[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6ADKXK0R5PAP7EK0FZVVT2N":3,"skill-same:01M6ADKXK0R5PAP7EK0FZVVT2N":77},{"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":46,"linkOnly":47,"markdownContent":48,"markdownBody":49,"frontMatter":50,"refName":53,"commitSha":54,"skillDirectory":55,"forksCount":56,"repositoryHtmlUrl":57,"repositoryHomepageUrl":58,"ownerHtmlUrl":59,"ownerBlogUrl":60,"ownerDescription":61,"updatedAt":62,"install":63,"resources":76},"01M6ADKXK0R5PAP7EK0FZVVT2N","ai-agents-architect",null,"Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling.","davila7\u002Fclaude-code-templates","davila7","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F6216945?v=4","01M6ADEWWFPS191NFM0Y1EX1JH","Daniel Avila","01M6ADJHGM78PHQRD3XZTFDVKK",33332,"MIT","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fai-agents-architect\u002FSKILL.md",[18],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"ai agents architect","architect","ai agents","memory systems","when","spawner","multi","build agent","strategies","calling","expert","agent orchestration","use","autonomous","function calling","tool","tool use","apache","planning","orchestration","ai agent","memory","2026-11-10 10:12:30",false,"---\nname: ai-agents-architect\ndescription: \"Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling.\"\nmetadata:\n  source: vibeship-spawner-skills (Apache 2.0)\n---\n\n# AI Agents Architect\n\n**Role**: AI Agent Systems Architect\n\nI build AI systems that can act autonomously while remaining controllable.\nI understand that agents fail in unexpected ways - I design for graceful\ndegradation and clear failure modes. I balance autonomy with oversight,\nknowing when an agent should ask for help vs proceed independently.\n\n## Capabilities\n\n- Agent architecture design\n- Tool and function calling\n- Agent memory systems\n- Planning and reasoning strategies\n- Multi-agent orchestration\n- Agent evaluation and debugging\n\n## Requirements\n\n- LLM API usage\n- Understanding of function calling\n- Basic prompt engineering\n\n## Patterns\n\n### ReAct Loop\n\nReason-Act-Observe cycle for step-by-step execution\n\n```javascript\n- Thought: reason about what to do next\n- Action: select and invoke a tool\n- Observation: process tool result\n- Repeat until task complete or stuck\n- Include max iteration limits\n```\n\n### Plan-and-Execute\n\nPlan first, then execute steps\n\n```javascript\n- Planning phase: decompose task into steps\n- Execution phase: execute each step\n- Replanning: adjust plan based on results\n- Separate planner and executor models possible\n```\n\n### Tool Registry\n\nDynamic tool discovery and management\n\n```javascript\n- Register tools with schema and examples\n- Tool selector picks relevant tools for task\n- Lazy loading for expensive tools\n- Usage tracking for optimization\n```\n\n## Anti-Patterns\n\n### ❌ Unlimited Autonomy\n\n### ❌ Tool Overload\n\n### ❌ Memory Hoarding\n\n## ⚠️ Sharp Edges\n\n| Issue | Severity | Solution |\n|-------|----------|----------|\n| Agent loops without iteration limits | critical | Always set limits: |\n| Vague or incomplete tool descriptions | high | Write complete tool specs: |\n| Tool errors not surfaced to agent | high | Explicit error handling: |\n| Storing everything in agent memory | medium | Selective memory: |\n| Agent has too many tools | medium | Curate tools per task: |\n| Using multiple agents when one would work | medium | Justify multi-agent: |\n| Agent internals not logged or traceable | medium | Implement tracing: |\n| Fragile parsing of agent outputs | medium | Robust output handling: |\n\n## Related Skills\n\nWorks well with: `rag-engineer`, `prompt-engineer`, `backend`, `mcp-builder`\n","# AI Agents Architect\n\n**Role**: AI Agent Systems Architect\n\nI build AI systems that can act autonomously while remaining controllable.\nI understand that agents fail in unexpected ways - I design for graceful\ndegradation and clear failure modes. I balance autonomy with oversight,\nknowing when an agent should ask for help vs proceed independently.\n\n## Capabilities\n\n- Agent architecture design\n- Tool and function calling\n- Agent memory systems\n- Planning and reasoning strategies\n- Multi-agent orchestration\n- Agent evaluation and debugging\n\n## Requirements\n\n- LLM API usage\n- Understanding of function calling\n- Basic prompt engineering\n\n## Patterns\n\n### ReAct Loop\n\nReason-Act-Observe cycle for step-by-step execution\n\n```javascript\n- Thought: reason about what to do next\n- Action: select and invoke a tool\n- Observation: process tool result\n- Repeat until task complete or stuck\n- Include max iteration limits\n```\n\n### Plan-and-Execute\n\nPlan first, then execute steps\n\n```javascript\n- Planning phase: decompose task into steps\n- Execution phase: execute each step\n- Replanning: adjust plan based on results\n- Separate planner and executor models possible\n```\n\n### Tool Registry\n\nDynamic tool discovery and management\n\n```javascript\n- Register tools with schema and examples\n- Tool selector picks relevant tools for task\n- Lazy loading for expensive tools\n- Usage tracking for optimization\n```\n\n## Anti-Patterns\n\n### ❌ Unlimited Autonomy\n\n### ❌ Tool Overload\n\n### ❌ Memory Hoarding\n\n## ⚠️ Sharp Edges\n\n| Issue | Severity | Solution |\n|-------|----------|----------|\n| Agent loops without iteration limits | critical | Always set limits: |\n| Vague or incomplete tool descriptions | high | Write complete tool specs: |\n| Tool errors not surfaced to agent | high | Explicit error handling: |\n| Storing everything in agent memory | medium | Selective memory: |\n| Agent has too many tools | medium | Curate tools per task: |\n| Using multiple agents when one would work | medium | Justify multi-agent: |\n| Agent internals not logged or traceable | medium | Implement tracing: |\n| Fragile parsing of agent outputs | medium | Robust output handling: |\n\n## Related Skills\n\nWorks well with: `rag-engineer`, `prompt-engineer`, `backend`, `mcp-builder`\n",{"name":5,"metadata":51,"description":7},{"source":52},"vibeship-spawner-skills (Apache 2.0)","main","2b749c82b5d11fac39d9a6e021ce3f5b8a541bd1","cli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fai-agents-architect",3911,"https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates","https:\u002F\u002Faitmpl.com","https:\u002F\u002Fgithub.com\u002Fdavila7","https:\u002F\u002Fdanielavila.me","Building AI dev tools with LLMs","2026-11-11 21:38:31",{"source":8,"skillName":5,"commands":64,"prompt":74,"zipAvailable":75},[65,68,71],{"tool":66,"command":67},"npx","npx skills add davila7\u002Fclaude-code-templates --skill ai-agents-architect",{"tool":69,"command":70},"bunx","bunx skills add davila7\u002Fclaude-code-templates --skill ai-agents-architect",{"tool":72,"command":73},"pnpm","pnpm dlx skills add davila7\u002Fclaude-code-templates --skill ai-agents-architect","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fai-agents-architect\u002FSKILL.md",true,[],[78,104,131,163,198,222],{"skillNo":79,"name":80,"nameZh":6,"description":81,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":82,"categories":83,"keywords":85,"publishedAt":46},"01M70NHBTQ8BV0A2SCAZXEPHCX","wealthville-pool-scoring","Score DeFi liquidity pools before providing liquidity. Returns a 0-100 pool score and an Enter\u002FHold\u002FExit\u002FReduce\u002FAvoid verdict with calibrated confidence for ~68,800 Solana pools and 575 EVM pools, plus a public miss-inclusive track record. Use when asked whether a pool is worth LPing into, which pools look best right now, or how accurate the scores have actually been.","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fweb-data\u002Fwealthville-pool-scoring\u002FSKILL.md",[84],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},[86,87,88,89,90,91,92,93,36,28,94,95,96,97,98,99,100,101,102,103],"scoring","pool","wealthville pool scoring","liquidity","which","for","exit","now","reduce","with","record","track","verdict","evm","solana","how","public","look",{"skillNo":105,"name":106,"nameZh":6,"description":107,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":108,"categories":109,"keywords":111,"publishedAt":46},"01M70MB6VR8ERJ4EM8D5KHBMEV","technical-debt-auditor","Scans a codebase and produces a quantified technical debt report with a prioritized remediation plan. Analyzes dead code, TODO\u002FFIXME\u002FHACK markers, dependency staleness, complexity hotspots, code duplication signals, test coverage gaps, unused exports, and outdated patterns. Use this skill when the user asks to audit their codebase for tech debt, wants a health check of their code quality, says things like \"where should I focus refactoring\", \"find code smells\", \"audit my codebase\", \"what technical debt do we have\", \"prioritize cleanup work\", or asks about code quality metrics. Also trigger when the user mentions \"code rot\", \"legacy cleanup\", \"refactoring priorities\", or wants to understand the overall health of a project before a major effort. Trigger even if the user doesn't say \"technical debt\" explicitly — any request to systematically assess code quality and identify improvement priorities belongs here.","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fdevelopment\u002Ftechnical-debt-auditor\u002FSKILL.md",[110],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},[112,113,114,115,116,117,118,119,120,121,122,28,123,124,125,126,127,128,129,130],"technical debt","debt","technical","technical debt auditor","auditor","coverage","complexity","markers","project","cleanup","unused","code","todo","work","plan","focus","signals","audit","dependency",{"skillNo":132,"name":133,"nameZh":6,"description":134,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":135,"categories":136,"keywords":146,"publishedAt":46},"01M70KPYH9QNHCNME5GJQGE22K","readonly-sql-guard","Make an agent's database access provably read-only. Use when an agent runs caller-supplied SQL against a production\u002FERP\u002Fanalytics database (a \"query\" MCP tool, text-to-SQL, an admin console), or when reviewing DB-access code for write\u002FDDL\u002Fside-effect\u002Ftransaction-escape risks. Checks what a statement CALLS, not just its shape.","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fdatabase\u002Freadonly-sql-guard\u002FSKILL.md",[137,140,141],{"categoryNo":138,"categoryName":139,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000010","后端与接口",{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},{"categoryNo":142,"categoryName":143,"taxonomyType":144,"taxonomyTypeDesc":145},"01JBSEEDCAT000000000000033","数据分析师","PROFESSION","适用职业",[147,148,149,150,151,152,153,91,154,155,156,39,157,158,159,36,160,161,28,162],"readonly","guard","sql guard","sql","readonly sql guard","erp","effect","read-only","db","just","calls","only","MCP","access","database","query",{"skillNo":164,"name":165,"nameZh":6,"description":166,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":167,"licenseFileUrl":168,"sourceHtmlUrl":169,"categories":170,"keywords":174,"publishedAt":46},"01M6AFY6F7CC2BBZP1QD6VTNVC","web-artifacts-builder","Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn\u002Fui). Use for complex artifacts requiring state management, routing, or shadcn\u002Fui components - not for simple single-file HTML\u002FJSX artifacts.","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Futilities\u002Fweb-artifacts-builder\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Futilities\u002Fweb-artifacts-builder\u002FSKILL.md",[171],{"categoryNo":172,"categoryName":173,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000009","前端开发",[175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,91,197],"artifacts builder","web","web artifacts builder","artifacts","builder","state","routing","state management","component","css","frontend","ui","Tools","file","components","shadcn","react","Tailwind","suite","jsx","html","single-file","ui components",{"skillNo":199,"name":200,"nameZh":6,"description":201,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":167,"licenseFileUrl":202,"sourceHtmlUrl":203,"categories":204,"keywords":209,"publishedAt":46},"01M6AFWF33SFV9Z3SF4PEEE4BF","webapp-testing","Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FSKILL.md",[205,208],{"categoryNo":206,"categoryName":207,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":172,"categoryName":173,"taxonomyType":21,"taxonomyTypeDesc":22},[210,211,212,213,214,176,215,185,186,216,217,218,219,91,220,95,221],"webapp testing","testing","webapp","browser","playwright","applications","debugging","toolkit","logs","screenshots","local","behavior",{"skillNo":223,"name":224,"nameZh":6,"description":225,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":167,"licenseFileUrl":226,"sourceHtmlUrl":227,"categories":228,"keywords":236,"publishedAt":46},"01M6AF67Q67JJJ5V51JR2P52KA","discernment-nudge","After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts such as goals, plans, pitches, proposals, or emails, estimates or projections, analysis or interpretation of data, factual claims they may rely on, or a multi-step argument — invoke this skill BEFORE finalizing your reply and then, if it applies, append 2-3 short follow-up questions, each tied to something specific in what you just produced, that help the user check key facts, probe the reasoning or assumptions, and notice missing context. Do this at most once per conversation. Skip it when the user asked a trivial how-to or simple lookup, wants a purely educational explanation, asked you only to format, convert, or assemble a file from content they provided, is writing code they will run, is doing creative writing or casual chat, or already asked you to double-check, cite, or review — the skill file explains these boundaries and the exact output format.","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fdiscernment-nudge\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002Fdavila7\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fdiscernment-nudge\u002FSKILL.md",[229,232,233],{"categoryNo":230,"categoryName":231,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000018","写作与文案",{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},{"categoryNo":234,"categoryName":235,"taxonomyType":144,"taxonomyTypeDesc":145},"01JBSEEDCAT000000000000036","内容创作者",[237,238,239,240,241,242,243,244,178,245,188,123,246,247,248,249,250,158,251,28,252,253,254,255,256,101,257],"discernment nudge","nudge","interpretation","help","run","reasoning","data","writing","lookup","content","review","conversation","short","up","invoke","you","analysis","claims","argument","assemble","recommendations"]