as what was in sweep #20 (where I listed 36 internal + 15 external). The SHA bumps in claude-plugins-official for aws-data-analytics, aws-agents, aws-core, data-agent-kit-starter-pack, knowledge-catalog were not in the `plugins/` or `external_plugins/` directories - they must be from the community plugins repo or the SHA bumps were for external plugin submodules.\n\nWait, actually those bumps (aws-data-analytics, aws-agents, aws-core, knowledge-catalog, data-agent-kit-starter-pack) were in the claude-plugins-official commits. \n\nI need to check if these are actually in external_plugins under different names or if there's another folder structure I'm missing. The bump commit messages suggest these might be brand-new external plugins that were added but aren't showing up in my current list, or they could be coming from the community plugins repo instead.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":731,"cache_read_input_tokens":108897,"output_tokens":658,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":731,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":658,"cache_read_input_tokens":108897,"cache_creation_input_tokens":731,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":731},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXV7gKGZFKYDMim96xe","type":"assistant","uuid":"43528d14-9696-4a27-9e05-26107585242e","timestamp":"2026-06-12T14:30:45.902Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"881cc157-e41a-425c-af06-b4a75fc6407e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_014dn1BhSMX2N2oLuNTsSWHY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SFPhewWZ7Zcfv1JnRGvZBH","name":"Bash","input":{"command":"curl -s https://api.github.com/repos/anthropics/claude-plugins-community/commits?per_page=5 2>/dev/null | python3 -c \"\nimport json, sys\ncommits = json.load(sys.stdin)\nfor c in commits:\n print(c['sha'][:8], c['commit']['message'][:150])\n\"","description":"Check community plugins recent commits for new plugins"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":731,"cache_read_input_tokens":108897,"output_tokens":658,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":731,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":658,"cache_read_input_tokens":108897,"cache_creation_input_tokens":731,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":731},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXV7gKGZFKYDMim96xe","type":"assistant","uuid":"4090e261-2549-468a-899d-e05a787ebca6","timestamp":"2026-06-12T14:30:48.023Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"4090e261-2549-468a-899d-e05a787ebca6","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SFPhewWZ7Zcfv1JnRGvZBH","type":"tool_result","content":"a15148bf fix(bump-plugin-shas): suppress no-op bumps when a git-subdir subtree is unchanged (#54)\n\nA git-subdir entry was being bumped on any repo HEAD movemen\nd5d0e836 policy(scan-plugins): default prompt — review whole payload + flag cross-service credential routing (#52)\n\n* policy(scan-plugins): default prompt — re\n9df42bcc feat(validate-plugins): synthesize manifest for strict:false external plugins (#50)\n\nA strict:false (skills-only) external entry legitimately ships no\n3aaadf73 feat(validate-plugins): opt-in diff-scoping of per-entry invariant errors (#49)\n\n* feat(validate-plugins): opt-in diff-scoping of per-entry invariant \n14233741 fix(validate-plugins): assemble changes.json via file inputs, not --argjson (ARG_MAX) (#65)\n\n00-detect-changes.sh built changes.json with `jq -n --arg","is_error":false}]},"uuid":"61e3a3da-03f1-4671-9d97-c50e8832351e","timestamp":"2026-06-12T14:30:48.330Z","toolUseResult":{"stdout":"a15148bf fix(bump-plugin-shas): suppress no-op bumps when a git-subdir subtree is unchanged (#54)\n\nA git-subdir entry was being bumped on any repo HEAD movemen\nd5d0e836 policy(scan-plugins): default prompt — review whole payload + flag cross-service credential routing (#52)\n\n* policy(scan-plugins): default prompt — re\n9df42bcc feat(validate-plugins): synthesize manifest for strict:false external plugins (#50)\n\nA strict:false (skills-only) external entry legitimately ships no\n3aaadf73 feat(validate-plugins): opt-in diff-scoping of per-entry invariant errors (#49)\n\n* feat(validate-plugins): opt-in diff-scoping of per-entry invariant \n14233741 fix(validate-plugins): assemble changes.json via file inputs, not --argjson (ARG_MAX) (#65)\n\n00-detect-changes.sh built changes.json with `jq -n --arg","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"4090e261-2549-468a-899d-e05a787ebca6","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"61e3a3da-03f1-4671-9d97-c50e8832351e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012nYUVFxd6GRNQA2s4dpSBA","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The AWS/data-agent/knowledge-catalog plugins don't appear to be in the claude-plugins-official tree. They may be in the community plugins repo or the bump commits were referencing external submodule SHA updates (not new plugins). The community plugins recent commits are also just infrastructure/validation changes.\n\nThis sweep (#21) has very little new content worth ingesting. All the repos are just:\n- Automated changelog/version bumps\n- SHA pinning updates for existing plugins\n- Infrastructure/validation improvements\n\nThe only genuinely new content I found was:\n1. claude-quickstarts: computer-use-best-practices and browser-use-demo (but these were already in the wiki from sweep #20 based on what I see in the Claude Quickstarts page)\n2. claude-agent-sdk-demos: AskUserQuestion Previews demo, Hello World V2, Simple Chat App, and Resume Generator (but these are already documented in the wiki)\n\nLooking back at the previous session's summary, the Claude Agent SDK Demos page was already created and lists all 8 demos, and the Claude Quickstarts page already captures Computer Use Best Practices and Browser Use Demo. So there's nothing new to add here.\n\nThis sweep is just maintenance and version updates across the repos with no genuinely new content worth documenting. I'll update the Ingest Log and send the summary to James.","signature":"EsQNCmUIDhgCKkBBPqSEGRUe1Q598AklCoi9SfKBUdvu55uTkTA3ibpWgPLhD4fwyeb/gnROw0HJCCuwMjRdNXeniZ5bluBoZwiGMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMq1D0YVMSjbb7D0J+GgziMGDd2ziLupJG/VQiMBNhqN7YIeNBQc7X9gyIeTjoxNun4BcHXzsCxXIbzWPlATwCXLaFUQ8OZ9N4IB/KhyqMDBox9tBO5/p+apd6lwP0EqXCOUnc4usmsPTDOU9JH3oH9r05iOaAO588PYcZjKGFdln3lfy+dMETFwKNeqDV9MIZY4/QgyHMX26Qe+5B/fNilfWjHLL8p5w/VFG2siUSF9vidokY7yG8Vz5Ywa+s89elG7/AcaV55YGeKhnPOzRcee39r3iM9LDDkZddtLOh0BSDZ0Tk9bDkqp96D3nmIKhbPY/t74Xwm/gZ5fJc8LGeZVfoULMR/woGxDc1nh4mw9B5VZsPro+EflnIrQo2jsZ2gBIS3bA01a5pQLLMGMRof2yUncQyKwvFfpni2INU8NHrGzt0koop4YxRGkXJdxScsZafN1sDIDKiGjKwDxbbT3LXbYWbUkoZaKNc8Cq8kWgQ7IrsN/8U+TmWzpphWKn2vbk3xr/6h9vSJZoPGKieeggWchP8PPjc1anfDFCpyY6juDYm7AWSsr9SELhYOKaLGYht+WsSPF5C9VM8C1Ce5hSo2Is0SRpaiGfLXqdig5+qrA5eaGbFv0XHVitBH6pGbVoV5Q4acGvhmg0tZWmICShvORUpLv0VVflruELgXVVCZvfMkmYgQ12yR/4uIweAEaWm/40s2no0KYkM4XZRx06rdnR+6nHBtkZRV7RrtbxVVnBN6rAL7Oh3tgStwGK+tVBAHONv5zizUcWNnt4ay8IBigW0rqm3XDCn1yXtp2sp/fOGFj++ieojWNsfSvR3jFQhPpkwYRp/uNFJ5QxnflO0WFteLCovN+8eFzEYkD9jc11voUl77gIJuEsgRzqtozcgR3ppTjs58KiT3s1CZHFOcTJZR3ivTbG92ezym+3/NgH1+H0aSZvqP9mXTtEJiuLvAv2k2dHXa9UDcpxKnBGtM0X2AIXuSqzqKmsNhI7ERdOBBMM+dpIG3UAngJ+rLqXCiXdBBDXtV7lfZmJ53/P20vuVHCQN1gmZZDMVGoeGP04xYS1u/i8KjoH0GPMF/cQx1kVznmDkHj3nAwxPjfoWhwuxfQ6a6H+YMNkZ0zM1e0i7f9O6ZOt7jrjA5ZPniFt/kPF8s9qE8W/pyUTmEQq+7mHNrdIOXKd/S7gGAGyOA3Mw2xstxtijDC/nPwazWvgv7wowMdLhwIPij+FpfRyohvJT0bokYyY8F52xvb/XOG1h1Hsg6uAab7DVkj0pT2pVIX1CgyroSm+Keb42VjNe84IltE+uiigbwICuFCLtMpWku3+k97Sy4cgY4eHkVhCOaG6p7mlShXZgZedLa2C35iMWSRqzgIBP1uCnHiOzM6cxyRftirZaRCnuTP9tg6PJepJ6Wdj8fhjxZSHd8nCncSkoz5miLAi+aZG+iNvycQT5n/DFSJBvZ5C7AyEDchafQlGMM8xhmUiRkVHCI+NaBr9ak2H4MfOxwbdYNzp1J+Y8wIcDdDrHpFk8sJiFYCSd/Mhy1BeyVVdSw2evaXKShoB3mYf4+Uz82P/Vm/8rTNCCdWdjqPsgynvBtslC4iRH+SG+ePLNU9hiBPCPoYZ4qJeROF41ykbAJwqy5rKs9Pvi6F6r5jehQ0saNkScTddn0PSM51gV/NkIZfJUMiIsDBUH4AOIZNsLPpx+E0vl2K/SSO0voC/RSjeSlZHiIcYaNstVhMXvjK7pLSBvDsw8c2xyBWw+keNu5nHAfZvwk7J/8H+uM0pmJrYdz7jD50s28HAXv8sjgPDXG07m/c62ytERSzF4hhaRakga9M57tnmr/5rIbYGUDIvPz73CU0ZvdmkQp95mZV0zWkPzrpFQbXL2UanY+27dPvb5DAGwd24ePTx9znFsDLgyksUeAMBm1xsob6GkeNe80MqqodITD7LxYzEVd923kopN08DNptmsvx0qRUdpIT8GkeDdS+/V50bOBC6Yin3q52mFXjCyhUAWzKTvOkMn6gvmQud++0/ut+tSqz2ucOHaVBHSX3ab9wKpHW3ELvuNQcvjP6dcu+kXdX+m9f326bcWynlsGGKi7XAJH68TRJ6JrfsrKlgbgK6FVWIyxxntld6AlyzjU5zgjzx91AFanmbFApF+vHFWwse6S8342RgB"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":962,"cache_read_input_tokens":109628,"output_tokens":613,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":962,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":613,"cache_read_input_tokens":109628,"cache_creation_input_tokens":962,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":962},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXVwxSdUyDUZw1sgo6o","type":"assistant","uuid":"cb7ad016-12ae-4de4-ac02-d063f425a14a","timestamp":"2026-06-12T14:31:00.222Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"cb7ad016-12ae-4de4-ac02-d063f425a14a","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012nYUVFxd6GRNQA2s4dpSBA","type":"message","role":"assistant","content":[{"type":"text","text":"All repos in this sweep are maintenance-only (automated SHA bumps, version increments, changelog updates). The demo and quickstart content was already captured in prior sweeps."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":962,"cache_read_input_tokens":109628,"output_tokens":613,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":962,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":613,"cache_read_input_tokens":109628,"cache_creation_input_tokens":962,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":962},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXVwxSdUyDUZw1sgo6o","type":"assistant","uuid":"c923eff0-01d8-4400-ad3e-7397aa712d4e","timestamp":"2026-06-12T14:31:00.225Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"c923eff0-01d8-4400-ad3e-7397aa712d4e","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012nYUVFxd6GRNQA2s4dpSBA","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BMj4wY8MfptJzMytEJqGQS","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","old_string":"## 2026-06-11 (Anthropic GitHub sweep #20)","new_string":"## 2026-06-12 (Anthropic GitHub sweep #21)\n- **Nothing new.** 30 repos updated — all maintenance: automated SHA bumps, version increments, changelog updates. All relevant repos already ingested in prior sweeps.\n\n## 2026-06-11 (Anthropic GitHub sweep #20)"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":962,"cache_read_input_tokens":109628,"output_tokens":613,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":962,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":613,"cache_read_input_tokens":109628,"cache_creation_input_tokens":962,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":962},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXVwxSdUyDUZw1sgo6o","type":"assistant","uuid":"28f2190d-5ea6-4d6d-b8ba-8282c03182ff","timestamp":"2026-06-12T14:31:03.038Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"28f2190d-5ea6-4d6d-b8ba-8282c03182ff","isSidechain":false,"promptId":"b7517eea-0162-40f8-9922-eb5529222709","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BMj4wY8MfptJzMytEJqGQS","type":"tool_result","content":"The file /workspace/extra/second-brain/wiki/Wiki Ingest Log.md has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"bcd7e9d3-73b3-41e7-848a-9bda9ef11480","timestamp":"2026-06-12T14:31:03.100Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","oldString":"## 2026-06-11 (Anthropic GitHub sweep #20)","newString":"## 2026-06-12 (Anthropic GitHub sweep #21)\n- **Nothing new.** 30 repos updated — all maintenance: automated SHA bumps, version increments, changelog updates. All relevant repos already ingested in prior sweeps.\n\n## 2026-06-11 (Anthropic GitHub sweep #20)","originalFile":null,"structuredPatch":[{"oldStart":4,"oldLines":6,"newStart":4,"newLines":9,"lines":[" "," ---"," ","+## 2026-06-12 (Anthropic GitHub sweep #21)","+- **Nothing new.** 30 repos updated — all maintenance: automated SHA bumps, version increments, changelog updates. All relevant repos already ingested in prior sweeps.","+"," ## 2026-06-11 (Anthropic GitHub sweep #20)"," - **[[Ralph Loop Plugin]]** (new tool) — Stop-hook-based autonomous iteration loop. Feeds Claude the same prompt until it outputs a completion promise string. For well-defined tasks with automatic verification (tests, linters). Built on Geoffrey Huntley's \"Ralph Wiggum\" technique. Claims: 6 repos overnight, $50k contract for $297 API cost."," - **[[Hookify Plugin]]** (new tool) — Create Claude Code hooks from natural language descriptions or auto-analysis of conversation frustrations. Markdown config files, regex pattern matching, no hooks.json editing. Instant effect (no restart needed)."]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"28f2190d-5ea6-4d6d-b8ba-8282c03182ff","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"last-prompt","leafUuid":"bcd7e9d3-73b3-41e7-848a-9bda9ef11480","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"bcd7e9d3-73b3-41e7-848a-9bda9ef11480","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01RzqnotZpDcRT6jqSDMxejm","type":"message","role":"assistant","content":[{"type":"text","text":"\nSweep #21 — nothing new. All 30 repos were maintenance: automated SHA bumps, version increments, changelog updates. Everything relevant is already in the wiki from prior sweeps.\n\nFor the X link (#908) — still blocked. Paste the content if you want me to look at it.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":684,"cache_read_input_tokens":110590,"output_tokens":85,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":684,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":85,"cache_read_input_tokens":110590,"cache_creation_input_tokens":684,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":684},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbyXX3Z577Tw7eCzV8AnN","type":"assistant","uuid":"2546dd77-c2b7-4c53-9856-7d24e29df0a1","timestamp":"2026-06-12T14:31:08.045Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-13T08:00:51.219Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","content":"\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-13T07:59:20Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-13T07:58:07Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-13T07:57:50Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-13T07:56:28Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-13T07:55:25Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-13T07:55:13Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-13T07:54:13Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-13T07:54:05Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-13T07:53:28Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-13T07:49:47Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-13T07:47:06Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-13T07:40:50Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-13T07:34:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-13T06:56:50Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/healthcare\",\n \"updated\": \"2026-06-13T06:54:19Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/healthcare\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-13T06:53:32Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/devcontainer-features\",\n \"updated\": \"2026-06-13T06:39:33Z\",\n \"desc\": \"Anthropic Dev Container Features, including Claude Code CLI\",\n \"url\": \"https://github.com/anthropics/devcontainer-features\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-13T06:16:47Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-demos\",\n \"updated\": \"2026-06-13T06:15:59Z\",\n \"desc\": \"Claude Code SDK Demos\",\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-demos\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-13T05:55:09Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-13T04:46:00Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-13T03:56:39Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-13T03:54:24Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-13T03:50:58Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-13T03:07:54Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/anthropic-tokenizer-typescript\",\n \"updated\": \"2026-06-13T02:14:07Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-tokenizer-typescript\"\n },\n {\n \"name\": \"anthropics/anthropic-bedrock-python\",\n \"updated\": \"2026-06-13T01:30:25Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-bedrock-python\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-13T01:26:06Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/riegeli-rs\",\n \"updated\": \"2026-06-13T00:30:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/riegeli-rs\"\n },\n {\n \"name\": \"anthropics/anthropic-tools\",\n \"updated\": \"2026-06-13T00:28:46Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-tools\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."}
{"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-13T08:00:51.219Z","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f"}
{"parentUuid":"2546dd77-c2b7-4c53-9856-7d24e29df0a1","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":"\nScript output:\n{\n \"updatedRepos\": [\n {\n \"name\": \"anthropics/prompt-eng-interactive-tutorial\",\n \"updated\": \"2026-06-13T07:59:20Z\",\n \"desc\": \"Anthropic's Interactive Prompt Engineering Tutorial\",\n \"url\": \"https://github.com/anthropics/prompt-eng-interactive-tutorial\"\n },\n {\n \"name\": \"anthropics/skills\",\n \"updated\": \"2026-06-13T07:58:07Z\",\n \"desc\": \"Public repository for Agent Skills\",\n \"url\": \"https://github.com/anthropics/skills\"\n },\n {\n \"name\": \"anthropics/claude-ai-mcp\",\n \"updated\": \"2026-06-13T07:57:50Z\",\n \"desc\": \"Report issues related to MCP integration with Claude here.\",\n \"url\": \"https://github.com/anthropics/claude-ai-mcp\"\n },\n {\n \"name\": \"anthropics/claude-cookbooks\",\n \"updated\": \"2026-06-13T07:56:28Z\",\n \"desc\": \"A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.\",\n \"url\": \"https://github.com/anthropics/claude-cookbooks\"\n },\n {\n \"name\": \"anthropics/life-sciences\",\n \"updated\": \"2026-06-13T07:55:25Z\",\n \"desc\": \"Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.\",\n \"url\": \"https://github.com/anthropics/life-sciences\"\n },\n {\n \"name\": \"anthropics/knowledge-work-plugins\",\n \"updated\": \"2026-06-13T07:55:13Z\",\n \"desc\": \"Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork\",\n \"url\": \"https://github.com/anthropics/knowledge-work-plugins\"\n },\n {\n \"name\": \"anthropics/financial-services\",\n \"updated\": \"2026-06-13T07:54:13Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/financial-services\"\n },\n {\n \"name\": \"anthropics/claude-plugins-official\",\n \"updated\": \"2026-06-13T07:54:05Z\",\n \"desc\": \"Official, Anthropic-managed directory of high quality Claude Code Plugins.\",\n \"url\": \"https://github.com/anthropics/claude-plugins-official\"\n },\n {\n \"name\": \"anthropics/claude-code\",\n \"updated\": \"2026-06-13T07:53:28Z\",\n \"desc\": \"Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.\",\n \"url\": \"https://github.com/anthropics/claude-code\"\n },\n {\n \"name\": \"anthropics/claude-for-legal\",\n \"updated\": \"2026-06-13T07:49:47Z\",\n \"desc\": \"A suite of plugins for legal workflows\",\n \"url\": \"https://github.com/anthropics/claude-for-legal\"\n },\n {\n \"name\": \"anthropics/defending-code-reference-harness\",\n \"updated\": \"2026-06-13T07:47:06Z\",\n \"desc\": \"Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize\",\n \"url\": \"https://github.com/anthropics/defending-code-reference-harness\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-typescript\",\n \"updated\": \"2026-06-13T07:40:50Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-typescript\"\n },\n {\n \"name\": \"anthropics/cwc-long-running-agents\",\n \"updated\": \"2026-06-13T07:34:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-long-running-agents\"\n },\n {\n \"name\": \"anthropics/claude-code-security-review\",\n \"updated\": \"2026-06-13T06:56:50Z\",\n \"desc\": \"An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.\",\n \"url\": \"https://github.com/anthropics/claude-code-security-review\"\n },\n {\n \"name\": \"anthropics/healthcare\",\n \"updated\": \"2026-06-13T06:54:19Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/healthcare\"\n },\n {\n \"name\": \"anthropics/ClaudeForFoundationModels\",\n \"updated\": \"2026-06-13T06:53:32Z\",\n \"desc\": \"Claude support for Apple Foundation Models\",\n \"url\": \"https://github.com/anthropics/ClaudeForFoundationModels\"\n },\n {\n \"name\": \"anthropics/devcontainer-features\",\n \"updated\": \"2026-06-13T06:39:33Z\",\n \"desc\": \"Anthropic Dev Container Features, including Claude Code CLI\",\n \"url\": \"https://github.com/anthropics/devcontainer-features\"\n },\n {\n \"name\": \"anthropics/claude-code-action\",\n \"updated\": \"2026-06-13T06:16:47Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-code-action\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-demos\",\n \"updated\": \"2026-06-13T06:15:59Z\",\n \"desc\": \"Claude Code SDK Demos\",\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-demos\"\n },\n {\n \"name\": \"anthropics/claude-desktop-buddy\",\n \"updated\": \"2026-06-13T05:55:09Z\",\n \"desc\": \"Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop\",\n \"url\": \"https://github.com/anthropics/claude-desktop-buddy\"\n },\n {\n \"name\": \"anthropics/courses\",\n \"updated\": \"2026-06-13T04:46:00Z\",\n \"desc\": \"Anthropic's educational courses\",\n \"url\": \"https://github.com/anthropics/courses\"\n },\n {\n \"name\": \"anthropics/claudes-c-compiler\",\n \"updated\": \"2026-06-13T03:56:39Z\",\n \"desc\": \"Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.\",\n \"url\": \"https://github.com/anthropics/claudes-c-compiler\"\n },\n {\n \"name\": \"anthropics/claude-agent-sdk-python\",\n \"updated\": \"2026-06-13T03:54:24Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/claude-agent-sdk-python\"\n },\n {\n \"name\": \"anthropics/claude-quickstarts\",\n \"updated\": \"2026-06-13T03:50:58Z\",\n \"desc\": \"A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API\",\n \"url\": \"https://github.com/anthropics/claude-quickstarts\"\n },\n {\n \"name\": \"anthropics/cwc-workshops\",\n \"updated\": \"2026-06-13T03:07:54Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/cwc-workshops\"\n },\n {\n \"name\": \"anthropics/anthropic-tokenizer-typescript\",\n \"updated\": \"2026-06-13T02:14:07Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-tokenizer-typescript\"\n },\n {\n \"name\": \"anthropics/anthropic-bedrock-python\",\n \"updated\": \"2026-06-13T01:30:25Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-bedrock-python\"\n },\n {\n \"name\": \"anthropics/claude-code-base-action\",\n \"updated\": \"2026-06-13T01:26:06Z\",\n \"desc\": \"This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.\",\n \"url\": \"https://github.com/anthropics/claude-code-base-action\"\n },\n {\n \"name\": \"anthropics/riegeli-rs\",\n \"updated\": \"2026-06-13T00:30:20Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/riegeli-rs\"\n },\n {\n \"name\": \"anthropics/anthropic-tools\",\n \"updated\": \"2026-06-13T00:28:46Z\",\n \"desc\": null,\n \"url\": \"https://github.com/anthropics/anthropic-tools\"\n }\n ],\n \"newSkillCommits\": []\n}\n\nInstructions:\nCheck for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.\n\nThe script has provided `data` with two fields:\n- `updatedRepos`: repos in the anthropics org updated since last check\n- `newSkillCommits`: new commits to anthropics/skills\n\nFor each item in updatedRepos and newSkillCommits:\n1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.\n2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features\n3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate\n4. Update wiki/index.md and wiki/log.md\n5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief \"checked GitHub, nothing new worth ingesting\" message."},"uuid":"96fe23ec-5c60-4e9b-90c6-510fbe33eb92","timestamp":"2026-06-13T08:00:51.249Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"96fe23ec-5c60-4e9b-90c6-510fbe33eb92","isSidechain":false,"attachment":{"type":"todo_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"6f9ba336-c32e-4346-9d9e-166a32c754e3","timestamp":"2026-06-13T08:00:51.249Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"6f9ba336-c32e-4346-9d9e-166a32c754e3","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_017Q8KsvHMQZ7udFyWzVLxBC","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Sweep #22. Let me evaluate the repos:\n\n**Skip immediately (infra/research/mirrors):**\n- `riegeli-rs` — Rust library, no desc\n- `anthropic-bedrock-python` — Bedrock SDK variant\n- `anthropic-tokenizer-typescript` — TypeScript tokenizer\n- `claude-code-base-action` — mirror of claude-code-action\n- `claude-ai-mcp` — MCP issue tracker\n- `life-sciences` — marketplace JSON only\n- `cwc-workshops` — coursework\n- `courses` — educational courses\n- `prompt-eng-interactive-tutorial` — tutorial\n- `connect-rust` — infra\n\n**Check for new content:**\n- `anthropics/skills` — always check\n- `anthropics/healthcare` — no desc, could be new\n- `anthropics/anthropic-tools` — no desc, could be interesting\n- `anthropics/claude-cookbooks` — check for new notebooks\n- `anthropics/claude-quickstarts` — check for new quickstarts\n- `anthropics/claude-plugins-official` — check for new plugins\n- `anthropics/claude-agent-sdk-demos` — check for new demos\n- `anthropics/ClaudeForFoundationModels` — any meaningful content\n- `anthropics/devcontainer-features` — check for updates\n\n**Already well-covered (mostly maintenance):**\n- `anthropics/claude-code` — changelog bumps\n- `anthropics/knowledge-work-plugins` — SHA bumps\n- `anthropics/financial-services` — SHA bumps\n- `anthropics/claude-for-legal` — SHA bumps\n- `anthropics/defending-code-reference-harness` — SHA bumps\n- `anthropics/claude-agent-sdk-typescript` — changelog\n- `anthropics/cwc-long-running-agents` — SHA bumps\n- `anthropics/claude-code-security-review` — maintenance\n- `anthropics/claude-code-action` — maintenance\n- `anthropics/claude-desktop-buddy` — check\n- `anthropics/claude-agent-sdk-python` — changelog\n\nI'm noticing a couple of repos that stand out: `anthropics/healthcare` and `anthropics/anthropic-tools` both lack descriptions, so I should pull those down to see what they contain. I also want to check the recent commits in the skills repos.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":103301,"cache_read_input_tokens":10933,"output_tokens":1079,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":103301,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":1079,"cache_read_input_tokens":10933,"cache_creation_input_tokens":103301,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":103301},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011CbzuaAwE7zUeK2EgVCvoT","type":"assistant","uuid":"bf480c5d-bb4b-48f8-b601-167159395c74","timestamp":"2026-06-13T08:01:08.158Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"0ed3aa80-17bc-4c31-b045-679841a23eff","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ph5cF5AM6FohrdijhrMUQt","type":"tool_result","content":"# Healthcare Marketplace for Claude Code\n\nSkills for healthcare workflows including clinical trials, prior authorization review, and FHIR API development.\n\n## Quick Start\n\n```bash\n# Add the marketplace\n/plugin marketplace add anthropics/healthcare\n\n# Install skills\n/plugin install fhir-developer@healthcare\n/plugin install prior-auth-review@healthcare\n/plugin install clinical-trial-protocol@healthcare\n```\n\n## Available Skills\n\n### FHIR Developer\n**Plugin ID**: `fhir-developer@healthcare`\n\nConnect healthcare systems faster with specialized knowledge of HL7 FHIR R4 for healthcare data exchange, including resource structures, coding systems (LOINC, SNOMED CT, RxNorm), and validation patterns.\n\n**Requirements**: None\n\n---\n\n### Prior Authorization Review (Demo)\n**Plugin ID**: `prior-auth-review@healthcare`\n\nDemo skill that digests prior auth request documentation, performs initial checks (NPI, ICD-10, CMS Coverage, CPT), and summarizes the argument for medical necessity. Customize for your own use cases.\n\n**Requirements**: None\n\n---\n\n### Clinical Trial Protocol Generator\n**Plugin ID**: `clinical-trial-protocol@healthcare`\n\nGenerate FDA/NIH-compliant clinical trial protocols for medical devices or drugs using a waypoint-based architecture.\n\n**Requirements**: Python with scipy and numpy\n\n## Remote MCP Servers\n\n| MCP Name | Description | URL |\n|----------|-------------|-----|\n| CMS Coverage | Access the CMS Coverage Database | https://mcp.deepsense.ai/cms_coverage/mcp |\n| ICD-10 Codes | Access ICD-10-CM and ICD-10-PCS code sets | https://mcp.deepsense.ai/icd10_codes/mcp |\n| NPI Registry | Access US National Provider Identifier (NPI) Registry | https://mcp.deepsense.ai/npi_registry/mcp |\n| PubMed | Search biomedical literature from PubMed | https://pubmed.mcp.claude.com/mcp |\n\nInstall MCP plugins:\n\n```bash\nclaude mcp add-from-marketplace anthropics/healthcare/cms-coverage\nclaude mcp add-from-marketplace anthropics/healthcare/icd10-codes\nclaude mcp add-from-marketplace anthropics/healthcare/npi-registry\nclaude mcp add-from-marketplace anthropics/healthcare/pubmed\n```\n\n## License\n\nSkills are provided under Anthropic's terms of service.","is_error":false}]},"uuid":"6d56980d-256a-426c-bf5c-46e611c373a8","timestamp":"2026-06-13T08:01:08.586Z","toolUseResult":{"stdout":"# Healthcare Marketplace for Claude Code\n\nSkills for healthcare workflows including clinical trials, prior authorization review, and FHIR API development.\n\n## Quick Start\n\n```bash\n# Add the marketplace\n/plugin marketplace add anthropics/healthcare\n\n# Install skills\n/plugin install fhir-developer@healthcare\n/plugin install prior-auth-review@healthcare\n/plugin install clinical-trial-protocol@healthcare\n```\n\n## Available Skills\n\n### FHIR Developer\n**Plugin ID**: `fhir-developer@healthcare`\n\nConnect healthcare systems faster with specialized knowledge of HL7 FHIR R4 for healthcare data exchange, including resource structures, coding systems (LOINC, SNOMED CT, RxNorm), and validation patterns.\n\n**Requirements**: None\n\n---\n\n### Prior Authorization Review (Demo)\n**Plugin ID**: `prior-auth-review@healthcare`\n\nDemo skill that digests prior auth request documentation, performs initial checks (NPI, ICD-10, CMS Coverage, CPT), and summarizes the argument for medical necessity. Customize for your own use cases.\n\n**Requirements**: None\n\n---\n\n### Clinical Trial Protocol Generator\n**Plugin ID**: `clinical-trial-protocol@healthcare`\n\nGenerate FDA/NIH-compliant clinical trial protocols for medical devices or drugs using a waypoint-based architecture.\n\n**Requirements**: Python with scipy and numpy\n\n## Remote MCP Servers\n\n| MCP Name | Description | URL |\n|----------|-------------|-----|\n| CMS Coverage | Access the CMS Coverage Database | https://mcp.deepsense.ai/cms_coverage/mcp |\n| ICD-10 Codes | Access ICD-10-CM and ICD-10-PCS code sets | https://mcp.deepsense.ai/icd10_codes/mcp |\n| NPI Registry | Access US National Provider Identifier (NPI) Registry | https://mcp.deepsense.ai/npi_registry/mcp |\n| PubMed | Search biomedical literature from PubMed | https://pubmed.mcp.claude.com/mcp |\n\nInstall MCP plugins:\n\n```bash\nclaude mcp add-from-marketplace anthropics/healthcare/cms-coverage\nclaude mcp add-from-marketplace anthropics/healthcare/icd10-codes\nclaude mcp add-from-marketplace anthropics/healthcare/npi-registry\nclaude mcp add-from-marketplace anthropics/healthcare/pubmed\n```\n\n## License\n\nSkills are provided under Anthropic's terms of service.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"0ed3aa80-17bc-4c31-b045-679841a23eff","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"6d56980d-256a-426c-bf5c-46e611c373a8","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_017Q8KsvHMQZ7udFyWzVLxBC","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01W2thKiH7vmzMYWtg7EcNki","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/anthropic-tools/main/README.md 2>/dev/null | head -100","description":"Fetch anthropic-tools README"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":103301,"cache_read_input_tokens":10933,"output_tokens":1079,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":103301,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3,"output_tokens":1079,"cache_read_input_tokens":10933,"cache_creation_input_tokens":103301,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":103301},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011CbzuaAwE7zUeK2EgVCvoT","type":"assistant","uuid":"c2ce5f52-03d0-4463-94a0-f5047102078e","timestamp":"2026-06-13T08:01:08.680Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"c2ce5f52-03d0-4463-94a0-f5047102078e","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01W2thKiH7vmzMYWtg7EcNki","type":"tool_result","content":"> **⚠️ DEPRECATION NOTICE**\n>\n> This repository is deprecated and no longer maintained. For up-to-date information on using tools with Claude, please refer to our official documentation at:\n> https://docs.anthropic.com/en/docs/build-with-claude/tool-use\n>\n> The official API provides a more robust, supported, and production-ready implementation of tool use functionality.\n\n# anthropic-tools\nA repo for using tools/function calling with Anthropic models.\n### This SDK is Currently in Alpha and meant ONLY AS A RESEARCH PREVIEW. We promise no ongoing support. It is not intended for production use. Production-ready function calling support is coming to the Anthropic API soon.\n\n## Setup\nSet your Anthropic API key as an environment variable: \n```bash\n# MacOS\nexport ANTHROPIC_API_KEY={your_anthropic_api_key}\n```\n\nIf you are accessing Claude through AWS Bedrock, set the following enviroment variables instead:\n```bash\n# MacOS\nexport AWS_ACCESS_KEY_ID={your_AWS_access_key_id}\nexport AWS_SECRET_ACCESS_KEY={your_AWS_secret_access_key}\nexport AWS_SESSION_TOKEN={your_AWS_session_token}\n```\n\n[Optional] If you want to test the Brave search tool, set your Brave API key as an enviroment variable (get a key [here](https://api.search.brave.com/register)):\n```bash\n# MacOS\nexport BRAVE_API_KEY={your_brave_api_key}\n```\n\nCreate a Python Virtual Environment: \n```bash\n# MacOS\npython3 -m venv anthropictools\nsource anthropictools/bin/activate\n```\n\nInstall Requirements:\n```bash\npip install -r requirements.txt\n```\n\n## Getting Started\nanthropic-tools follows a very simple architecture that lets users define and use tools with Claude. There are two classes users should be familiar with: `BaseTool` and `ToolUser`.\n\nAdditionally, anthropic-tools introduces a new *structured* prompt format that you will want to pay close attention to. This should make for easier prompt construction and parsing.\n\nanthropic-tools also supports a number of pre-built tools out of the box, built on top of the same primitives available to you. These are here in case you want even easier tool use for some of our most common tools, such as search or SQL.\n\n### BaseTool\nBaseTool is the class that should be used to define individual tools. All you need to do to create a tool is inherit `BaseTool` and define the `use_tool()` method for the tool.\n```python\nimport datetime, zoneinfo\nfrom tool_use_package.tools.base_tool import BaseTool\n\nclass TimeOfDayTool(BaseTool):\n \"\"\"Tool to get the current time of day.\"\"\"\n def use_tool(self, time_zone):\n # Get the current time\n now = datetime.datetime.now()\n\n # Convert to the specified time zone\n tz = zoneinfo.ZoneInfo(time_zone)\n localized_time = now.astimezone(tz)\n\n return localized_time.strftime(\"%H:%M:%S\")\n```\n\nThen, you simply instantiate your custom tool with `name` (the name of the tool), `description` (the description Claude reads of what the tool does), and `parameters` (the parameters that the tool accepts). Pay attention to the formatting of each.\n```python\ntool_name = \"get_time_of_day\"\ntool_description = \"Retrieve the current time of day in Hour-Minute-Second format for a specified time zone. Time zones should be written in standard formats such as UTC, US/Pacific, Europe/London.\"\ntool_parameters = [\n {\"name\": \"time_zone\", \"type\": \"str\", \"description\": \"The time zone to get the current time for, such as UTC, US/Pacific, Europe/London.\"}\n]\n\ntime_of_day_tool = TimeOfDayTool(tool_name, tool_description, tool_parameters)\n```\n### ToolUser\nToolUser is passed a list of tools (child classes of BaseTool) and allows you to use Claude with those tools. To create a ToolUser instance simply pass it a list of one or more tools.\n```python\nfrom tool_use_package.tool_user import ToolUser\ntime_tool_user = ToolUser([time_of_day_tool])\n```\n\nYou can then make use of your ToolUser by calling its `use_tools()` method and passing in your desired prompt. Setting execution mode to \"automatic\" makes it execute the function; in the default \"manual\" mode it returns the function arguments back to the client to be executed there.\n```python\nmessages = [{'role': 'user', 'content': 'What time is it in Los Angeles?'}]\ntime_tool_user.use_tools(messages, execution_mode='automatic')\n```\n\nIf you are accesing Claude through AWS Bedrock, set the parameter `first_party` to `False` (it is by default set to `True`):\n```python\ntime_tool_user = ToolUser([time_of_day_tool], first_party=False)\n```\nNOTE: If using bedrock, this SDK only supports claude 2.1 (anthropic.claude-v2:1).\n\nNotice that new `messages` format instead of passing in a simple prompt string? Never seen it before? Don't worry, we are about to walk through it.","is_error":false}]},"uuid":"ac10aff7-c37e-47f2-a200-3dc4b95c2ae9","timestamp":"2026-06-13T08:01:08.839Z","toolUseResult":{"stdout":"> **⚠️ DEPRECATION NOTICE**\n>\n> This repository is deprecated and no longer maintained. For up-to-date information on using tools with Claude, please refer to our official documentation at:\n> https://docs.anthropic.com/en/docs/build-with-claude/tool-use\n>\n> The official API provides a more robust, supported, and production-ready implementation of tool use functionality.\n\n# anthropic-tools\nA repo for using tools/function calling with Anthropic models.\n### This SDK is Currently in Alpha and meant ONLY AS A RESEARCH PREVIEW. We promise no ongoing support. It is not intended for production use. Production-ready function calling support is coming to the Anthropic API soon.\n\n## Setup\nSet your Anthropic API key as an environment variable: \n```bash\n# MacOS\nexport ANTHROPIC_API_KEY={your_anthropic_api_key}\n```\n\nIf you are accessing Claude through AWS Bedrock, set the following enviroment variables instead:\n```bash\n# MacOS\nexport AWS_ACCESS_KEY_ID={your_AWS_access_key_id}\nexport AWS_SECRET_ACCESS_KEY={your_AWS_secret_access_key}\nexport AWS_SESSION_TOKEN={your_AWS_session_token}\n```\n\n[Optional] If you want to test the Brave search tool, set your Brave API key as an enviroment variable (get a key [here](https://api.search.brave.com/register)):\n```bash\n# MacOS\nexport BRAVE_API_KEY={your_brave_api_key}\n```\n\nCreate a Python Virtual Environment: \n```bash\n# MacOS\npython3 -m venv anthropictools\nsource anthropictools/bin/activate\n```\n\nInstall Requirements:\n```bash\npip install -r requirements.txt\n```\n\n## Getting Started\nanthropic-tools follows a very simple architecture that lets users define and use tools with Claude. There are two classes users should be familiar with: `BaseTool` and `ToolUser`.\n\nAdditionally, anthropic-tools introduces a new *structured* prompt format that you will want to pay close attention to. This should make for easier prompt construction and parsing.\n\nanthropic-tools also supports a number of pre-built tools out of the box, built on top of the same primitives available to you. These are here in case you want even easier tool use for some of our most common tools, such as search or SQL.\n\n### BaseTool\nBaseTool is the class that should be used to define individual tools. All you need to do to create a tool is inherit `BaseTool` and define the `use_tool()` method for the tool.\n```python\nimport datetime, zoneinfo\nfrom tool_use_package.tools.base_tool import BaseTool\n\nclass TimeOfDayTool(BaseTool):\n \"\"\"Tool to get the current time of day.\"\"\"\n def use_tool(self, time_zone):\n # Get the current time\n now = datetime.datetime.now()\n\n # Convert to the specified time zone\n tz = zoneinfo.ZoneInfo(time_zone)\n localized_time = now.astimezone(tz)\n\n return localized_time.strftime(\"%H:%M:%S\")\n```\n\nThen, you simply instantiate your custom tool with `name` (the name of the tool), `description` (the description Claude reads of what the tool does), and `parameters` (the parameters that the tool accepts). Pay attention to the formatting of each.\n```python\ntool_name = \"get_time_of_day\"\ntool_description = \"Retrieve the current time of day in Hour-Minute-Second format for a specified time zone. Time zones should be written in standard formats such as UTC, US/Pacific, Europe/London.\"\ntool_parameters = [\n {\"name\": \"time_zone\", \"type\": \"str\", \"description\": \"The time zone to get the current time for, such as UTC, US/Pacific, Europe/London.\"}\n]\n\ntime_of_day_tool = TimeOfDayTool(tool_name, tool_description, tool_parameters)\n```\n### ToolUser\nToolUser is passed a list of tools (child classes of BaseTool) and allows you to use Claude with those tools. To create a ToolUser instance simply pass it a list of one or more tools.\n```python\nfrom tool_use_package.tool_user import ToolUser\ntime_tool_user = ToolUser([time_of_day_tool])\n```\n\nYou can then make use of your ToolUser by calling its `use_tools()` method and passing in your desired prompt. Setting execution mode to \"automatic\" makes it execute the function; in the default \"manual\" mode it returns the function arguments back to the client to be executed there.\n```python\nmessages = [{'role': 'user', 'content': 'What time is it in Los Angeles?'}]\ntime_tool_user.use_tools(messages, execution_mode='automatic')\n```\n\nIf you are accesing Claude through AWS Bedrock, set the parameter `first_party` to `False` (it is by default set to `True`):\n```python\ntime_tool_user = ToolUser([time_of_day_tool], first_party=False)\n```\nNOTE: If using bedrock, this SDK only supports claude 2.1 (anthropic.claude-v2:1).\n\nNotice that new `messages` format instead of passing in a simple prompt string? Never seen it before? Don't worry, we are about to walk through it.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"c2ce5f52-03d0-4463-94a0-f5047102078e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"d3439743-a95c-4f5d-991c-a32f16f48022","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LjwtggNkJjQ3bAC4wqRtrk","type":"tool_result","content":"34022c55 Merge pull request #698 from anthropics/cj-ant/sentry-managed-agent\n\nfeat(managed_agents): add Sentry triage scheduled a\n3dc70b51 feat(managed_agents): add Sentry triage scheduled agent example\n\nFolder example that provisions a Claude Managed Agent w\nfe65adf8 Merge pull request #696 from anthropics/paulchen-go/async-multi-agent-orchestration\n\nAdd async multi-agent orchestration\ne22e6830 Add async multi-agent orchestration cookbook\n\nTwo async multi-agent patterns on the Messages API: a fixed N-agent team\nw\n107294d4 Merge pull request #695 from anthropics/anthropic/alexander/fable-5-classifier-billing-cookbook\n\nFable 5 classifier and","is_error":false}]},"uuid":"dc61a216-9f70-4c0f-a082-8004be746978","timestamp":"2026-06-13T08:01:10.263Z","toolUseResult":{"stdout":"34022c55 Merge pull request #698 from anthropics/cj-ant/sentry-managed-agent\n\nfeat(managed_agents): add Sentry triage scheduled a\n3dc70b51 feat(managed_agents): add Sentry triage scheduled agent example\n\nFolder example that provisions a Claude Managed Agent w\nfe65adf8 Merge pull request #696 from anthropics/paulchen-go/async-multi-agent-orchestration\n\nAdd async multi-agent orchestration\ne22e6830 Add async multi-agent orchestration cookbook\n\nTwo async multi-agent patterns on the Messages API: a fixed N-agent team\nw\n107294d4 Merge pull request #695 from anthropics/anthropic/alexander/fable-5-classifier-billing-cookbook\n\nFable 5 classifier and","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"d3439743-a95c-4f5d-991c-a32f16f48022","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"1cac211a-6c17-42da-9d0a-771edd88e108","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01A3LwtEQQ5W1tPwfb2JfS6o","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Interesting findings:\n\n1. **healthcare** repo — This has meaningful content that differs from what we already have for Claude for Healthcare. The existing wiki page for Claude for Healthcare was from before this dedicated repo existed, or uses different content. Let me check the existing page.\n\n2. **anthropic-tools** — Deprecated. Skip.\n\n3. **claude-cookbooks** — New notebooks:\n - \"Sentry triage scheduled agent example\" — Scheduled Managed Agent for Sentry triage\n - \"async multi-agent orchestration cookbook\" — Two async multi-agent patterns on Messages API\n - \"Fable 5 classifier and billing cookbook\" — New model classifiers\n\n4. **claude-quickstarts** — Same as sweep #21, no new content.\n\nNow I need to check the existing Claude for Healthcare wiki page and see what's new in the cookbooks.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":3427,"cache_read_input_tokens":114234,"output_tokens":471,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3427,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":471,"cache_read_input_tokens":114234,"cache_creation_input_tokens":3427,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3427},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzubeVhfa3B6poZZoiqa","type":"assistant","uuid":"b39ffd79-9cb6-4fbe-a9d0-8f49697f0d4b","timestamp":"2026-06-13T08:01:19.538Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"faa22359-4d5b-467c-8813-5bd30282216d","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LGWmfmjYSUrfvPZSbbEpjM","type":"tool_result","content":"1\t# Claude for Healthcare\n2\t\n3\t**Type:** Domain-specific plugin marketplace\n4\t**By:** Anthropic\n5\t**Repo:** https://github.com/anthropics/healthcare\n6\t**Install:** `/plugin marketplace add anthropics/healthcare`\n7\t\n8\t## What it is\n9\tA Claude Code plugin marketplace for healthcare workflows — skills for clinical trials, authorization reviews, and healthcare data standards, plus remote MCP servers for coverage and provider data.\n10\t\n11\t## Skills\n12\t| Skill | What it does | Requirements |\n13\t|-------|-------------|-------------|\n14\t| `fhir-developer@healthcare` | HL7 FHIR R4 expertise, healthcare data exchange, LOINC/SNOMED CT | None |\n15\t| `prior-auth-review@healthcare` | Analyzes authorization requests, initial validation | None |\n16\t| `clinical-trial-protocol@healthcare` | FDA/NIH-compliant protocols for devices and pharma | Python + scipy + numpy |\n17\t\n18\t## Remote MCP servers\n19\t- **CMS Coverage** — Medicare/Medicaid coverage information database\n20\t- **NPI Registry** — US healthcare provider identifier lookup\n21\t- **PubMed** — Biomedical literature search\n22\t\n23\t## Related\n24\t- [[Claude for Legal]] — same pattern: domain-specific marketplace\n25\t- [[Claude for Life Sciences]] — parallel life sciences marketplace\n26\t- [[Claude Plugins Official]]\n27\t- [[Knowledge Work Plugins]]\n28\t"}]},"uuid":"4e0b27f4-7889-4f96-ac92-8a49771a35d6","timestamp":"2026-06-13T08:01:19.813Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude for Healthcare.md","content":"# Claude for Healthcare\n\n**Type:** Domain-specific plugin marketplace\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/healthcare\n**Install:** `/plugin marketplace add anthropics/healthcare`\n\n## What it is\nA Claude Code plugin marketplace for healthcare workflows — skills for clinical trials, authorization reviews, and healthcare data standards, plus remote MCP servers for coverage and provider data.\n\n## Skills\n| Skill | What it does | Requirements |\n|-------|-------------|-------------|\n| `fhir-developer@healthcare` | HL7 FHIR R4 expertise, healthcare data exchange, LOINC/SNOMED CT | None |\n| `prior-auth-review@healthcare` | Analyzes authorization requests, initial validation | None |\n| `clinical-trial-protocol@healthcare` | FDA/NIH-compliant protocols for devices and pharma | Python + scipy + numpy |\n\n## Remote MCP servers\n- **CMS Coverage** — Medicare/Medicaid coverage information database\n- **NPI Registry** — US healthcare provider identifier lookup\n- **PubMed** — Biomedical literature search\n\n## Related\n- [[Claude for Legal]] — same pattern: domain-specific marketplace\n- [[Claude for Life Sciences]] — parallel life sciences marketplace\n- [[Claude Plugins Official]]\n- [[Knowledge Work Plugins]]\n","numLines":28,"startLine":1,"totalLines":28}},"sourceToolAssistantUUID":"faa22359-4d5b-467c-8813-5bd30282216d","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"28a378f1-9690-43f4-8127-64a3fc6736d4","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0197ppFQbs6FrwXbcqEavNF5","type":"tool_result","content":"# Sentry triage × Claude Managed Agents\n\nA scheduled [Managed Agent](https://platform.claude.com/docs/en/managed-agents/overview) that pulls the last 24 hours of Sentry issues with `sentry-cli` and writes a prioritized triage report. No host process: the cron schedule lives server-side as a deployment.\n\n```\ncron (0 9 * * 1-5) ──▶ deployment ──▶ session (sandbox)\n │ sentry-cli / curl with\n │ placeholder token\n ▼\n egress proxy: placeholder → real token,\n *.sentry.io only\n ▼\n TRIAGE_REPORT.md in /mnt/session/outputs/\n```\n\nThe Sentry token is an `environment_variable` vault credential. The sandbox holds an opaque placeholder, and the egress proxy substitutes the real token only on requests to `*.sentry.io`. The model never sees the secret. The same pattern works for `gh`, `twilio`, `vercel`, or any other CLI that authenticates via an env var.\n\n## Quickstart\n\n```bash\ncd managed_agents/sentry\nuv sync\nclaude \"walk me through setting this up.\"\n```\n\nClaude reads [`skill.md`](./skill.md) and drives the config: Sentry token, vault + agent + environment, a manual test run, then the cron deployment.\n\nAuthenticate with an `ANTHROPIC_API_KEY` in `.env`, or sign in once with [`ant auth login`](https://platform.claude.com/docs/en/api/sdks/cli). Either works: the SDK discovers CLI credentials automatically when no API key is set.\n\n## Files\n\n| | |\n|---|---|\n| `cma.py` | Shared client, env loading, event streaming |\n| `agent_config.py` | Model and system prompt, shared by setup and update |\n| `setup_agent.py` | One-time: vault + credential + agent + environment |\n| `update_agent.py` | Push prompt or model changes, re-pin the deployment |\n| `deploy.py` | `deployments.create` with a cron schedule |\n| `run_now.py` | Manual trigger, stream the session, download the report |\n| `runs.py` | Run history and failures |\n| `teardown.py` | Pause and archive everything |\n| `skill.md` | Setup walkthrough, gotchas, debugging |\n\nRequires `anthropic` ≥ 0.109.0.","is_error":false}]},"uuid":"16b7f867-1458-4544-85ee-8a625c219d39","timestamp":"2026-06-13T08:01:38.484Z","toolUseResult":{"stdout":"# Sentry triage × Claude Managed Agents\n\nA scheduled [Managed Agent](https://platform.claude.com/docs/en/managed-agents/overview) that pulls the last 24 hours of Sentry issues with `sentry-cli` and writes a prioritized triage report. No host process: the cron schedule lives server-side as a deployment.\n\n```\ncron (0 9 * * 1-5) ──▶ deployment ──▶ session (sandbox)\n │ sentry-cli / curl with\n │ placeholder token\n ▼\n egress proxy: placeholder → real token,\n *.sentry.io only\n ▼\n TRIAGE_REPORT.md in /mnt/session/outputs/\n```\n\nThe Sentry token is an `environment_variable` vault credential. The sandbox holds an opaque placeholder, and the egress proxy substitutes the real token only on requests to `*.sentry.io`. The model never sees the secret. The same pattern works for `gh`, `twilio`, `vercel`, or any other CLI that authenticates via an env var.\n\n## Quickstart\n\n```bash\ncd managed_agents/sentry\nuv sync\nclaude \"walk me through setting this up.\"\n```\n\nClaude reads [`skill.md`](./skill.md) and drives the config: Sentry token, vault + agent + environment, a manual test run, then the cron deployment.\n\nAuthenticate with an `ANTHROPIC_API_KEY` in `.env`, or sign in once with [`ant auth login`](https://platform.claude.com/docs/en/api/sdks/cli). Either works: the SDK discovers CLI credentials automatically when no API key is set.\n\n## Files\n\n| | |\n|---|---|\n| `cma.py` | Shared client, env loading, event streaming |\n| `agent_config.py` | Model and system prompt, shared by setup and update |\n| `setup_agent.py` | One-time: vault + credential + agent + environment |\n| `update_agent.py` | Push prompt or model changes, re-pin the deployment |\n| `deploy.py` | `deployments.create` with a cron schedule |\n| `run_now.py` | Manual trigger, stream the session, download the report |\n| `runs.py` | Run history and failures |\n| `teardown.py` | Pause and archive everything |\n| `skill.md` | Setup walkthrough, gotchas, debugging |\n\nRequires `anthropic` ≥ 0.109.0.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"28a378f1-9690-43f4-8127-64a3fc6736d4","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"5a946728-1fa3-4ea7-8f83-51c932c0d1e7","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01S4uSb93rdunt1AW6BfSuhj","type":"tool_result","content":"# Classifier Fallback & Billing\n\nClaude Fable 5's advanced capabilities in areas like cybersecurity, biology, and chemistry create real risk of misuse: the same skills that make it useful could help bad actors build cyberattacks or dangerous weapons. For that reason, Claude Fable 5 ships with safeguards that limit its performance in these specific areas, and automated safety checks run on every request. These checks block requests in three areas:\n\n- **Offensive cybersecurity techniques** — building exploits, malware, or attack tooling\n- **Biology and life sciences** — lab methods or molecular mechanisms\n- **Extraction of the model's [summarized thinking](https://platform.claude.com/docs/en/build-with-claude/extended-thinking#summarized-thinking)**\n\nThese safeguards are deliberately conservative. They are tuned first for robustness, which means benign technical work sometimes triggers them. We are releasing Fable 5 with fallback to Opus 4.8 on every topic related to biology and cybersecurity, as a way of bringing you Fable's Mythos-level capability faster in all other areas. We will continue to reduce false-positive rates for Fable 5 after launch.\n\n**API customers should configure fallback from Claude Fable 5 to Opus 4.8** — either with the [built-in server-side fallback](https://platform.claude.com/docs/en/build-with-claude/handling-stop-reasons#server-side-fallback) feature (available on the native Claude API and Claude Platform on AWS) or with [client-side fallback](https://platform.claude.com/docs/en/build-with-claude/handling-stop-reasons#client-side-fallback) logic built on the Anthropic SDK helpers.\n\nWe've also made billing changes so that customers don't incur token costs in most cases of Fable 5 fallback. Action is needed to adopt these changes **when you are not using the server-side fallback feature** — see [below](#4-billing-changes).\n\n## What this guide covers\n\n1. [What a classifier block looks like](#1-what-a-classifier-block-looks-like)\n2. [Server-side fallback (recommended)](#2-server-side-fallback-recommended)\n3. [Streaming](#3-streaming)\n4. [Billing changes](#4-billing-changes)\n5. [Client-side fallback with the SDK](#5-client-side-fallback-with-the-sdk)\n6. [Common anti-patterns](#6-common-anti-patterns)\n\n---\n## 1. What a classifier block looks like\n\nA *classifier block* is what the API returns when a request appears to violate our safeguards. The API returns `200` with `stop_reason: \"refusal\"` and a `stop_details` object describing the category:\n\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"explanation\": \"This request triggered restrictions on violative cyber content and was blocked under Anthropic's Usage Policy...\"\n },\n \"content\": [...]\n}\n```\n\nBranch your logic on **`stop_reason`, not on `content` or `stop_details`**. `stop_details` is informational and can be `null`, which you should treat as a generic refusal (unspecific to the categories below).\n\nWhen present, `category` is one of `\"cyber\"`, `\"bio\"`, or `\"reasoning_extraction\"`. This can help you refine your fallback choice:\n\n| category | fires on |\n| --- | --- |\n| `cyber` | offensive cybersecurity content (exploits, malware, attack tooling) |\n| `bio` | biology / life-sciences content (lab methods, molecular mechanisms) |\n| `reasoning_extraction` | requests that attempt to extract the model's [summarized thinking](https://platform.claude.com/docs/en/build-with-claude/extended-thinking#summarized-thinking) |\n\nClassifier blocks are distinct from **model refusals** (the model itself declining for other policy reasons). Both surface as `stop_reason: \"refusal\"`, but `stop_details.category` tells you which classifier blocked you.\n\n> **Note:** When you are **not** using the server-side fallback feature, `stop_details` also includes a `fallback_credit_token`, which you use to bill your fallback model request as a cache read — see [Billing changes](#4-billing-changes).\n\n---\n## 2. Server-side fallback (recommended)\n\nThe Messages API can run the fallback for you. Pass `fallbacks` with `[{\"model\": \"claude-opus-4-8\"}]` and the `server-side-fallback-2026-06-01` beta header. If Fable's classifiers block the turn, the API automatically retries it with Opus 4.8 — annotated so you can tell what happened.\n\nThe automatic fallback feature is currently supported on the **Claude API** and **Claude Platform on AWS**. Today it only supports falling back from Fable 5 to Opus 4.8; we expect to expand this.\n\n```bash\ncurl https://api.anthropic.com/v1/messages \\\n -H \"x-api-key: $ANTHROPIC_API_KEY\" \\\n -H \"anthropic-version: 2023-06-01\" \\\n -H \"anthropic-beta: server-side-fallback-2026-06-01\" \\\n -H \"content-type: application/json\" \\\n -d '{\n \"model\": \"claude-fable-5\",\n \"max_tokens\": 1024,\n \"fallbacks\": [\n { \"model\": \"claude-opus-4-8\" }\n ],\n \"messages\": [\n { \"role\": \"user\", \"content\": \"Hello, world\" }\n ]\n }'\n```\n\n### When the fallback can't run\n\nWhen you've configured `fallbacks` but the API can't reach the fallback model — its rate limit is exhausted or it's overloaded — the turn still comes back as a refusal, and `stop_details.recommended_model` names the canonical model id to retry directly:\n\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"recommended_model\": \"claude-opus-4-8\"\n }\n}\n```\n\n`recommended_model` is populated **only** in this case (fallbacks configured *and* the fallback couldn't execute). On a plain block with no fallbacks configured, it isn't present — which is why it's absent from the basic example in [section 1](#1-what-a-classifier-block-looks-like).\n\n---","is_error":false}]},"uuid":"9fcae1b5-cf14-4cb7-b0eb-436838914ed3","timestamp":"2026-06-13T08:01:40.331Z","toolUseResult":{"stdout":"# Classifier Fallback & Billing\n\nClaude Fable 5's advanced capabilities in areas like cybersecurity, biology, and chemistry create real risk of misuse: the same skills that make it useful could help bad actors build cyberattacks or dangerous weapons. For that reason, Claude Fable 5 ships with safeguards that limit its performance in these specific areas, and automated safety checks run on every request. These checks block requests in three areas:\n\n- **Offensive cybersecurity techniques** — building exploits, malware, or attack tooling\n- **Biology and life sciences** — lab methods or molecular mechanisms\n- **Extraction of the model's [summarized thinking](https://platform.claude.com/docs/en/build-with-claude/extended-thinking#summarized-thinking)**\n\nThese safeguards are deliberately conservative. They are tuned first for robustness, which means benign technical work sometimes triggers them. We are releasing Fable 5 with fallback to Opus 4.8 on every topic related to biology and cybersecurity, as a way of bringing you Fable's Mythos-level capability faster in all other areas. We will continue to reduce false-positive rates for Fable 5 after launch.\n\n**API customers should configure fallback from Claude Fable 5 to Opus 4.8** — either with the [built-in server-side fallback](https://platform.claude.com/docs/en/build-with-claude/handling-stop-reasons#server-side-fallback) feature (available on the native Claude API and Claude Platform on AWS) or with [client-side fallback](https://platform.claude.com/docs/en/build-with-claude/handling-stop-reasons#client-side-fallback) logic built on the Anthropic SDK helpers.\n\nWe've also made billing changes so that customers don't incur token costs in most cases of Fable 5 fallback. Action is needed to adopt these changes **when you are not using the server-side fallback feature** — see [below](#4-billing-changes).\n\n## What this guide covers\n\n1. [What a classifier block looks like](#1-what-a-classifier-block-looks-like)\n2. [Server-side fallback (recommended)](#2-server-side-fallback-recommended)\n3. [Streaming](#3-streaming)\n4. [Billing changes](#4-billing-changes)\n5. [Client-side fallback with the SDK](#5-client-side-fallback-with-the-sdk)\n6. [Common anti-patterns](#6-common-anti-patterns)\n\n---\n## 1. What a classifier block looks like\n\nA *classifier block* is what the API returns when a request appears to violate our safeguards. The API returns `200` with `stop_reason: \"refusal\"` and a `stop_details` object describing the category:\n\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"explanation\": \"This request triggered restrictions on violative cyber content and was blocked under Anthropic's Usage Policy...\"\n },\n \"content\": [...]\n}\n```\n\nBranch your logic on **`stop_reason`, not on `content` or `stop_details`**. `stop_details` is informational and can be `null`, which you should treat as a generic refusal (unspecific to the categories below).\n\nWhen present, `category` is one of `\"cyber\"`, `\"bio\"`, or `\"reasoning_extraction\"`. This can help you refine your fallback choice:\n\n| category | fires on |\n| --- | --- |\n| `cyber` | offensive cybersecurity content (exploits, malware, attack tooling) |\n| `bio` | biology / life-sciences content (lab methods, molecular mechanisms) |\n| `reasoning_extraction` | requests that attempt to extract the model's [summarized thinking](https://platform.claude.com/docs/en/build-with-claude/extended-thinking#summarized-thinking) |\n\nClassifier blocks are distinct from **model refusals** (the model itself declining for other policy reasons). Both surface as `stop_reason: \"refusal\"`, but `stop_details.category` tells you which classifier blocked you.\n\n> **Note:** When you are **not** using the server-side fallback feature, `stop_details` also includes a `fallback_credit_token`, which you use to bill your fallback model request as a cache read — see [Billing changes](#4-billing-changes).\n\n---\n## 2. Server-side fallback (recommended)\n\nThe Messages API can run the fallback for you. Pass `fallbacks` with `[{\"model\": \"claude-opus-4-8\"}]` and the `server-side-fallback-2026-06-01` beta header. If Fable's classifiers block the turn, the API automatically retries it with Opus 4.8 — annotated so you can tell what happened.\n\nThe automatic fallback feature is currently supported on the **Claude API** and **Claude Platform on AWS**. Today it only supports falling back from Fable 5 to Opus 4.8; we expect to expand this.\n\n```bash\ncurl https://api.anthropic.com/v1/messages \\\n -H \"x-api-key: $ANTHROPIC_API_KEY\" \\\n -H \"anthropic-version: 2023-06-01\" \\\n -H \"anthropic-beta: server-side-fallback-2026-06-01\" \\\n -H \"content-type: application/json\" \\\n -d '{\n \"model\": \"claude-fable-5\",\n \"max_tokens\": 1024,\n \"fallbacks\": [\n { \"model\": \"claude-opus-4-8\" }\n ],\n \"messages\": [\n { \"role\": \"user\", \"content\": \"Hello, world\" }\n ]\n }'\n```\n\n### When the fallback can't run\n\nWhen you've configured `fallbacks` but the API can't reach the fallback model — its rate limit is exhausted or it's overloaded — the turn still comes back as a refusal, and `stop_details.recommended_model` names the canonical model id to retry directly:\n\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"recommended_model\": \"claude-opus-4-8\"\n }\n}\n```\n\n`recommended_model` is populated **only** in this case (fallbacks configured *and* the fallback couldn't execute). On a plain block with no fallbacks configured, it isn't present — which is why it's absent from the basic example in [section 1](#1-what-a-classifier-block-looks-like).\n\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"5a946728-1fa3-4ea7-8f83-51c932c0d1e7","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"6e0be66e-c18c-4b05-a44d-dfb8b66684c4","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HCdWNffHKRP5doXa9X83SM","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"This is really important content! Two key finds:\n\n1. **Sentry Managed Agent cookbook** (`managed_agents/sentry/`) — A scheduled Managed Agent that pulls the last 24 hours of Sentry issues with `sentry-cli` and writes a prioritized triage report. It demonstrates:\n - Scheduled deployments (cron `0 9 * * 1-5`)\n - Vault credentials for Sentry token (opaque placeholder, proxy substitutes real token only on `*.sentry.io`)\n - Model never sees the secret\n - Pattern works for `gh`, `twilio`, `vercel`, or any CLI that authenticates via env var\n - Complete working implementation with deployment, execution, and teardown scripts that show how to combine scheduled Managed Agents with Vault-based credential injection and CLI tool integration while keeping secrets hidden from the model — directly applicable to James's congressional-trading use case or similar scheduled data pulls with secure API keys.\n\n2. **Fable 5 Classifier Fallback & Billing guide** — Important API guidance on Fable 5's conservative classifiers for cyber, bio, and reasoning_extraction categories, with `stop_reason: \"refusal\"` and `stop_details.category` indicating the refusal type.\n - Server-side fallback using `fallbacks: [{\"model\": \"claude-opus-4-8\"}]` with the appropriate beta header is now available on Claude API and AWS\n - When not using server-side fallback, `stop_details.fallback_credit_token` lets you bill the fallback request as a cache read for cost savings\n - `stop_details.recommended_model` tells you which model to retry when fallback was configured but couldn't execute\n \n This matters for anyone building with Fable 5 or the newer Claude models.\n\nAlso, the healthcare repo now includes an ICD-10 Codes MCP server that wasn't documented on the existing Claude for Healthcare wiki page, and I'm checking on the async multi-agent orchestration setup.\n\nLet me verify whether we have a dedicated Fable 5 / Mythos 5 wiki page and what it covers regarding the classifier and fallback mechanics.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2694,"cache_read_input_tokens":119716,"output_tokens":881,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2694,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":881,"cache_read_input_tokens":119716,"cache_creation_input_tokens":2694,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2694},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzudngdWi1mQPmsMsvTG","type":"assistant","uuid":"42eccd1b-92b4-4cb6-828b-121f2c9bc482","timestamp":"2026-06-13T08:01:56.797Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"ba4a7c19-82f5-46ec-8ad2-898a910d9ce3","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DqeVxKrXV3ArhbuBnZgSU5","type":"tool_result","content":"1\t# Claude Fable 5 and Mythos 5\n2\t\n3\t**Type:** Frontier Claude models\n4\t**By:** Anthropic\n5\t**Status:** Fable 5 (GA), Mythos 5 (Preview)\n6\t**Source:** `anthropics/skills` — claude-api skill commit #1294 (June 9, 2026)\n7\t\n8\t## What they are\n9\t\n10\t**Claude Mythos 5** — The underlying frontier model. Preview availability.\n11\t\n12\t**Claude Fable 5** — Same model as Mythos with Anthropic's additional safety/alignment layer applied. The production-ready version. Launch benchmark: state-of-the-art across most tested benchmarks; lead grows as tasks get longer and more complex (reported by practitioners — see [[X AI Signal Sweep - 2026-06-09]]).\n13\t\n14\t## Key API differences from prior Claude models\n15\t\n16\t### Always-on adaptive thinking\n17\t- Adaptive thinking is always on for Fable 5 — cannot be disabled.\n18\t- Sending `extended_thinking: { enabled: false }` returns HTTP 400.\n19\t- Plan for thinking token overhead in context budgets.\n20\t\n21\t### New tokenizer\n22\t- Approximately **30% more tokens** per equivalent input compared to prior Claude models.\n23\t- Cost accounting must be recalibrated — don't assume prior per-task estimates carry over.\n24\t- Use [[AgentsView]] or independent accounting to track actual spend at launch (pricing databases may lag).\n25\t\n26\t### Protected-thinking display and replay rules\n27\t- Extended thinking blocks have display/replay restrictions.\n28\t- Review Anthropic's current docs for exact rules before surfacing thinking content in products.\n29\t\n30\t### Refusal stop reason + fallback middleware\n31\t- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.\n32\t- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.\n33\t- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.\n34\t\n35\t### Data retention\n36\t- 30-day data-retention requirement (stricter than prior models in some configurations).\n37\t- Relevant for regulated use cases (HIPAA, etc.).\n38\t\n39\t## Migration\n40\t\n41\tAnthropic added a full \"Migrating to Claude Fable 5\" guide + checklist to the claude-api skill:\n42\t\n43\t1. **Tokenizer recalibration** — update cost estimates, re-validate context-window budgets.\n44\t2. **Thinking opt-out removal** — remove any `extended_thinking: false` from request payloads.\n45\t3. **Refusal stop reason** — add `\"refusal\"` to stop_reason handlers and wire in SDK fallback middleware.\n46\t4. **Data retention review** — check compliance posture against the 30-day window.\n47\t5. **Prompt re-tuning** — Fable/Mythos has behavioral changes vs 4.x models; prompts that were tuned for 4.7 or Opus 4.8 may need adjustments (not API breaking changes, behavioral shifts).\n48\t\n49\t**Mythos Preview path:** Separate migration checklist in the skill for moving from Mythos Preview → GA or Fable 5.\n50\t\n51\t## Practical notes for James's stack\n52\t\n53\t- **congressional-trading** — Recalibrate token budgets for any Fable 5 runs; the 30% tokenizer difference directly affects context window planning.\n54\t- **qip-qien** — Fable 5's strong performance on long, complex knowledge-work tasks (9+ hour autonomous sessions reported by Ethan Mollick) makes it the right model for the expert-draft pipeline when conviction threshold is high.\n55\t- **Pool Monitor / Arduino** — No impact; those are Python scripts with no Claude API calls.\n56\t\n57\t## Related\n58\t\n59\t- [[X AI Signal Sweep - 2026-06-09]] — Practitioner capability reports (Karpathy, Mollick, Shipper, Willison)\n60\t- [[Frontier Model Qualitative Step Change]] — Pattern for evaluating major model jumps\n61\t- [[AgentsView]] — Cost accounting when pricing databases lag launch\n62\t- [[Managed Agents]] — Opus 4.8 tool-description guidance (applicable to Fable 5 behavioral profile)\n63\t- [[Anthropic Skills Repo]] — Source of the migration guide and API reference\n64\t"}]},"uuid":"7ba384df-611b-4800-bc6f-c3716d81f74f","timestamp":"2026-06-13T08:01:56.940Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Fable 5 and Mythos 5.md","content":"# Claude Fable 5 and Mythos 5\n\n**Type:** Frontier Claude models\n**By:** Anthropic\n**Status:** Fable 5 (GA), Mythos 5 (Preview)\n**Source:** `anthropics/skills` — claude-api skill commit #1294 (June 9, 2026)\n\n## What they are\n\n**Claude Mythos 5** — The underlying frontier model. Preview availability.\n\n**Claude Fable 5** — Same model as Mythos with Anthropic's additional safety/alignment layer applied. The production-ready version. Launch benchmark: state-of-the-art across most tested benchmarks; lead grows as tasks get longer and more complex (reported by practitioners — see [[X AI Signal Sweep - 2026-06-09]]).\n\n## Key API differences from prior Claude models\n\n### Always-on adaptive thinking\n- Adaptive thinking is always on for Fable 5 — cannot be disabled.\n- Sending `extended_thinking: { enabled: false }` returns HTTP 400.\n- Plan for thinking token overhead in context budgets.\n\n### New tokenizer\n- Approximately **30% more tokens** per equivalent input compared to prior Claude models.\n- Cost accounting must be recalibrated — don't assume prior per-task estimates carry over.\n- Use [[AgentsView]] or independent accounting to track actual spend at launch (pricing databases may lag).\n\n### Protected-thinking display and replay rules\n- Extended thinking blocks have display/replay restrictions.\n- Review Anthropic's current docs for exact rules before surfacing thinking content in products.\n\n### Refusal stop reason + fallback middleware\n- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.\n- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.\n- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.\n\n### Data retention\n- 30-day data-retention requirement (stricter than prior models in some configurations).\n- Relevant for regulated use cases (HIPAA, etc.).\n\n## Migration\n\nAnthropic added a full \"Migrating to Claude Fable 5\" guide + checklist to the claude-api skill:\n\n1. **Tokenizer recalibration** — update cost estimates, re-validate context-window budgets.\n2. **Thinking opt-out removal** — remove any `extended_thinking: false` from request payloads.\n3. **Refusal stop reason** — add `\"refusal\"` to stop_reason handlers and wire in SDK fallback middleware.\n4. **Data retention review** — check compliance posture against the 30-day window.\n5. **Prompt re-tuning** — Fable/Mythos has behavioral changes vs 4.x models; prompts that were tuned for 4.7 or Opus 4.8 may need adjustments (not API breaking changes, behavioral shifts).\n\n**Mythos Preview path:** Separate migration checklist in the skill for moving from Mythos Preview → GA or Fable 5.\n\n## Practical notes for James's stack\n\n- **congressional-trading** — Recalibrate token budgets for any Fable 5 runs; the 30% tokenizer difference directly affects context window planning.\n- **qip-qien** — Fable 5's strong performance on long, complex knowledge-work tasks (9+ hour autonomous sessions reported by Ethan Mollick) makes it the right model for the expert-draft pipeline when conviction threshold is high.\n- **Pool Monitor / Arduino** — No impact; those are Python scripts with no Claude API calls.\n\n## Related\n\n- [[X AI Signal Sweep - 2026-06-09]] — Practitioner capability reports (Karpathy, Mollick, Shipper, Willison)\n- [[Frontier Model Qualitative Step Change]] — Pattern for evaluating major model jumps\n- [[AgentsView]] — Cost accounting when pricing databases lag launch\n- [[Managed Agents]] — Opus 4.8 tool-description guidance (applicable to Fable 5 behavioral profile)\n- [[Anthropic Skills Repo]] — Source of the migration guide and API reference\n","numLines":64,"startLine":1,"totalLines":64}},"sourceToolAssistantUUID":"ba4a7c19-82f5-46ec-8ad2-898a910d9ce3","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"7ba384df-611b-4800-bc6f-c3716d81f74f","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01HCdWNffHKRP5doXa9X83SM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Epw2ibTR7JxxTyyUgABrgy","name":"Bash","input":{"command":"curl -s https://raw.githubusercontent.com/anthropics/claude-cookbooks/main/patterns/agents/async_multi_agent_orchestration.ipynb 2>/dev/null | python3 -c \"\nimport json, sys\nnb = json.load(sys.stdin)\ncells = nb.get('cells', [])\nfor cell in cells[:8]:\n if cell.get('cell_type') == 'markdown':\n print(''.join(cell.get('source', [])))\n print('---')\n\" 2>/dev/null","description":"Fetch async multi-agent orchestration notebook intro"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2694,"cache_read_input_tokens":119716,"output_tokens":881,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2694,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":881,"cache_read_input_tokens":119716,"cache_creation_input_tokens":2694,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2694},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzudngdWi1mQPmsMsvTG","type":"assistant","uuid":"3e2f7602-8bc0-4b7a-aef4-0578aee31b9e","timestamp":"2026-06-13T08:01:59.130Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"3e2f7602-8bc0-4b7a-aef4-0578aee31b9e","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Epw2ibTR7JxxTyyUgABrgy","type":"tool_result","content":"# Async Multi-Agent Orchestration with Claude\n\nThis cookbook shows the **shape** of the two multi-agent orchestration patterns behind the multi-agent results in the Claude Opus 4.8 system card: a **fixed N-agent team** and **async subagents**. There is no domain task here — just the messaging and subagent mechanics, so you can see exactly which tools fire and in what order, then drop your own tools and task in.\n\nEverything runs on the public [Anthropic Python SDK](https://github.com/anthropics/anthropic-sdk-python) + `asyncio`, with any API key, typically in under thirty seconds.\n---\n## Setup\n---\n## Shared building blocks\n\n### The message hub\n\nEvery agent gets an inbox list and an `asyncio.Event` for blocking waits. `drain` empties an inbox and returns the structured messages; `render` formats them as text for appending to a tool result.\n---\n### Messaging tools\n\nEvery agent in both patterns gets these two.\n---","is_error":false}]},"uuid":"2188b800-b9b7-495d-bb1f-0da120f4be43","timestamp":"2026-06-13T08:01:59.295Z","toolUseResult":{"stdout":"# Async Multi-Agent Orchestration with Claude\n\nThis cookbook shows the **shape** of the two multi-agent orchestration patterns behind the multi-agent results in the Claude Opus 4.8 system card: a **fixed N-agent team** and **async subagents**. There is no domain task here — just the messaging and subagent mechanics, so you can see exactly which tools fire and in what order, then drop your own tools and task in.\n\nEverything runs on the public [Anthropic Python SDK](https://github.com/anthropics/anthropic-sdk-python) + `asyncio`, with any API key, typically in under thirty seconds.\n---\n## Setup\n---\n## Shared building blocks\n\n### The message hub\n\nEvery agent gets an inbox list and an `asyncio.Event` for blocking waits. `drain` empties an inbox and returns the structured messages; `render` formats them as text for appending to a tool result.\n---\n### Messaging tools\n\nEvery agent in both patterns gets these two.\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false},"sourceToolAssistantUUID":"3e2f7602-8bc0-4b7a-aef4-0578aee31b9e","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"2188b800-b9b7-495d-bb1f-0da120f4be43","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01SPurMCJEcu3ojcCndS5FaM","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Now I have a clear picture:\n\n1. **Fable 5 Classifier Fallback & Billing** — The existing wiki page covers `stop_reason: \"refusal\"` but doesn't have the critical details about:\n - The specific classifier categories: `\"cyber\"`, `\"bio\"`, `\"reasoning_extraction\"`\n - Server-side fallback API (`fallbacks: [{\"model\": \"claude-opus-4-8\"}]` + beta header)\n - The billing change with `fallback_credit_token` (treat fallback as cache read)\n - The `recommended_model` field in `stop_details`\n\n2. **Sentry Managed Agent cookbook** — There's a complete reference implementation for a scheduled Managed Agent that deserves its own wiki entry or an update to the Claude Cookbooks page.\n\n3. **Async multi-agent orchestration cookbook** — Two patterns from the Claude Opus 4.8 system card worth documenting.\n\n4. **Claude for Healthcare** — Missing the ICD-10 Codes MCP server.\n\nI should update the Fable 5 wiki page with the classifier fallback details and create entries for the new cookbook patterns.","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2294,"cache_read_input_tokens":122410,"output_tokens":1085,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2294,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1085,"cache_read_input_tokens":122410,"cache_creation_input_tokens":2294,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2294},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzufBfma2yyye4oAxmfL","type":"assistant","uuid":"b57371ca-415c-40a8-a4a2-1fa2ef3063d5","timestamp":"2026-06-13T08:02:12.003Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"b57371ca-415c-40a8-a4a2-1fa2ef3063d5","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01SPurMCJEcu3ojcCndS5FaM","type":"message","role":"assistant","content":[{"type":"text","text":"Significant new content found. Updating the Fable 5 page with the classifier fallback API details, and noting the new cookbooks."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2294,"cache_read_input_tokens":122410,"output_tokens":1085,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2294,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1085,"cache_read_input_tokens":122410,"cache_creation_input_tokens":2294,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2294},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzufBfma2yyye4oAxmfL","type":"assistant","uuid":"cb0ece24-c864-4777-9e33-3e97c3575ecb","timestamp":"2026-06-13T08:02:12.005Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"cb0ece24-c864-4777-9e33-3e97c3575ecb","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01SPurMCJEcu3ojcCndS5FaM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014pp7KTA6xGLc6C8qkdwDKu","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/tools/Claude Fable 5 and Mythos 5.md","old_string":"### Refusal stop reason + fallback middleware\n- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.\n- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.\n- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.","new_string":"### Refusal stop reason + classifier fallback\n\nFable 5 has conservative classifiers that block requests in three specific areas:\n\n| `stop_details.category` | Fires on |\n|---|---|\n| `\"cyber\"` | Offensive cybersecurity content — exploits, malware, attack tooling |\n| `\"bio\"` | Biology / life-sciences — lab methods, molecular mechanisms |\n| `\"reasoning_extraction\"` | Requests attempting to extract the model's summarized thinking |\n\nResponse shape on a block:\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"explanation\": \"...\"\n }\n}\n```\n\nBranch on **`stop_reason`**, not `content` or `stop_details`. `stop_details` can be `null` — treat that as a generic refusal.\n\n**Server-side fallback (recommended):** Pass `fallbacks: [{\"model\": \"claude-opus-4-8\"}]` + beta header. On a classifier block, the API automatically retries with Opus 4.8. Currently supported on Claude API and Claude Platform on AWS.\n\n```bash\n-H \"anthropic-beta: server-side-fallback-2026-06-01\"\n\"fallbacks\": [{ \"model\": \"claude-opus-4-8\" }]\n```\n\n**`stop_details.recommended_model`** — populated only when fallbacks are configured but the fallback model couldn't execute (rate-limited/overloaded). Names the model to retry directly.\n\n**Billing change (when NOT using server-side fallback):** `stop_details.fallback_credit_token` lets you bill the fallback request as a cache read (cheaper). Requires action if you handle fallback client-side.\n\nSource: `claude-cookbooks/fable_5_fallback_billing/guide.ipynb` (June 2026)\n\nThe skills repo also ships **SDK fallback middleware** for handling `\"refusal\"` stop_reason in production SDK flows."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2294,"cache_read_input_tokens":122410,"output_tokens":1085,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2294,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":1085,"cache_read_input_tokens":122410,"cache_creation_input_tokens":2294,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2294},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzufBfma2yyye4oAxmfL","type":"assistant","uuid":"1f9c1432-4912-4646-bc0a-7f97c9b740d6","timestamp":"2026-06-13T08:02:23.107Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"1f9c1432-4912-4646-bc0a-7f97c9b740d6","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014pp7KTA6xGLc6C8qkdwDKu","type":"tool_result","content":"The file /workspace/extra/second-brain/wiki/tools/Claude Fable 5 and Mythos 5.md has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"9bcfb78d-86c6-4514-bfb8-7698917553d9","timestamp":"2026-06-13T08:02:23.157Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Fable 5 and Mythos 5.md","oldString":"### Refusal stop reason + fallback middleware\n- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.\n- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.\n- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.","newString":"### Refusal stop reason + classifier fallback\n\nFable 5 has conservative classifiers that block requests in three specific areas:\n\n| `stop_details.category` | Fires on |\n|---|---|\n| `\"cyber\"` | Offensive cybersecurity content — exploits, malware, attack tooling |\n| `\"bio\"` | Biology / life-sciences — lab methods, molecular mechanisms |\n| `\"reasoning_extraction\"` | Requests attempting to extract the model's summarized thinking |\n\nResponse shape on a block:\n```json\n{\n \"stop_reason\": \"refusal\",\n \"stop_details\": {\n \"type\": \"refusal\",\n \"category\": \"cyber\",\n \"explanation\": \"...\"\n }\n}\n```\n\nBranch on **`stop_reason`**, not `content` or `stop_details`. `stop_details` can be `null` — treat that as a generic refusal.\n\n**Server-side fallback (recommended):** Pass `fallbacks: [{\"model\": \"claude-opus-4-8\"}]` + beta header. On a classifier block, the API automatically retries with Opus 4.8. Currently supported on Claude API and Claude Platform on AWS.\n\n```bash\n-H \"anthropic-beta: server-side-fallback-2026-06-01\"\n\"fallbacks\": [{ \"model\": \"claude-opus-4-8\" }]\n```\n\n**`stop_details.recommended_model`** — populated only when fallbacks are configured but the fallback model couldn't execute (rate-limited/overloaded). Names the model to retry directly.\n\n**Billing change (when NOT using server-side fallback):** `stop_details.fallback_credit_token` lets you bill the fallback request as a cache read (cheaper). Requires action if you handle fallback client-side.\n\nSource: `claude-cookbooks/fable_5_fallback_billing/guide.ipynb` (June 2026)\n\nThe skills repo also ships **SDK fallback middleware** for handling `\"refusal\"` stop_reason in production SDK flows.","originalFile":"# Claude Fable 5 and Mythos 5\n\n**Type:** Frontier Claude models\n**By:** Anthropic\n**Status:** Fable 5 (GA), Mythos 5 (Preview)\n**Source:** `anthropics/skills` — claude-api skill commit #1294 (June 9, 2026)\n\n## What they are\n\n**Claude Mythos 5** — The underlying frontier model. Preview availability.\n\n**Claude Fable 5** — Same model as Mythos with Anthropic's additional safety/alignment layer applied. The production-ready version. Launch benchmark: state-of-the-art across most tested benchmarks; lead grows as tasks get longer and more complex (reported by practitioners — see [[X AI Signal Sweep - 2026-06-09]]).\n\n## Key API differences from prior Claude models\n\n### Always-on adaptive thinking\n- Adaptive thinking is always on for Fable 5 — cannot be disabled.\n- Sending `extended_thinking: { enabled: false }` returns HTTP 400.\n- Plan for thinking token overhead in context budgets.\n\n### New tokenizer\n- Approximately **30% more tokens** per equivalent input compared to prior Claude models.\n- Cost accounting must be recalibrated — don't assume prior per-task estimates carry over.\n- Use [[AgentsView]] or independent accounting to track actual spend at launch (pricing databases may lag).\n\n### Protected-thinking display and replay rules\n- Extended thinking blocks have display/replay restrictions.\n- Review Anthropic's current docs for exact rules before surfacing thinking content in products.\n\n### Refusal stop reason + fallback middleware\n- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.\n- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.\n- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.\n\n### Data retention\n- 30-day data-retention requirement (stricter than prior models in some configurations).\n- Relevant for regulated use cases (HIPAA, etc.).\n\n## Migration\n\nAnthropic added a full \"Migrating to Claude Fable 5\" guide + checklist to the claude-api skill:\n\n1. **Tokenizer recalibration** — update cost estimates, re-validate context-window budgets.\n2. **Thinking opt-out removal** — remove any `extended_thinking: false` from request payloads.\n3. **Refusal stop reason** — add `\"refusal\"` to stop_reason handlers and wire in SDK fallback middleware.\n4. **Data retention review** — check compliance posture against the 30-day window.\n5. **Prompt re-tuning** — Fable/Mythos has behavioral changes vs 4.x models; prompts that were tuned for 4.7 or Opus 4.8 may need adjustments (not API breaking changes, behavioral shifts).\n\n**Mythos Preview path:** Separate migration checklist in the skill for moving from Mythos Preview → GA or Fable 5.\n\n## Practical notes for James's stack\n\n- **congressional-trading** — Recalibrate token budgets for any Fable 5 runs; the 30% tokenizer difference directly affects context window planning.\n- **qip-qien** — Fable 5's strong performance on long, complex knowledge-work tasks (9+ hour autonomous sessions reported by Ethan Mollick) makes it the right model for the expert-draft pipeline when conviction threshold is high.\n- **Pool Monitor / Arduino** — No impact; those are Python scripts with no Claude API calls.\n\n## Related\n\n- [[X AI Signal Sweep - 2026-06-09]] — Practitioner capability reports (Karpathy, Mollick, Shipper, Willison)\n- [[Frontier Model Qualitative Step Change]] — Pattern for evaluating major model jumps\n- [[AgentsView]] — Cost accounting when pricing databases lag launch\n- [[Managed Agents]] — Opus 4.8 tool-description guidance (applicable to Fable 5 behavioral profile)\n- [[Anthropic Skills Repo]] — Source of the migration guide and API reference\n","structuredPatch":[{"oldStart":27,"oldLines":11,"newStart":27,"newLines":45,"lines":[" - Extended thinking blocks have display/replay restrictions."," - Review Anthropic's current docs for exact rules before surfacing thinking content in products."," ","-### Refusal stop reason + fallback middleware","-- New `stop_reason: \"refusal\"` value signals that the model declined to complete the request server-side.","-- The skills repo ships **SDK fallback middleware** to handle this gracefully in production flows.","-- Add fallback handling before deploying Fable 5 agents to avoid unhandled stop-reason exceptions.","+### Refusal stop reason + classifier fallback"," ","+Fable 5 has conservative classifiers that block requests in three specific areas:","+","+| `stop_details.category` | Fires on |","+|---|---|","+| `\"cyber\"` | Offensive cybersecurity content — exploits, malware, attack tooling |","+| `\"bio\"` | Biology / life-sciences — lab methods, molecular mechanisms |","+| `\"reasoning_extraction\"` | Requests attempting to extract the model's summarized thinking |","+","+Response shape on a block:","+```json","+{","+ \"stop_reason\": \"refusal\",","+ \"stop_details\": {","+ \"type\": \"refusal\",","+ \"category\": \"cyber\",","+ \"explanation\": \"...\"","+ }","+}","+```","+","+Branch on **`stop_reason`**, not `content` or `stop_details`. `stop_details` can be `null` — treat that as a generic refusal.","+","+**Server-side fallback (recommended):** Pass `fallbacks: [{\"model\": \"claude-opus-4-8\"}]` + beta header. On a classifier block, the API automatically retries with Opus 4.8. Currently supported on Claude API and Claude Platform on AWS.","+","+```bash","+-H \"anthropic-beta: server-side-fallback-2026-06-01\"","+\"fallbacks\": [{ \"model\": \"claude-opus-4-8\" }]","+```","+","+**`stop_details.recommended_model`** — populated only when fallbacks are configured but the fallback model couldn't execute (rate-limited/overloaded). Names the model to retry directly.","+","+**Billing change (when NOT using server-side fallback):** `stop_details.fallback_credit_token` lets you bill the fallback request as a cache read (cheaper). Requires action if you handle fallback client-side.","+","+Source: `claude-cookbooks/fable_5_fallback_billing/guide.ipynb` (June 2026)","+","+The skills repo also ships **SDK fallback middleware** for handling `\"refusal\"` stop_reason in production SDK flows.","+"," ### Data retention"," - 30-day data-retention requirement (stricter than prior models in some configurations)."," - Relevant for regulated use cases (HIPAA, etc.)."]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"1f9c1432-4912-4646-bc0a-7f97c9b740d6","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"9bcfb78d-86c6-4514-bfb8-7698917553d9","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01QjfwPPm3jwyJzaGTVarEj1","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YTTSXbH2vWbYW5eEsXoTCN","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/tools/Claude for Healthcare.md","old_string":"## Remote MCP servers\n- **CMS Coverage** — Medicare/Medicaid coverage information database\n- **NPI Registry** — US healthcare provider identifier lookup\n- **PubMed** — Biomedical literature search","new_string":"## Remote MCP servers\n\n| MCP | Description | Install |\n|-----|-------------|---------|\n| CMS Coverage | Medicare/Medicaid coverage database | `claude mcp add-from-marketplace anthropics/healthcare/cms-coverage` |\n| ICD-10 Codes | ICD-10-CM and ICD-10-PCS code sets | `claude mcp add-from-marketplace anthropics/healthcare/icd10-codes` |\n| NPI Registry | US National Provider Identifier lookup | `claude mcp add-from-marketplace anthropics/healthcare/npi-registry` |\n| PubMed | Biomedical literature search | `claude mcp add-from-marketplace anthropics/healthcare/pubmed` |"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1166,"cache_read_input_tokens":124704,"output_tokens":342,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1166,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":342,"cache_read_input_tokens":124704,"cache_creation_input_tokens":1166,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1166},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzugwigRu6iGT46ZVjoG","type":"assistant","uuid":"df09105b-dbe1-4f4b-b12b-c5fd74ad84f2","timestamp":"2026-06-13T08:02:29.667Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"df09105b-dbe1-4f4b-b12b-c5fd74ad84f2","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01YTTSXbH2vWbYW5eEsXoTCN","type":"tool_result","content":"The file /workspace/extra/second-brain/wiki/tools/Claude for Healthcare.md has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"4d049740-f7bb-493f-a2c4-809355c4fe4b","timestamp":"2026-06-13T08:02:29.691Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude for Healthcare.md","oldString":"## Remote MCP servers\n- **CMS Coverage** — Medicare/Medicaid coverage information database\n- **NPI Registry** — US healthcare provider identifier lookup\n- **PubMed** — Biomedical literature search","newString":"## Remote MCP servers\n\n| MCP | Description | Install |\n|-----|-------------|---------|\n| CMS Coverage | Medicare/Medicaid coverage database | `claude mcp add-from-marketplace anthropics/healthcare/cms-coverage` |\n| ICD-10 Codes | ICD-10-CM and ICD-10-PCS code sets | `claude mcp add-from-marketplace anthropics/healthcare/icd10-codes` |\n| NPI Registry | US National Provider Identifier lookup | `claude mcp add-from-marketplace anthropics/healthcare/npi-registry` |\n| PubMed | Biomedical literature search | `claude mcp add-from-marketplace anthropics/healthcare/pubmed` |","originalFile":"# Claude for Healthcare\n\n**Type:** Domain-specific plugin marketplace\n**By:** Anthropic\n**Repo:** https://github.com/anthropics/healthcare\n**Install:** `/plugin marketplace add anthropics/healthcare`\n\n## What it is\nA Claude Code plugin marketplace for healthcare workflows — skills for clinical trials, authorization reviews, and healthcare data standards, plus remote MCP servers for coverage and provider data.\n\n## Skills\n| Skill | What it does | Requirements |\n|-------|-------------|-------------|\n| `fhir-developer@healthcare` | HL7 FHIR R4 expertise, healthcare data exchange, LOINC/SNOMED CT | None |\n| `prior-auth-review@healthcare` | Analyzes authorization requests, initial validation | None |\n| `clinical-trial-protocol@healthcare` | FDA/NIH-compliant protocols for devices and pharma | Python + scipy + numpy |\n\n## Remote MCP servers\n- **CMS Coverage** — Medicare/Medicaid coverage information database\n- **NPI Registry** — US healthcare provider identifier lookup\n- **PubMed** — Biomedical literature search\n\n## Related\n- [[Claude for Legal]] — same pattern: domain-specific marketplace\n- [[Claude for Life Sciences]] — parallel life sciences marketplace\n- [[Claude Plugins Official]]\n- [[Knowledge Work Plugins]]\n","structuredPatch":[{"oldStart":16,"oldLines":10,"newStart":16,"newLines":14,"lines":[" | `clinical-trial-protocol@healthcare` | FDA/NIH-compliant protocols for devices and pharma | Python + scipy + numpy |"," "," ## Remote MCP servers","-- **CMS Coverage** — Medicare/Medicaid coverage information database","-- **NPI Registry** — US healthcare provider identifier lookup","-- **PubMed** — Biomedical literature search"," ","+| MCP | Description | Install |","+|-----|-------------|---------|","+| CMS Coverage | Medicare/Medicaid coverage database | `claude mcp add-from-marketplace anthropics/healthcare/cms-coverage` |","+| ICD-10 Codes | ICD-10-CM and ICD-10-PCS code sets | `claude mcp add-from-marketplace anthropics/healthcare/icd10-codes` |","+| NPI Registry | US National Provider Identifier lookup | `claude mcp add-from-marketplace anthropics/healthcare/npi-registry` |","+| PubMed | Biomedical literature search | `claude mcp add-from-marketplace anthropics/healthcare/pubmed` |","+"," ## Related"," - [[Claude for Legal]] — same pattern: domain-specific marketplace"," - [[Claude for Life Sciences]] — parallel life sciences marketplace"]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"df09105b-dbe1-4f4b-b12b-c5fd74ad84f2","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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{"parentUuid":"7f6bad33-9be0-46d6-86e0-5651a49c01b9","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RsMgcprcqMfikU7VJbmz4m","type":"tool_result","content":"1\t# Claude Cookbooks\n2\t\n3\t**Type:** Developer resource / code recipes\n4\t**By:** Anthropic\n5\t**GitHub:** https://github.com/anthropics/claude-cookbooks\n6\t\n7\t## What it is\n8\tCopy-paste code snippets and Jupyter notebooks for building with the Claude API. Python-first but concepts apply to any language. For developers who want practical, runnable examples rather than full project scaffolding.\n9\t\n10\t## Recipe categories\n11\t- **Classification** — text and data classification\n12\t- **RAG** — retrieval-augmented generation patterns\n13\t- **Tool use** — external tools, function calling, SQL, calculators\n14\t- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n15\t- **Agents** — sub-agent architectures, customer service agents\n16\t- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n17\t- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages\n18\t\n19\t## Who it's for\n20\tDevelopers integrating Claude into apps who want concrete, working code patterns rather than starting from scratch.\n21\t\n22\t## Related\n23\t- [[Claude Quickstarts]] — full starter projects (higher level)\n24\t- [[Claude Agent SDK Demos]] — full demo apps\n25\t"}]},"uuid":"83aa9105-f5a4-4369-98e0-13869230a349","timestamp":"2026-06-13T08:02:33.525Z","toolUseResult":{"type":"text","file":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Cookbooks.md","content":"# Claude Cookbooks\n\n**Type:** Developer resource / code recipes\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-cookbooks\n\n## What it is\nCopy-paste code snippets and Jupyter notebooks for building with the Claude API. Python-first but concepts apply to any language. For developers who want practical, runnable examples rather than full project scaffolding.\n\n## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages\n\n## Who it's for\nDevelopers integrating Claude into apps who want concrete, working code patterns rather than starting from scratch.\n\n## Related\n- [[Claude Quickstarts]] — full starter projects (higher level)\n- [[Claude Agent SDK Demos]] — full demo apps\n","numLines":25,"startLine":1,"totalLines":25}},"sourceToolAssistantUUID":"7f6bad33-9be0-46d6-86e0-5651a49c01b9","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"83aa9105-f5a4-4369-98e0-13869230a349","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_015RUQ9ZStphifW4kr8wP7eN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01F3tWgcEYd5SRGK7LpRxvGt","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/tools/Claude Cookbooks.md","old_string":"## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages","new_string":"## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages\n\n## Notable recent additions (June 2026)\n\n### `fable_5_fallback_billing/guide.ipynb`\nComplete guide for handling Fable 5 classifier blocks. Covers: what `stop_reason: \"refusal\"` looks like, server-side fallback (`fallbacks` param + beta header), billing changes for client-side fallback (`fallback_credit_token` → treat as cache read), `recommended_model` when fallback can't execute, streaming, and common anti-patterns. Critical reference for anyone building on Fable 5. See [[Claude Fable 5 and Mythos 5]] for summary.\n\n### `managed_agents/sentry/`\nFull reference implementation of a **scheduled Managed Agent** for Sentry issue triage. Runs daily at 9am weekdays, pulls 24h of Sentry issues via `sentry-cli`, writes a prioritized `TRIAGE_REPORT.md`. Demonstrates vault-based credential injection (model never sees the token — egress proxy substitutes it only on `*.sentry.io` requests). The pattern generalizes to any CLI that authenticates via env var (`gh`, `twilio`, `vercel`, etc.).\n\n### `patterns/agents/async_multi_agent_orchestration.ipynb`\nTwo async multi-agent orchestration patterns from the Claude Opus 4.8 system card: fixed N-agent team and async subagents. Pure mechanics (message hub, inbox/event primitives) with no domain task — designed to be read and then have your own tools/task dropped in."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":430,"cache_read_input_tokens":126264,"output_tokens":738,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":430,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":738,"cache_read_input_tokens":126264,"cache_creation_input_tokens":430,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":430},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzuhiAP2N9HJnvbm5hT7","type":"assistant","uuid":"2d3aeaf8-3fe6-48c4-bd77-b58387e6a453","timestamp":"2026-06-13T08:02:49.049Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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(file state is current in your context — no need to Read it back)"}]},"uuid":"d20b5075-a78e-40d4-a3ef-fa97a0a0051c","timestamp":"2026-06-13T08:02:49.087Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/tools/Claude Cookbooks.md","oldString":"## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages","newString":"## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages\n\n## Notable recent additions (June 2026)\n\n### `fable_5_fallback_billing/guide.ipynb`\nComplete guide for handling Fable 5 classifier blocks. Covers: what `stop_reason: \"refusal\"` looks like, server-side fallback (`fallbacks` param + beta header), billing changes for client-side fallback (`fallback_credit_token` → treat as cache read), `recommended_model` when fallback can't execute, streaming, and common anti-patterns. Critical reference for anyone building on Fable 5. See [[Claude Fable 5 and Mythos 5]] for summary.\n\n### `managed_agents/sentry/`\nFull reference implementation of a **scheduled Managed Agent** for Sentry issue triage. Runs daily at 9am weekdays, pulls 24h of Sentry issues via `sentry-cli`, writes a prioritized `TRIAGE_REPORT.md`. Demonstrates vault-based credential injection (model never sees the token — egress proxy substitutes it only on `*.sentry.io` requests). The pattern generalizes to any CLI that authenticates via env var (`gh`, `twilio`, `vercel`, etc.).\n\n### `patterns/agents/async_multi_agent_orchestration.ipynb`\nTwo async multi-agent orchestration patterns from the Claude Opus 4.8 system card: fixed N-agent team and async subagents. Pure mechanics (message hub, inbox/event primitives) with no domain task — designed to be read and then have your own tools/task dropped in.","originalFile":"# Claude Cookbooks\n\n**Type:** Developer resource / code recipes\n**By:** Anthropic\n**GitHub:** https://github.com/anthropics/claude-cookbooks\n\n## What it is\nCopy-paste code snippets and Jupyter notebooks for building with the Claude API. Python-first but concepts apply to any language. For developers who want practical, runnable examples rather than full project scaffolding.\n\n## Recipe categories\n- **Classification** — text and data classification\n- **RAG** — retrieval-augmented generation patterns\n- **Tool use** — external tools, function calling, SQL, calculators\n- **Multimodal** — image analysis, chart interpretation, form extraction, Stable Diffusion\n- **Agents** — sub-agent architectures, customer service agents\n- **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing\n- **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages\n\n## Who it's for\nDevelopers integrating Claude into apps who want concrete, working code patterns rather than starting from scratch.\n\n## Related\n- [[Claude Quickstarts]] — full starter projects (higher level)\n- [[Claude Agent SDK Demos]] — full demo apps\n","structuredPatch":[{"oldStart":16,"oldLines":6,"newStart":16,"newLines":17,"lines":[" - **Advanced** — prompt caching, JSON output, content moderation, automated prompt eval, PDF processing"," - **Integrations** — Pinecone, Voyage AI, Wikipedia, web pages"," ","+## Notable recent additions (June 2026)","+","+### `fable_5_fallback_billing/guide.ipynb`","+Complete guide for handling Fable 5 classifier blocks. Covers: what `stop_reason: \"refusal\"` looks like, server-side fallback (`fallbacks` param + beta header), billing changes for client-side fallback (`fallback_credit_token` → treat as cache read), `recommended_model` when fallback can't execute, streaming, and common anti-patterns. Critical reference for anyone building on Fable 5. See [[Claude Fable 5 and Mythos 5]] for summary.","+","+### `managed_agents/sentry/`","+Full reference implementation of a **scheduled Managed Agent** for Sentry issue triage. Runs daily at 9am weekdays, pulls 24h of Sentry issues via `sentry-cli`, writes a prioritized `TRIAGE_REPORT.md`. Demonstrates vault-based credential injection (model never sees the token — egress proxy substitutes it only on `*.sentry.io` requests). The pattern generalizes to any CLI that authenticates via env var (`gh`, `twilio`, `vercel`, etc.).","+","+### `patterns/agents/async_multi_agent_orchestration.ipynb`","+Two async multi-agent orchestration patterns from the Claude Opus 4.8 system card: fixed N-agent team and async subagents. Pure mechanics (message hub, inbox/event primitives) with no domain task — designed to be read and then have your own tools/task dropped in.","+"," ## Who it's for"," Developers integrating Claude into apps who want concrete, working code patterns rather than starting from scratch."," "]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"2d3aeaf8-3fe6-48c4-bd77-b58387e6a453","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"d20b5075-a78e-40d4-a3ef-fa97a0a0051c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01YNvo9RRVFfC59Sy6pdnTMM","type":"message","role":"assistant","content":[{"type":"text","text":"Now update the Ingest Log and Home.md:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":791,"cache_read_input_tokens":126694,"output_tokens":458,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":791,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":458,"cache_read_input_tokens":126694,"cache_creation_input_tokens":791,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":791},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzuiraAzQxVzxY3vZMoM","type":"assistant","uuid":"c748efee-a175-4693-a38c-2d660921edff","timestamp":"2026-06-13T08:02:53.296Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"c748efee-a175-4693-a38c-2d660921edff","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01YNvo9RRVFfC59Sy6pdnTMM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014Hrhhkm4edzPYxvFSW33aV","name":"Edit","input":{"replace_all":false,"file_path":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","old_string":"## 2026-06-12 (Anthropic GitHub sweep #21)","new_string":"## 2026-06-13 (Anthropic GitHub sweep #22)\n- **[[Claude Fable 5 and Mythos 5]]** (updated) — Added full classifier fallback API reference: `stop_details.category` values (cyber/bio/reasoning_extraction), server-side fallback via `fallbacks` param + `anthropic-beta: server-side-fallback-2026-06-01`, billing change for client-side fallback (`fallback_credit_token` → cache-read rate), `recommended_model` field. Source: new `fable_5_fallback_billing/guide.ipynb` in claude-cookbooks.\n- **[[Claude Cookbooks]]** (updated) — Added three new notable additions: Fable 5 fallback/billing guide, Sentry triage scheduled Managed Agent (vault credentials, cron, `sentry-cli`), async multi-agent orchestration patterns.\n- **[[Claude for Healthcare]]** (updated) — Added missing ICD-10 Codes MCP server to the remote MCP table.\n- Skipped: anthropic-tools (deprecated alpha SDK), all SDKs (changelog bumps), coursework repos, infra libs (riegeli-rs).\n\n## 2026-06-12 (Anthropic GitHub sweep #21)"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":791,"cache_read_input_tokens":126694,"output_tokens":458,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":791,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":458,"cache_read_input_tokens":126694,"cache_creation_input_tokens":791,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":791},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzuiraAzQxVzxY3vZMoM","type":"assistant","uuid":"670946be-7ae0-4c73-93b5-01dcdc884b6c","timestamp":"2026-06-13T08:03:00.810Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"670946be-7ae0-4c73-93b5-01dcdc884b6c","isSidechain":false,"promptId":"081a6e9d-4b8d-402d-a11c-78f973a7f2c5","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014Hrhhkm4edzPYxvFSW33aV","type":"tool_result","content":"The file /workspace/extra/second-brain/wiki/Wiki Ingest Log.md has been updated successfully. (file state is current in your context — no need to Read it back)"}]},"uuid":"b4346d27-8a58-45b9-858d-80cb86351e14","timestamp":"2026-06-13T08:03:00.840Z","toolUseResult":{"filePath":"/workspace/extra/second-brain/wiki/Wiki Ingest Log.md","oldString":"## 2026-06-12 (Anthropic GitHub sweep #21)","newString":"## 2026-06-13 (Anthropic GitHub sweep #22)\n- **[[Claude Fable 5 and Mythos 5]]** (updated) — Added full classifier fallback API reference: `stop_details.category` values (cyber/bio/reasoning_extraction), server-side fallback via `fallbacks` param + `anthropic-beta: server-side-fallback-2026-06-01`, billing change for client-side fallback (`fallback_credit_token` → cache-read rate), `recommended_model` field. Source: new `fable_5_fallback_billing/guide.ipynb` in claude-cookbooks.\n- **[[Claude Cookbooks]]** (updated) — Added three new notable additions: Fable 5 fallback/billing guide, Sentry triage scheduled Managed Agent (vault credentials, cron, `sentry-cli`), async multi-agent orchestration patterns.\n- **[[Claude for Healthcare]]** (updated) — Added missing ICD-10 Codes MCP server to the remote MCP table.\n- Skipped: anthropic-tools (deprecated alpha SDK), all SDKs (changelog bumps), coursework repos, infra libs (riegeli-rs).\n\n## 2026-06-12 (Anthropic GitHub sweep #21)","originalFile":null,"structuredPatch":[{"oldStart":4,"oldLines":6,"newStart":4,"newLines":12,"lines":[" "," ---"," ","+## 2026-06-13 (Anthropic GitHub sweep #22)","+- **[[Claude Fable 5 and Mythos 5]]** (updated) — Added full classifier fallback API reference: `stop_details.category` values (cyber/bio/reasoning_extraction), server-side fallback via `fallbacks` param + `anthropic-beta: server-side-fallback-2026-06-01`, billing change for client-side fallback (`fallback_credit_token` → cache-read rate), `recommended_model` field. Source: new `fable_5_fallback_billing/guide.ipynb` in claude-cookbooks.","+- **[[Claude Cookbooks]]** (updated) — Added three new notable additions: Fable 5 fallback/billing guide, Sentry triage scheduled Managed Agent (vault credentials, cron, `sentry-cli`), async multi-agent orchestration patterns.","+- **[[Claude for Healthcare]]** (updated) — Added missing ICD-10 Codes MCP server to the remote MCP table.","+- Skipped: anthropic-tools (deprecated alpha SDK), all SDKs (changelog bumps), coursework repos, infra libs (riegeli-rs).","+"," ## 2026-06-12 (Anthropic GitHub sweep #21)"," - **Nothing new.** 30 repos updated — all maintenance: automated SHA bumps, version increments, changelog updates. All relevant repos already ingested in prior sweeps."," "]}],"userModified":false,"replaceAll":false},"sourceToolAssistantUUID":"670946be-7ae0-4c73-93b5-01dcdc884b6c","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"b4346d27-8a58-45b9-858d-80cb86351e14","isSidechain":false,"attachment":{"type":"todo_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"7ef4a0a2-ed94-42ad-95de-528f69c15afe","timestamp":"2026-06-13T08:03:00.844Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
{"parentUuid":"7ef4a0a2-ed94-42ad-95de-528f69c15afe","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_019MzpbQvtgUPHw2bR1rqmFj","type":"message","role":"assistant","content":[{"type":"text","text":"\nSweep #22 — three meaningful updates:\n\n**[[Claude Fable 5 and Mythos 5]]** — added the full classifier fallback API reference from a new cookbook. This is critical if you're building anything on Fable 5. Short version: Fable 5 blocks requests in three categories (`cyber`, `bio`, `reasoning_extraction`) with `stop_reason: \"refusal\"`. The right fix is server-side fallback:\n```\n-H \"anthropic-beta: server-side-fallback-2026-06-01\"\n\"fallbacks\": [{ \"model\": \"claude-opus-4-8\" }]\n```\nAPI auto-retries with Opus 4.8 on a block. Also: if you're handling fallback client-side, there's a new `fallback_credit_token` that lets you bill the retry at cache-read rates (cheaper). [Updated page](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/Claude%20Fable%205%20and%20Mythos%205.md)\n\n**[[Claude Cookbooks]]** — new Sentry triage scheduled Managed Agent cookbook: full working implementation, daily 9am cron, vault-injected credentials (model never sees the Sentry token). Same pattern works for `gh`, `twilio`, `vercel`. Directly applicable to congressional-trading for scheduled data pulls with secure API keys. [Updated page](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/Claude%20Cookbooks.md)\n\n**[[Claude for Healthcare]]** — added missing ICD-10 Codes MCP server.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":614,"cache_read_input_tokens":127485,"output_tokens":421,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":614,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":421,"cache_read_input_tokens":127485,"cache_creation_input_tokens":614,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":614},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbzujioP2y3xBwWsE3eiH","type":"assistant","uuid":"0753faa2-ca74-47ae-8cb5-3f4b0d05df04","timestamp":"2026-06-13T08:03:11.763Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"9690ed0b-9f34-4d1e-aec6-93eb099c5a1f","version":"2.1.128","gitBranch":"HEAD","slug":"iridescent-humming-teacup"}
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