[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6QXM0TK2N5NT8R7BJCX5AMM":3,"skill-same:01M6QXM0TK2N5NT8R7BJCX5AMM":74},{"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":26,"publishedAt":47,"linkOnly":48,"markdownContent":49,"markdownBody":50,"frontMatter":51,"refName":53,"commitSha":54,"skillDirectory":55,"forksCount":56,"repositoryHtmlUrl":57,"repositoryHomepageUrl":6,"ownerHtmlUrl":58,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":59,"install":60,"resources":73},"01M6QXM0TK2N5NT8R7BJCX5AMM","autonomous-agents",null,"Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability.  This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b","Mishit18\u002Fclaude-code-templates","Mishit18","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F244127857?v=4","01M6QXBYKWM76HSKYDNWSKKE41","Mishit Sharma","01M6QXBYRJ0CAVM51S1RTEKTZZ",1,"MIT","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fautonomous-agents\u002FSKILL.md",[18,23],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000009","前端开发","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发",[27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46],"autonomous agents","autonomous","spawner","react","can","loops","error","decomposition","probability","self","goals","reflection","decompose","reliability","challenge","decision","correct","plan","actions","apache","2026-11-10 10:12:30",false,"---\nname: autonomous-agents\ndescription: \"Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability.  This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b\"\nsource: vibeship-spawner-skills (Apache 2.0)\n---\n\n# Autonomous Agents\n\nYou are an agent architect who has learned the hard lessons of autonomous AI.\nYou've seen the gap between impressive demos and production disasters. You know\nthat a 95% success rate per step means only 60% by step 10.\n\nYour core insight: Autonomy is earned, not granted. Start with heavily\nconstrained agents that do one thing reliably. Add autonomy only as you prove\nreliability. The best agents look less impressive but work consistently.\n\nYou push for guardrails before capabilities, logging befor\n\n## Capabilities\n\n- autonomous-agents\n- agent-loops\n- goal-decomposition\n- self-correction\n- reflection-patterns\n- react-pattern\n- plan-execute\n- agent-reliability\n- agent-guardrails\n\n## Patterns\n\n### ReAct Agent Loop\n\nAlternating reasoning and action steps\n\n### Plan-Execute Pattern\n\nSeparate planning phase from execution\n\n### Reflection Pattern\n\nSelf-evaluation and iterative improvement\n\n## Anti-Patterns\n\n### ❌ Unbounded Autonomy\n\n### ❌ Trusting Agent Outputs\n\n### ❌ General-Purpose Autonomy\n\n## ⚠️ Sharp Edges\n\n| Issue | Severity | Solution |\n|-------|----------|----------|\n| Issue | critical | ## Reduce step count |\n| Issue | critical | ## Set hard cost limits |\n| Issue | critical | ## Test at scale before production |\n| Issue | high | ## Validate against ground truth |\n| Issue | high | ## Build robust API clients |\n| Issue | high | ## Least privilege principle |\n| Issue | medium | ## Track context usage |\n| Issue | medium | ## Structured logging |\n\n## Related Skills\n\nWorks well with: `agent-tool-builder`, `agent-memory-systems`, `multi-agent-orchestration`, `agent-evaluation`\n\n","# Autonomous Agents\n\nYou are an agent architect who has learned the hard lessons of autonomous AI.\nYou've seen the gap between impressive demos and production disasters. You know\nthat a 95% success rate per step means only 60% by step 10.\n\nYour core insight: Autonomy is earned, not granted. Start with heavily\nconstrained agents that do one thing reliably. Add autonomy only as you prove\nreliability. The best agents look less impressive but work consistently.\n\nYou push for guardrails before capabilities, logging befor\n\n## Capabilities\n\n- autonomous-agents\n- agent-loops\n- goal-decomposition\n- self-correction\n- reflection-patterns\n- react-pattern\n- plan-execute\n- agent-reliability\n- agent-guardrails\n\n## Patterns\n\n### ReAct Agent Loop\n\nAlternating reasoning and action steps\n\n### Plan-Execute Pattern\n\nSeparate planning phase from execution\n\n### Reflection Pattern\n\nSelf-evaluation and iterative improvement\n\n## Anti-Patterns\n\n### ❌ Unbounded Autonomy\n\n### ❌ Trusting Agent Outputs\n\n### ❌ General-Purpose Autonomy\n\n## ⚠️ Sharp Edges\n\n| Issue | Severity | Solution |\n|-------|----------|----------|\n| Issue | critical | ## Reduce step count |\n| Issue | critical | ## Set hard cost limits |\n| Issue | critical | ## Test at scale before production |\n| Issue | high | ## Validate against ground truth |\n| Issue | high | ## Build robust API clients |\n| Issue | high | ## Least privilege principle |\n| Issue | medium | ## Track context usage |\n| Issue | medium | ## Structured logging |\n\n## Related Skills\n\nWorks well with: `agent-tool-builder`, `agent-memory-systems`, `multi-agent-orchestration`, `agent-evaluation`\n\n",{"name":5,"source":52,"description":7},"vibeship-spawner-skills (Apache 2.0)","main","015422534a7457348a313b6381f0255d3364eb8c","cli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fautonomous-agents",0,"https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates","https:\u002F\u002Fgithub.com\u002FMishit18","2026-11-13 18:15:57",{"source":8,"skillName":5,"commands":61,"prompt":71,"zipAvailable":72},[62,65,68],{"tool":63,"command":64},"npx","npx skills add Mishit18\u002Fclaude-code-templates --skill autonomous-agents",{"tool":66,"command":67},"bunx","bunx skills add Mishit18\u002Fclaude-code-templates --skill autonomous-agents",{"tool":69,"command":70},"pnpm","pnpm dlx skills add Mishit18\u002Fclaude-code-templates --skill autonomous-agents","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Fautonomous-agents\u002FSKILL.md",true,[],[75,104,130,156,181,206],{"skillNo":76,"name":77,"nameZh":6,"description":78,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":79,"licenseFileUrl":80,"sourceHtmlUrl":81,"categories":82,"keywords":84,"publishedAt":47},"01M6R4ARN4W2VZRDERDTMN1KP0","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\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Futilities\u002Fweb-artifacts-builder\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Futilities\u002Fweb-artifacts-builder\u002FSKILL.md",[83],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},[85,86,87,88,89,90,91,92,30,93,94,95,96,97,98,99,100,101,102,103],"web artifacts builder","web","artifacts","artifacts builder","builder","frontend","css","components","routing","state management","state","file","Tailwind","use","single-file","ui components","multi","for","single",{"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":79,"licenseFileUrl":108,"sourceHtmlUrl":109,"categories":110,"keywords":115,"publishedAt":47},"01M6R45GXREM5DP8T08MAC788H","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\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FSKILL.md",[111,114],{"categoryNo":112,"categoryName":113,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},[116,117,118,90,119,120,86,121,122,123,124,125,126,127,128,129,102],"testing","webapp testing","webapp","screenshots","playwright","debugging","toolkit","browser","ui","logs","applications","behavior","local","with",{"skillNo":131,"name":132,"nameZh":6,"description":133,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":134,"sourceHtmlUrl":135,"categories":136,"keywords":137,"publishedAt":47},"01M6R2GYJ470X8EB7R58V0B68K","think-tank","Run a Virtual Think Tank — a structured multi-persona debate — before planning or making architectural\u002Fdesign\u002Fstrategic decisions. Use this skill whenever the user is about to plan a system, make a technology choice, evaluate trade-offs, decide on an approach, or faces any decision where multiple perspectives would sharpen the outcome. Also trigger when the user says \"think tank\", \"debate this\", \"perspectives on\", \"trade-offs\", \"should I use X or Y\", \"help me decide\", \"before we plan\", or asks for pros\u002Fcons of competing approaches. This skill should run BEFORE any implementation planning begins — it produces a structured analysis that feeds into better plans.","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fthink-tank\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fthink-tank\u002FSKILL.md",[],[138,139,140,141,142,143,144,44,145,146,42,147,148,149,150,151,152,153,154,155],"think tank","think","design","run","feeds","analysis","persona","sharpen","virtual","choice","decide","perspectives","outcome","me","debate","make","trade-offs","when",{"skillNo":157,"name":158,"nameZh":6,"description":159,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":79,"licenseFileUrl":160,"sourceHtmlUrl":161,"categories":162,"keywords":164,"publishedAt":47},"01M6R2FSR55AVRFA9YZ8SC2GZG","skill-creator","Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fskill-creator\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fskill-creator\u002FSKILL.md",[163],{"categoryNo":24,"categoryName":25,"taxonomyType":21,"taxonomyTypeDesc":22},[165,166,167,168,169,170,171,172,173,174,175,176,177,178,129,102,179,155,180],"skill creator","creator","workflows","create","update","capabilities","knowledge","tool","integrations","specialized","guide","new skill","existing skill","users","Existing","new",{"skillNo":182,"name":183,"nameZh":6,"description":184,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":185,"categories":186,"keywords":187,"publishedAt":47},"01M6R2FK42ZZ4HJTJVVK9WJBBP","ship-learn-next","Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action steps, reps, or a learning quest.","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fship-learn-next\u002FSKILL.md",[],[188,189,190,191,192,193,194,195,98,196,197,198,199,200,201,202,203,204,205,155],"learn","ship learn next","ship","next","framework","learning","read","write","advice","implementation","youtube","plans","quest","transform","actionable","action","lessons","youtube transcripts",{"skillNo":207,"name":208,"nameZh":6,"description":209,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":79,"licenseFileUrl":210,"sourceHtmlUrl":211,"categories":212,"keywords":219,"publishedAt":47},"01M6R2088G1RHDA5MDX16HASRB","slack-gif-creator","Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like \"make me a GIF of X doing Y for Slack.\"","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fenterprise-communication\u002Fslack-gif-creator\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FMishit18\u002Fclaude-code-templates\u002Fblob\u002Fmain\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fenterprise-communication\u002Fslack-gif-creator\u002FSKILL.md",[213,216],{"categoryNo":214,"categoryName":215,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000005","邮件与沟通",{"categoryNo":217,"categoryName":218,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000016","图像与多媒体",[220,221,222,166,223,224,225,226,171,98,151,178,153,227,228,102,229,155],"slack gif creator","slack","gif","validation","Tools","constraints","Animation","Utilities","concepts","request"]