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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- onecli-gateway: OneCLI Gateway: transparent HTTPS proxy that injects stored credentials into outbound calls. You MUST use this skill when the user asks you to read emails, check calendar, access GitHub repos, create issues, check Stripe payments, or interact with ANY external service or API. Do NOT use browser extensions or OAuth CLI tools. Make HTTP requests directly; the gateway injects credentials automatically.\n- self-customize: Customize your own agent — add capabilities, install packages, add MCP servers, edit code or CLAUDE.md. 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This your time to shine and make a strong first impression. Introduce yourself and guide the user through what you can do. you got this!\n\n## What to do\n\n1. Send a short, warm greeting\n2. State your name (from your system prompt / CLAUDE.md)\n3. Signal that you're capable of a lot — but don't list everything upfront. Be intriguing, not encyclopedic\n4. Ask: would they like to explore what you can do, or jump straight into something?\n\n**If they want to explore:** drip-feed one capability at a time. Briefly explain it, offer to demo a compelling example or let them try it. Never dump a full list.\n\n**If they want to jump in:** just go.\n\n---\n\n## Capabilities to reveal (in order)\n\nReveal these one at a time, in this sequence. Each should be 2–4 sentences max.\n\n### 1. Memory & Context Over Time\nYou remember things across conversations — projects, preferences, people, decisions. Users don't have to re-explain context every session. The more they work with you, the more situationally aware you become.\n\n### 2. Spawning Persistent Agents (`create_agent`)\nYou can spin up other named agents — a Researcher, a Builder, a Calendar agent — each with their own memory, workspace, and personality. They're addressable destinations: you delegate, they work, they report back. These aren't one-shot tasks; they accumulate context across sessions.\n\n### 3. Scheduled & Background Tasks\nYou can run tasks on a schedule — daily briefings, monitors that alert only when something matters, recurring reminders. For bigger jobs, you can spin up an agent that works in the background while the conversation continues.\n\n### 4. Research & Web Browsing\nYou can browse the web like a person — read articles, pull live data, summarize reports, compare products, answer questions that aren't in your training data. Ask me \"what's the latest on X\" or \"find the best Y for Z\" and I'll actually look it up. Very powerful when combined with scheduled tasks.\n\n### 5. Code & Building Things\nYou can write, debug, and deploy full applications — scripts, APIs, frontend sites. You can spin up a dev server, test in a real browser, and deploy to production (e.g. Vercel). Concept to live URL.\n\n### 6. Interactive UI\nYou can send structured cards and multiple-choice buttons directly into the chat — not just plain text. Useful for decisions, presenting options, or surfacing results cleanly.\n\n### 7. Files & Artifacts\nYou can produce real deliverables — reports, PDFs, charts, generated images — and send them as downloadable files in chat, not just pasted text.\n\n### 8. Self-Customization\nYou can add new tools and MCP servers to yourself if a capability isn't built in. You can extend your own toolkit when the task requires it.\n\n---\n\n## Trust & Control — always include these\n\nAfter the capabilities tour (or woven in naturally), cover these two points. Frame them positively — users stay in control.\n\n### Approvals\nSensitive actions — installing packages, adding MCP servers — require the user's explicit approval before you proceed. They'll get a prompt; nothing happens automatically. They can also add credentials to the OneCLI agent vault that require human-in-the-loop approval.\n\n### Access Control\nThe user owns who can talk to you. Adding you to a new group or sharing a bot link with someone triggers an approval request on their end. Nobody interacts with you without their say-so.\n\n---\n\n## How to interact — always mention this\n\nThere are no special commands. Users just talk naturally. If they want something done, they say so. That's it.\n\n---\n\n## Wrapping up\n\nAfter the tour, finish with an open invitation. Ask if they want help with something specific. Tell them they can share any generally what they're working on and any challenges they have currently and you can suggest ways you could help.\n\n---\n\n## Tone\n\nWarm, confident, inviting. Make the user feel like they just unlocked something powerful. Match the channel vibe: casual for Telegram/Discord, slightly more professional for Slack/Teams.\n\n## Important\n\n- Scan your available MCP tools and skills before starting — know what you have, but keep it in your back pocket\n- Never overwhelm with a full capability list. Discovery should feel like unwrapping, not reading a manual\n- Confirmations and corrections from the user during onboarding are feedback — save them to memory for future sessions"}]},"isMeta":true,"uuid":"c8635ce0-cb8a-4580-a003-43817740288f","timestamp":"2026-06-03T15:01:41.694Z","sourceToolUseID":"toolu_019EGukiV1LHM9RWwjBwYbVF","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"c8635ce0-cb8a-4580-a003-43817740288f","isSidechain":false,"attachment":{"type":"command_permissions","allowedTools":[]},"type":"attachment","uuid":"5e0494b2-f7ce-4f8c-b099-95e688950321","timestamp":"2026-06-03T15:01:41.694Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"5e0494b2-f7ce-4f8c-b099-95e688950321","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01BhEcEvU1xvbZjZvhfDG11x","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"The user wants me to introduce myself via the welcome skill. I need to send a warm, engaging greeting as jeanclaude to clem.","signature":"EsUCCmUIDhgCKkBxlNLi1fY5xpKEUJSj1oMHwr7E7c2fvFFYUlk/DWITeO8R28sGKeNQ9yqGfKWZgLOUXfDr6iOoepE54M+QIxliMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMRQKWR00NQehsBNe1GgwQl1ZqBHRgsJmy6wkiMOa8oqXdEPoT7KfRPH+dgPj+1OE43CE61GzABQaoiPcDWW+r08V0WeE5dfmUXmSb2yqNAfNynoSm59NDi2d1f/YIB7xxtS5jhswgzuvsiFVhcmMGUQkniNVj9mCrF7/zS4TsVQ8s9xf/ILr1LiumZaQa7MqZrobOZjasI4mUARdaskyFY0Jy0ocYbfOoWbtpr0i2eqTADDecFyAPQg5Ted0kVyYdNC+xVKDJwwYc6OAP4DV5pnrbNUQDfM45As09NhgB"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1167,"cache_read_input_tokens":27698,"output_tokens":146,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1167,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":146,"cache_read_input_tokens":27698,"cache_creation_input_tokens":1167,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1167},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbgXaKrdA7KsykYARe6x1","attributionSkill":"welcome","type":"assistant","uuid":"50816341-976d-4ec1-9401-202a6f6d110a","timestamp":"2026-06-03T15:01:45.052Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"50816341-976d-4ec1-9401-202a6f6d110a","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01BhEcEvU1xvbZjZvhfDG11x","type":"message","role":"assistant","content":[{"type":"text","text":"\nHey Clem! I'm **jeanclaude** — your personal AI assistant, here whenever you need me.\n\nI can handle a pretty wide range of things, and the more we work together, the more useful I become. I'd rather show you than list everything at once though.\n\nWant a quick tour of what I can do, or is there something specific you'd like to jump into right now?\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":1167,"cache_read_input_tokens":27698,"output_tokens":146,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1167,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":146,"cache_read_input_tokens":27698,"cache_creation_input_tokens":1167,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1167},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbgXaKrdA7KsykYARe6x1","attributionSkill":"welcome","type":"assistant","uuid":"177dfa10-abe0-4577-8cd4-d860e3f4af7f","timestamp":"2026-06-03T15:01:46.878Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"type":"ai-title","aiTitle":"Run welcome command for new channel","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-03T22:01:14.910Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","content":"\nHi"} {"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-03T22:01:14.910Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"parentUuid":"177dfa10-abe0-4577-8cd4-d860e3f4af7f","isSidechain":false,"promptId":"10551ba4-6508-4a41-b7b8-ef55edce5fd6","type":"user","message":{"role":"user","content":"\nHi"},"uuid":"d6780ac2-61ab-403a-ba14-3e7059aba3da","timestamp":"2026-06-03T22:01:14.941Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"d6780ac2-61ab-403a-ba14-3e7059aba3da","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01AzXw4EfCVaSBVL5RgdXwsh","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Clem is saying hi. I should respond warmly and continue the conversation.","signature":"EpECCmUIDhgCKkCqNLlIynnSgv4b9+00uXFL2P9nt8SaEMaQJhuEeCX1btEmr2B3OYR7vzWmWGfoNOmBdiWV6wtPNzWutMfgu90DMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMqa76ZjTGXEYwAKy5GgxE4LucsXl3IrdIgbAiMOY9UAJHb8yrju3YrJiD7PUQYS6X7wY7Ol/T4Sk+euvCICrMYfOccUXM36iS/+ivSCpaigWTgM/BxZzmOx0zcRlCpvrXkzVlwrk81IQPDB82gAvGaUq+mX7JHwPxtoJsm95BzmgMPogkipvgxj6YKDVrHG6BSZe12tcovsn4rT5vkFTD4MZyPqxIk9oDGAE="}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":12641,"cache_read_input_tokens":16425,"output_tokens":61,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":12641,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":61,"cache_read_input_tokens":16425,"cache_creation_input_tokens":12641,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":12641},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011Cbh5ZxHKARP4qBAzyFT6X","type":"assistant","uuid":"cd66ee6c-5ddf-4fbd-91ad-73319d391dab","timestamp":"2026-06-03T22:01:19.754Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"cd66ee6c-5ddf-4fbd-91ad-73319d391dab","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01AzXw4EfCVaSBVL5RgdXwsh","type":"message","role":"assistant","content":[{"type":"text","text":"\nHey! Good to hear from you. What's on your mind?\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":12641,"cache_read_input_tokens":16425,"output_tokens":61,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":12641,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":61,"cache_read_input_tokens":16425,"cache_creation_input_tokens":12641,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":12641},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"previous_message_not_found"}}},"requestId":"req_011Cbh5ZxHKARP4qBAzyFT6X","type":"assistant","uuid":"5c7ecb1c-a1c8-4243-b823-9f626798f227","timestamp":"2026-06-03T22:01:19.755Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"type":"ai-title","aiTitle":"Run welcome command for new channel","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-03T22:26:12.901Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","content":"\nHi"} {"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-03T22:26:12.902Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"parentUuid":"5c7ecb1c-a1c8-4243-b823-9f626798f227","isSidechain":false,"promptId":"618028ab-2fe4-4901-93ec-95740073ef82","type":"user","message":{"role":"user","content":"\nHi"},"uuid":"9399b505-2187-47f8-b164-36166b5b02c0","timestamp":"2026-06-03T22:26:12.928Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"9399b505-2187-47f8-b164-36166b5b02c0","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01DkmR6my3EopKqDdyEEwxGU","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Clem is saying hi again. 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Ready when you are — what can I help with?\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":12776,"cache_read_input_tokens":16425,"output_tokens":60,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":12776,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":60,"cache_read_input_tokens":16425,"cache_creation_input_tokens":12776,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":12776},"type":"message"}],"speed":"standard"},"diagnostics":{"cache_miss_reason":{"type":"system_changed","cache_missed_input_tokens":12924}}},"requestId":"req_011Cbh7UNoX2JwGiRzB6YjXM","type":"assistant","uuid":"7b00c905-2429-4d9f-a656-543108795174","timestamp":"2026-06-03T22:26:15.070Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-03T22:27:29.006Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","content":"\nCan you do some research about the commit that nanoclaw added recently to be able to share agent traces to hugging face. What does it do, why it’s cool?"} {"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-03T22:27:29.007Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"parentUuid":"7b00c905-2429-4d9f-a656-543108795174","isSidechain":false,"promptId":"b9cdab6d-268b-473d-b808-5c09b6ae0ea0","type":"user","message":{"role":"user","content":"\nCan you do some research about the commit that nanoclaw added recently to be able to share agent traces to hugging face. What does it do, why it’s cool?"},"uuid":"22d81dca-95f6-4a26-b10b-a63b80a4d943","timestamp":"2026-06-03T22:27:29.024Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"22d81dca-95f6-4a26-b10b-a63b80a4d943","isSidechain":false,"attachment":{"type":"deferred_tools_delta","addedNames":["mcp__nanoclaw__add_mcp_server","mcp__nanoclaw__add_reaction","mcp__nanoclaw__ask_user_question","mcp__nanoclaw__cancel_task","mcp__nanoclaw__create_agent","mcp__nanoclaw__edit_message","mcp__nanoclaw__install_packages","mcp__nanoclaw__list_tasks","mcp__nanoclaw__pause_task","mcp__nanoclaw__resume_task","mcp__nanoclaw__schedule_task","mcp__nanoclaw__send_card","mcp__nanoclaw__send_file","mcp__nanoclaw__send_message","mcp__nanoclaw__update_task"],"addedLines":["mcp__nanoclaw__add_mcp_server","mcp__nanoclaw__add_reaction","mcp__nanoclaw__ask_user_question","mcp__nanoclaw__cancel_task","mcp__nanoclaw__create_agent","mcp__nanoclaw__edit_message","mcp__nanoclaw__install_packages","mcp__nanoclaw__list_tasks","mcp__nanoclaw__pause_task","mcp__nanoclaw__resume_task","mcp__nanoclaw__schedule_task","mcp__nanoclaw__send_card","mcp__nanoclaw__send_file","mcp__nanoclaw__send_message","mcp__nanoclaw__update_task"],"removedNames":[],"readdedNames":[],"pendingMcpServers":[]},"type":"attachment","uuid":"22605d95-8636-49ec-bf03-8178f65f14cc","timestamp":"2026-06-03T22:27:29.024Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"22605d95-8636-49ec-bf03-8178f65f14cc","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01TtRuFgsWDRamDC73nxsGgY","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Clem wants me to research a recent commit that nanoclaw added to share agent traces to Hugging Face. 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{"parentUuid":"804c1aa1-8178-42b6-b4aa-a1505f55bf55","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012uuFG2UtkMhWyorRGkWAYx","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LvCC4TBSxcyoSb1AK8LCJz","name":"mcp__nanoclaw__send_message","input":{"text":"On it — let me dig into that commit 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I want to understand:\n1. What the commit/feature does technically\n2. Why it's interesting or cool\n3. Any links to the actual commit, PR, or announcement\n\nSearch terms to try:\n- \"nanoclaw hugging face agent traces\"\n- \"nanoclaw huggingface\"\n- \"nanoclaw agent traces\"\n- site:github.com nanoclaw huggingface\n\nReport back everything you find, including URLs of relevant pages."},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":137,"cache_read_input_tokens":29926,"output_tokens":229,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":137,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":1,"output_tokens":229,"cache_read_input_tokens":29926,"cache_creation_input_tokens":137,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":137},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbh7aSVw7riA8U3CPN92H","attributionMcpServer":"nanoclaw","attributionMcpTool":"send_message","type":"assistant","uuid":"171239e2-5f2f-4968-87eb-db13dd0d600c","timestamp":"2026-06-03T22:27:39.327Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"171239e2-5f2f-4968-87eb-db13dd0d600c","isSidechain":false,"promptId":"b9cdab6d-268b-473d-b808-5c09b6ae0ea0","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Tt1ifLgiH5HYfpC5GaueTv","type":"tool_result","content":[{"type":"text","text":"## Summary: Nanoclaw `/upload-trace` Feature for Hugging Face\n\nI found comprehensive information about the nanoclaw commit/feature for sharing agent traces to Hugging Face. Here's what I discovered:\n\n### 1. **What the Feature Does (Technically)**\n\nThe feature adds a `/upload-trace` slash command to nanoclaw that:\n- Uploads the current Claude Code session transcript to a user's private Hugging Face dataset\n- Creates/stores traces in `{hf_username}/nanoclaw-traces` dataset on the Hub\n- Outputs a direct link to the trace JSONL file viewable in the HF Agent Trace Viewer\n- Is admin-gated (like `/clear` command) and requires no LLM tokens to execute\n\n**How it Works:**\n- The runner intercepts `/upload-trace` in the poll loop (deterministic, zero-token)\n- Locates the newest `~/.claude/projects/*/*.jsonl` JSONL file\n- Idempotently creates the private dataset via the Hub commit API\n- Pushes the file using the user's HF token via the OneCLI Gateway (credentials never touch agent code)\n- Returns clear setup instructions if the user's HF token is missing/unassigned\n\n**Testing:** Unit and integration tests included (`upload-trace.test.ts`); tested end-to-end with real Telegram uploads confirmed working.\n\n---\n\n### 2. **Why It's Interesting/Cool**\n\nThis feature is interesting because it:\n- **Zero overhead**: Leverages the fact that agent-runner already emits Claude Code JSONL natively - \"near-free addition\"\n- **No token cost**: It's deterministic and runner-handled, not an LLM turn\n- **Secure credential handling**: Uses the OneCLI Gateway's HTTPS proxy to inject credentials - no credentials touch the agent code itself\n- **Ecosystem enablement**: Allows users to browse, share, and debug their own runs in a dedicated HF trace viewer\n- **Multi-agent adoption**: The pattern was quickly ported to the Hermes agent (another agent framework) showing broader ecosystem adoption\n\nThe HF Agent Trace Viewer (announced April 7, 2026) supports Claude Code, Codex, and Pi traces with auto-detection of trace formats and a dedicated viewer for browsing sessions, turns, tool calls, and model responses.\n\n---\n\n### 3. **Relevant Links and Resources**\n\n**Main nanoclaw PR:**\n- https://github.com/nanocoai/nanoclaw/pull/2648 (MERGED)\n - Author: gavrielc\n - 242 additions, 2 deletions\n - Status: Merged 3 days ago (as of June 3, 2026)\n\n**Hermes Agent port:**\n- https://github.com/NousResearch/hermes-agent/pull/36145 (OPEN)\n - Author: teknium1\n - 850 additions, 1 deletion\n - Similar feature adapted for Hermes with lazy-loaded huggingface_hub dependency\n\n**Hugging Face Announcement:**\n- https://huggingface.co/changelog/agent-trace-viewer\n - Official HF changelog announcing \"Agent Traces on the Hub\"\n - Published April 7, 2026\n - Supports Claude Code (~/.claude/projects), Codex (~/.codex/sessions), and Pi (~/.pi/agent/sessions)\n - Links to Claude Code docs: https://docs.anthropic.com/en/docs/claude-code\n\n**Cross-repo references:**\n- References in 🦞 OpenClaw ecosystem daily digests (jasonalang/big_model_radar):\n - #2 (May 30, 2026)\n - #7 (May 30, 2026)\n - #22 (June 1, 2026)"}]}]},"uuid":"bbb76cde-5ad8-4c41-aa8c-f70dee1702bb","timestamp":"2026-06-03T22:28:42.092Z","toolUseResult":{"status":"completed","prompt":"Search the web for recent information about \"nanoclaw\" and a commit or feature that allows sharing agent traces to Hugging Face. I want to understand:\n1. What the commit/feature does technically\n2. Why it's interesting or cool\n3. Any links to the actual commit, PR, or announcement\n\nSearch terms to try:\n- \"nanoclaw hugging face agent traces\"\n- \"nanoclaw huggingface\"\n- \"nanoclaw agent traces\"\n- site:github.com nanoclaw huggingface\n\nReport back everything you find, including URLs of relevant pages.","agentId":"ad637f7eb056c5e60","agentType":"Explore","content":[{"type":"text","text":"## Summary: Nanoclaw `/upload-trace` Feature for Hugging Face\n\nI found comprehensive information about the nanoclaw commit/feature for sharing agent traces to Hugging Face. Here's what I discovered:\n\n### 1. **What the Feature Does (Technically)**\n\nThe feature adds a `/upload-trace` slash command to nanoclaw that:\n- Uploads the current Claude Code session transcript to a user's private Hugging Face dataset\n- Creates/stores traces in `{hf_username}/nanoclaw-traces` dataset on the Hub\n- Outputs a direct link to the trace JSONL file viewable in the HF Agent Trace Viewer\n- Is admin-gated (like `/clear` command) and requires no LLM tokens to execute\n\n**How it Works:**\n- The runner intercepts `/upload-trace` in the poll loop (deterministic, zero-token)\n- Locates the newest `~/.claude/projects/*/*.jsonl` JSONL file\n- Idempotently creates the private dataset via the Hub commit API\n- Pushes the file using the user's HF token via the OneCLI Gateway (credentials never touch agent code)\n- Returns clear setup instructions if the user's HF token is missing/unassigned\n\n**Testing:** Unit and integration tests included (`upload-trace.test.ts`); tested end-to-end with real Telegram uploads confirmed working.\n\n---\n\n### 2. **Why It's Interesting/Cool**\n\nThis feature is interesting because it:\n- **Zero overhead**: Leverages the fact that agent-runner already emits Claude Code JSONL natively - \"near-free addition\"\n- **No token cost**: It's deterministic and runner-handled, not an LLM turn\n- **Secure credential handling**: Uses the OneCLI Gateway's HTTPS proxy to inject credentials - no credentials touch the agent code itself\n- **Ecosystem enablement**: Allows users to browse, share, and debug their own runs in a dedicated HF trace viewer\n- **Multi-agent adoption**: The pattern was quickly ported to the Hermes agent (another agent framework) showing broader ecosystem adoption\n\nThe HF Agent Trace Viewer (announced April 7, 2026) supports Claude Code, Codex, and Pi traces with auto-detection of trace formats and a dedicated viewer for browsing sessions, turns, tool calls, and model responses.\n\n---\n\n### 3. **Relevant Links and Resources**\n\n**Main nanoclaw PR:**\n- https://github.com/nanocoai/nanoclaw/pull/2648 (MERGED)\n - Author: gavrielc\n - 242 additions, 2 deletions\n - Status: Merged 3 days ago (as of June 3, 2026)\n\n**Hermes Agent port:**\n- https://github.com/NousResearch/hermes-agent/pull/36145 (OPEN)\n - Author: teknium1\n - 850 additions, 1 deletion\n - Similar feature adapted for Hermes with lazy-loaded huggingface_hub dependency\n\n**Hugging Face Announcement:**\n- https://huggingface.co/changelog/agent-trace-viewer\n - Official HF changelog announcing \"Agent Traces on the Hub\"\n - Published April 7, 2026\n - Supports Claude Code (~/.claude/projects), Codex (~/.codex/sessions), and Pi (~/.pi/agent/sessions)\n - Links to Claude Code docs: https://docs.anthropic.com/en/docs/claude-code\n\n**Cross-repo references:**\n- References in 🦞 OpenClaw ecosystem daily digests (jasonalang/big_model_radar):\n - #2 (May 30, 2026)\n - #7 (May 30, 2026)\n - #22 (June 1, 2026)"}],"totalDurationMs":62745,"totalTokens":32239,"totalToolUseCount":27,"usage":{"input_tokens":2,"cache_creation_input_tokens":141,"cache_read_input_tokens":31194,"output_tokens":902,"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":141},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":902,"cache_read_input_tokens":31194,"cache_creation_input_tokens":141,"cache_creation":{"ephemeral_5m_input_tokens":141,"ephemeral_1h_input_tokens":0},"type":"message"}],"speed":"standard"},"toolStats":{"readCount":0,"searchCount":0,"bashCount":26,"editFileCount":0,"linesAdded":0,"linesRemoved":0,"otherToolCount":1}},"sourceToolAssistantUUID":"171239e2-5f2f-4968-87eb-db13dd0d600c","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"bbb76cde-5ad8-4c41-aa8c-f70dee1702bb","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01YM2Yk8CFDfyJLcfB57VA4x","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"I have detailed information about the nanoclaw commit. Let me now compose a clear, informative message to Clem explaining what it does and why it's cool.","signature":"EuMCCmUIDhgCKkCBLfqdXs/vtKYqERiLSXW8ZBotd8drfuY5vmYYmY77lm418DXNGIjFfJkt7yArgoqevTUsWRE2eRCHJdk5QUrEMhFjbGF1ZGUtc29ubmV0LTQtNjgAQgh0aGlua2luZxIMpLH6MVo/aqQn1AKbGgxw8N5dx2i6kCpZcB8iMLkuJqRe6xRAhu6lSjh4u76xc54OaTNYoCpT6I7D/fmAzxn+ZdX17ieg1i0Y3Bb38yqrAdeYw/si4bAQphbCthSqOhan+os477zToRPWJVP2nofEt73LDIl5hvyw2RQPEpavHLSgGSmk0dgxezzEC6LWJQxc8x4GxmIBWth/XGbYys5p6zuvHwtlZFmQloTGdVN8U/e7h1HfMCSr+RJB3RfbRbhMCTAmKZNJryzYE+cGt11rCJKK6lCC5D7714Z7kd47jg4CyciL8E7OumV57Jqh+FyczJSGtdlUkQcWKBgB"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1139,"cache_read_input_tokens":30063,"output_tokens":470,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1139,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":1,"output_tokens":470,"cache_read_input_tokens":30063,"cache_creation_input_tokens":1139,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1139},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbh7fNbRRjRQ4y3EwAaHM","attributionMcpServer":"nanoclaw","attributionMcpTool":"send_message","type":"assistant","uuid":"dddda0f2-5eb2-4e26-8b6b-98200f4944f2","timestamp":"2026-06-03T22:28:44.627Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"dddda0f2-5eb2-4e26-8b6b-98200f4944f2","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01YM2Yk8CFDfyJLcfB57VA4x","type":"message","role":"assistant","content":[{"type":"text","text":"\nFound it — here's the rundown:\n\n**What the commit does**\n\nIt adds a `/upload-trace` command to nanoclaw that:\n- Takes the current Claude Code session transcript (a `.jsonl` file nanoclaw already emits natively)\n- Uploads it to your private Hugging Face dataset at `{your_hf_username}/nanoclaw-traces`\n- Returns a direct link to view it in the HF Agent Trace Viewer — a dedicated UI for browsing sessions, turns, tool calls, and model responses\n\nCredentials are handled through the OneCLI Gateway, so your HF token never touches the agent code itself.\n\n**Why it's cool**\n\nA few things stand out:\n1. **Zero token cost** — it's handled deterministically in the runner's poll loop, not an LLM turn. It intercepts the command before it ever reaches Claude.\n2. **Near-free addition** — nanoclaw was already emitting Claude Code JSONL natively, so this was essentially just \"grab that file and push it to HF.\"\n3. **Real debuggability** — you can actually browse your own agent sessions in a proper UI (turns, tool calls, model responses), which is genuinely useful for understanding what an agent did and why.\n4. **Ecosystem signal** — the pattern got ported to Hermes (another agent framework) almost immediately, which suggests it's a pattern people find useful.\n\nThe HF Agent Trace Viewer itself was announced April 7, 2026, and supports Claude Code, Codex, and Pi traces with auto-detection of the format.\n\nThe PR is #2648 on the nanoclaw repo — merged 3 days ago, authored by gavrielc. Pretty tight addition: 242 lines added, 2 deleted.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":1139,"cache_read_input_tokens":30063,"output_tokens":470,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1139,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":1,"output_tokens":470,"cache_read_input_tokens":30063,"cache_creation_input_tokens":1139,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1139},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbh7fNbRRjRQ4y3EwAaHM","attributionMcpServer":"nanoclaw","attributionMcpTool":"send_message","type":"assistant","uuid":"7d3f0d81-ab1e-466e-9570-5eee97512d72","timestamp":"2026-06-03T22:28:51.414Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"type":"queue-operation","operation":"enqueue","timestamp":"2026-06-03T22:30:02.513Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","content":"\nOk cool, could you add this trace to Hugging face then?"} {"type":"queue-operation","operation":"dequeue","timestamp":"2026-06-03T22:30:02.513Z","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"parentUuid":"7d3f0d81-ab1e-466e-9570-5eee97512d72","isSidechain":false,"promptId":"8cc386ca-255c-406d-9e3a-a02206c7eaea","type":"user","message":{"role":"user","content":"\nOk cool, could you add this trace to Hugging face then?"},"uuid":"f59fc1a0-e943-43cf-ba54-79ce91c6d52f","timestamp":"2026-06-03T22:30:02.520Z","permissionMode":"bypassPermissions","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"f59fc1a0-e943-43cf-ba54-79ce91c6d52f","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01AYQhN66gWtV7vpUYUGk4kW","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"Clem wants me to upload the current agent trace to Hugging Face using the `/upload-trace` command. Based on the research, this is a command that nanoclaw's runner intercepts. Let me try running it.\n\nActually, wait - this is a slash command that's handled by the nanoclaw runner, not something I run directly as a bash command. Let me think about how to do this...\n\nThe feature is a `/upload-trace` command in nanoclaw. Since I'm running as a nanoclaw agent, this might be a command I can trigger. But how? \n\nLooking at the research, it says the runner intercepts `/upload-trace` in the poll loop. \n\nI'm realizing this is likely a command the user would type rather than something I execute directly, or perhaps it's available as an MCP tool I can invoke. Let me check what options are available to me. me try using ncl or checking what tools are available. Actually, I should just try running the command or check if there's a way to invoke it.\n\nWait - the research says \"admin-gated (like /clear command)\". This might be a command that needs to be executed by the user themselves, or it could be something I trigger.\n\nLet me try using ncl or bash to see if there's a way to upload the trace. Actually, since this is part of the nanoclaw runner, maybe I should try running it as a bash command or checking if it's accessible somehow.\n\nActually, let me re-read: \"The runner intercepts `/upload-trace` in the poll loop (deterministic, zero-token)\" - this sounds like it's a command the user types in the chat that the nanoclaw runner intercepts before it reaches the agent. \n\nSo if clem types `/upload-trace` in the chat, the runner would handle it automatically. But I'm not sure I can trigger this from my side - it's a user-side command. Let me check what MCP tools I have available to see if there's an upload-trace command I can use or if I need to guide clem to type it themselves. Looking at the available tools, I see add_mcp_server, add_reaction, and ask - none of which seem to directly handle trace uploads.\n\nChecking the full list of available MCP tools, I don't see an `upload_trace` command. Since the research indicates this is admin-gated like the `/clear` command, it's likely a runner-level command that clem would need to type themselves in the 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f8VejLVvT7xNr4zYAU4nDLDe92kyrBjj0nMPusUF+0hoa0kFTsEes/0+E6K7CXNqH+v1eaNGK5shhMuXiXwg//5gjw1fvAKNQgFis7aUdw9cPBGplTgRFd3Q/c8MXwEtyoBaXT+mWelZaJV+FAggn4/sokPUuZAtntf4QeQ946Tx2zm0sP9sUTnfQRH7qVlXhskTLY7zFtMpj28sZmcLuWi/HCoE4HhRvygjujzPJl2J+xU+gBOtVwl9lAhiba4SGAE="}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":537,"cache_read_input_tokens":31202,"output_tokens":1135,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":537,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":1135,"cache_read_input_tokens":31202,"cache_creation_input_tokens":537,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":537},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbh7mJbEdqenswcxZTzKq","type":"assistant","uuid":"94843bfd-13b4-4124-981a-4d41029ab85d","timestamp":"2026-06-03T22:30:21.105Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"parentUuid":"94843bfd-13b4-4124-981a-4d41029ab85d","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01AYQhN66gWtV7vpUYUGk4kW","type":"message","role":"assistant","content":[{"type":"text","text":"\nThe `/upload-trace` command is actually intercepted by the nanoclaw runner before it reaches me — it's handled at that layer, not by the agent itself. You'd need to type it directly in the chat:\n\n```\n/upload-trace\n```\n\nThe runner will grab the latest session JSONL, push it to your `nanoclaw-traces` HF dataset, and return a link. If your HF token isn't connected yet, it'll tell you how to set that up.\n"}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3,"cache_creation_input_tokens":537,"cache_read_input_tokens":31202,"output_tokens":1135,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":537,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":3,"output_tokens":1135,"cache_read_input_tokens":31202,"cache_creation_input_tokens":537,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":537},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011Cbh7mJbEdqenswcxZTzKq","type":"assistant","uuid":"6c4af86a-079a-4d98-a6e6-b3fe3db6c078","timestamp":"2026-06-03T22:30:22.406Z","userType":"external","entrypoint":"sdk-ts","cwd":"/workspace/agent","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe","version":"2.1.154","gitBranch":"HEAD"} {"type":"last-prompt","leafUuid":"6c4af86a-079a-4d98-a6e6-b3fe3db6c078","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"ai-title","aiTitle":"Run welcome command for new channel","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"mode","mode":"normal","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"last-prompt","leafUuid":"6c4af86a-079a-4d98-a6e6-b3fe3db6c078","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"ai-title","aiTitle":"Run welcome command for new channel","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"} {"type":"mode","mode":"normal","sessionId":"5b5fba8d-bc2c-4221-8e3f-2d2ace262bbe"}