[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6GNTDS7K6SZ0PVP4BP7CJ8F":3,"skill-same:01M6GNTDS7K6SZ0PVP4BP7CJ8F":101},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":23,"publishedAt":41,"linkOnly":42,"markdownContent":43,"markdownBody":44,"frontMatter":45,"refName":46,"commitSha":47,"skillDirectory":48,"forksCount":49,"repositoryHtmlUrl":50,"repositoryHomepageUrl":6,"ownerHtmlUrl":51,"ownerBlogUrl":52,"ownerDescription":53,"updatedAt":54,"install":55,"resources":68},"01M6GNTDS7K6SZ0PVP4BP7CJ8F","spoon-agent-development",null,"Build AI agents with SpoonReactMCP. Use when creating custom agents, configuring tool chains, designing system prompts, or implementing concurrent agent patterns.","jiayaoqijia\u002Fcryptoskill","jiayaoqijia","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F1453879?v=4","01M6GMYTX7Q7S504VC6E756ENR","YQ","01M6GMYV1QKJ1CC75MTTGT9PR0",81,"AGPL-3.0","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002FSKILL.md",[18],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40],"development","agent development","spoon agent development","when","ai agents","custom","system prompts","implementing","with","agent patterns","patterns","build","prompts","use","tool","system","custom agents","2026-11-10 10:12:30",false,"---\nname: spoon-agent-development\ndescription: Build AI agents with SpoonReactMCP. Use when creating custom agents, configuring tool chains, designing system prompts, or implementing concurrent agent patterns.\n---\n\n# Agent Development\n\nBuild AI agents using the Spoon AI ReAct framework.\n\n## Agent Hierarchy\n\n```\nSpoonReactSkill  → Skills + x402 Payments\n    ↓\nSpoonReactMCP   → MCP Tool Integration\n    ↓\nSpoonReactAI    → Base ReAct + Tool Calling\n    ↓\nToolCallAgent   → Tool Execution\n    ↓\nBaseAgent       → Pydantic Foundation\n```\n\n## Quick Start\n\n```python\nfrom spoon_ai.agents import SpoonReactMCP\nfrom spoon_ai.chat import ChatBot\nfrom spoon_ai.tools import ToolManager\nfrom spoon_ai.tools.mcp_tool import MCPTool\n\n# Create agent with MCP tool\nagent = SpoonReactMCP(\n    name=\"my_agent\",\n    llm=ChatBot(model_name=\"gpt-4o\"),\n    tools=ToolManager([MCPTool(...)]),\n    max_steps=15\n)\n\nawait agent.initialize()\nresult = await agent.run(\"Your query here\")\n```\n\n## Scripts\n\n| Script | Purpose |\n|--------|---------|\n| [basic_agent.py](scripts\u002Fbasic_agent.py) | Simple SpoonReactAI agent |\n| [mcp_agent.py](scripts\u002Fmcp_agent.py) | MCP-enabled agent |\n| [custom_tool.py](scripts\u002Fcustom_tool.py) | Custom BaseTool implementation |\n| [concurrent_agents.py](scripts\u002Fconcurrent_agents.py) | Multi-agent parallel execution |\n\n## References\n\n| Reference | Content |\n|-----------|---------|\n| [prompts.md](references\u002Fprompts.md) | System prompt templates |\n| [mcp_config.md](references\u002Fmcp_config.md) | MCP configuration options |\n\n## Configuration\n\n| Parameter | Type | Default | Description |\n|-----------|------|---------|-------------|\n| `name` | str | \"spoon_react\" | Agent identifier |\n| `max_steps` | int | 10 | Max ReAct iterations |\n| `tool_choice` | str | \"required\" | \"auto\", \"required\", \"none\" |\n| `system_prompt` | str | None | Custom system prompt |\n\n## Best Practices\n\n1. Pre-load MCP tool parameters before use\n2. Use concurrent execution for independent tools\n3. Implement retry with exponential backoff\n4. Keep system prompts focused and specific\n5. Never hardcode API keys\n","# Agent Development\n\nBuild AI agents using the Spoon AI ReAct framework.\n\n## Agent Hierarchy\n\n```\nSpoonReactSkill  → Skills + x402 Payments\n    ↓\nSpoonReactMCP   → MCP Tool Integration\n    ↓\nSpoonReactAI    → Base ReAct + Tool Calling\n    ↓\nToolCallAgent   → Tool Execution\n    ↓\nBaseAgent       → Pydantic Foundation\n```\n\n## Quick Start\n\n```python\nfrom spoon_ai.agents import SpoonReactMCP\nfrom spoon_ai.chat import ChatBot\nfrom spoon_ai.tools import ToolManager\nfrom spoon_ai.tools.mcp_tool import MCPTool\n\n# Create agent with MCP tool\nagent = SpoonReactMCP(\n    name=\"my_agent\",\n    llm=ChatBot(model_name=\"gpt-4o\"),\n    tools=ToolManager([MCPTool(...)]),\n    max_steps=15\n)\n\nawait agent.initialize()\nresult = await agent.run(\"Your query here\")\n```\n\n## Scripts\n\n| Script | Purpose |\n|--------|---------|\n| [basic_agent.py](scripts\u002Fbasic_agent.py) | Simple SpoonReactAI agent |\n| [mcp_agent.py](scripts\u002Fmcp_agent.py) | MCP-enabled agent |\n| [custom_tool.py](scripts\u002Fcustom_tool.py) | Custom BaseTool implementation |\n| [concurrent_agents.py](scripts\u002Fconcurrent_agents.py) | Multi-agent parallel execution |\n\n## References\n\n| Reference | Content |\n|-----------|---------|\n| [prompts.md](references\u002Fprompts.md) | System prompt templates |\n| [mcp_config.md](references\u002Fmcp_config.md) | MCP configuration options |\n\n## Configuration\n\n| Parameter | Type | Default | Description |\n|-----------|------|---------|-------------|\n| `name` | str | \"spoon_react\" | Agent identifier |\n| `max_steps` | int | 10 | Max ReAct iterations |\n| `tool_choice` | str | \"required\" | \"auto\", \"required\", \"none\" |\n| `system_prompt` | str | None | Custom system prompt |\n\n## Best Practices\n\n1. Pre-load MCP tool parameters before use\n2. Use concurrent execution for independent tools\n3. Implement retry with exponential backoff\n4. Keep system prompts focused and specific\n5. Never hardcode API keys\n",{"name":5,"description":7},"main","3df1d0d67b30ff15236561f8c0f9f06d33f42dfd","skills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development",17,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia","https:\u002F\u002Feth2030.com","Hardcore infra. Building @alt-research and applied cryptography.","2026-11-15 02:28:10",{"source":8,"skillName":5,"commands":56,"prompt":66,"zipAvailable":67},[57,60,63],{"tool":58,"command":59},"npx","npx skills add jiayaoqijia\u002Fcryptoskill --skill spoon-agent-development",{"tool":61,"command":62},"bunx","bunx skills add jiayaoqijia\u002Fcryptoskill --skill spoon-agent-development",{"tool":64,"command":65},"pnpm","pnpm dlx skills add jiayaoqijia\u002Fcryptoskill --skill spoon-agent-development","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002FSKILL.md",true,[69,75,79,85,89,93,97],{"path":70,"resourceType":71,"resourceTypeDesc":72,"sizeBytes":73,"sourceHtmlUrl":74},"references\u002Fmcp_config.md","REFERENCE","参考文档",1381,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002Freferences\u002Fmcp_config.md",{"path":76,"resourceType":71,"resourceTypeDesc":72,"sizeBytes":77,"sourceHtmlUrl":78},"references\u002Fprompts.md",1656,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002Freferences\u002Fprompts.md",{"path":80,"resourceType":81,"resourceTypeDesc":82,"sizeBytes":83,"sourceHtmlUrl":84},"scripts\u002Fbasic_agent.py","SCRIPT","脚本",1827,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002Fscripts\u002Fbasic_agent.py",{"path":86,"resourceType":81,"resourceTypeDesc":82,"sizeBytes":87,"sourceHtmlUrl":88},"scripts\u002Fconcurrent_agents.py",2217,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002Fscripts\u002Fconcurrent_agents.py",{"path":90,"resourceType":81,"resourceTypeDesc":82,"sizeBytes":91,"sourceHtmlUrl":92},"scripts\u002Fmcp_agent.py",1677,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002Fscripts\u002Fmcp_agent.py",{"path":94,"resourceType":71,"resourceTypeDesc":72,"sizeBytes":95,"sourceHtmlUrl":96},"SOURCE.md",368,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002FSOURCE.md",{"path":98,"resourceType":71,"resourceTypeDesc":72,"sizeBytes":99,"sourceHtmlUrl":100},"TRUST.auto.yaml",2134,"https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fai-crypto\u002Fxspoonai-official-spoon-agent-development\u002FTRUST.auto.yaml",[102,131,154,172,185,195],{"skillNo":103,"name":104,"nameZh":6,"description":105,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":106,"licenseFileUrl":107,"sourceHtmlUrl":108,"categories":109,"keywords":110,"publishedAt":41},"01M712C436EQYE43342Q4E7GG1","recipe-performance","Diagnose a specific MetaMask user flow's real-app performance and Sentry critical-user-flow telemetry with deterministic mm-harness recipes. Use for CUF boundaries, cold\u002Fwarm\u002Fbackground-resume behavior, latency regressions, lifecycle tags, duplicate or blocking network requests, long tasks, layout\u002Fpaint cost, screen redraws, React rerenders, or browser trace analysis where tests alone cannot prove the real app.","MIT","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fwallets\u002Fmetamask-official-recipe-performance\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fwallets\u002Fmetamask-official-recipe-performance\u002FSKILL.md",[],[111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130],"performance","recipe 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keys.","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-spot-websocket\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-spot-websocket\u002FSKILL.md",[],[140,141,142,143,144,145,146,147,148,149,150,151,152,153],"mexc spot websocket","spot","websocket","api","workflows","public","listen","streams","depth","keys","for","api keys","maintenance","protobuf",{"skillNo":155,"name":156,"nameZh":6,"description":157,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":135,"licenseFileUrl":158,"sourceHtmlUrl":159,"categories":160,"keywords":161,"publishedAt":41},"01M70XT0MBXN3WZY1BKN0CPNKR","mexc-spot-rest","MEXC Spot REST workflows for public data, signed account requests, orders, wallet\u002Fadmin actions, and secure signing without exposing API keys.","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-spot-rest\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-spot-rest\u002FSKILL.md",[],[162,141,163,164,165,166,167,151,150,149,168,169,170,145,171,144,143],"mexc spot rest","REST","admin","signing","Wallet","requests","actions","secure","data","orders",{"skillNo":173,"name":174,"nameZh":6,"description":175,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":135,"licenseFileUrl":176,"sourceHtmlUrl":177,"categories":178,"keywords":179,"publishedAt":41},"01M70XSYSVZ2N0N91XCAR2CAK0","mexc-futures-websocket","MEXC Futures WebSocket workflows for public streams, private account\u002Forder\u002Fposition streams, ping\u002Fpong, subscriptions, and depth maintenance.","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-futures-websocket\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fexchanges\u002Fmncrftfrcnm-mexc-futures-websocket\u002FSKILL.md",[],[180,181,142,182,183,152,150,184,148,147,145,144],"mexc futures websocket","futures","position","ping","subscriptions",{"skillNo":186,"name":187,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":106,"licenseFileUrl":188,"sourceHtmlUrl":189,"categories":190,"keywords":191,"publishedAt":41},"01M6H0ZWHVE5W04WG2DKQE2SQC","0xklen-version-and-refresh-sanctions-lists","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fpayments\u002F0xklen-version-and-refresh-sanctions-lists\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fpayments\u002F0xklen-version-and-refresh-sanctions-lists\u002FSKILL.md",[],[192,193,194],"refresh","0xklen version and refresh sanctions lists","version",{"skillNo":196,"name":197,"nameZh":6,"description":198,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":106,"licenseFileUrl":199,"sourceHtmlUrl":200,"categories":201,"keywords":202,"publishedAt":41},"01M6H0Z28Q3R8J0S799GJQWXM3","verify-tests-cover-changed-lines","Use when a PR adds code that the existing suite may not exercise. Measures patch coverage — the share of newly changed lines hit by tests — before approving.","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fpayments\u002F0xklen-verify-tests-cover-changed-lines\u002FLICENSE","https:\u002F\u002Fgithub.com\u002Fjiayaoqijia\u002Fcryptoskill\u002Fblob\u002Fmain\u002Fskills\u002Fpayments\u002F0xklen-verify-tests-cover-changed-lines\u002FSKILL.md",[],[203,204,205,206,207,208,209,37,210,211,212],"tests","cover","verify tests cover changed lines","verify","coverage","pr","exercise","patch","code","share"]