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Use before starting any implementation to verify readiness with duplicate check, architecture compliance, official docs verification, OSS references, and root cause identification.","SuperClaude-Org\u002FSuperClaude_Framework","SuperClaude-Org","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F221338871?v=4","01M722DG58Y4B9XS2CJDFMKXBQ","SuperClaude Org","01M722DG608BTN1MWP6ADYZJ0D",23933,"MIT","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002F.claude\u002Fskills\u002Fconfidence-check\u002FSKILL.md",[],[],"2026-11-10 15:14:50",false,"---\nname: Confidence Check\ndescription: Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness with duplicate check, architecture compliance, official docs verification, OSS references, and root cause identification.\nallowed-tools: Read, Grep, Glob, WebFetch, WebSearch\n---\n\n# Confidence Check Skill\n\n## Purpose\n\nPrevents wrong-direction execution by assessing confidence **BEFORE** starting implementation.\n\n**Requirement**: ≥90% confidence to proceed with implementation.\n\n**Test Results** (2025-10-21):\n- Precision: 1.000 (no false positives)\n- Recall: 1.000 (no false negatives)\n- 8\u002F8 test cases passed\n\n## When to Use\n\nUse this skill BEFORE implementing any task to ensure:\n- No duplicate implementations exist\n- Architecture compliance verified\n- Official documentation reviewed\n- Working OSS implementations found\n- Root cause properly identified\n\n## Confidence Assessment Criteria\n\nCalculate confidence score (0.0 - 1.0) based on 5 checks:\n\n### 1. No Duplicate Implementations? (25%)\n\n**Check**: Search codebase for existing functionality\n\n```bash\n# Use Grep to search for similar functions\n# Use Glob to find related modules\n```\n\n✅ Pass if no duplicates found\n❌ Fail if similar implementation exists\n\n### 2. Architecture Compliance? (25%)\n\n**Check**: Verify tech stack alignment\n\n- Read `CLAUDE.md`, `PLANNING.md`\n- Confirm existing patterns used\n- Avoid reinventing existing solutions\n\n✅ Pass if uses existing tech stack (e.g., Supabase, UV, pytest)\n❌ Fail if introduces new dependencies unnecessarily\n\n### 3. Official Documentation Verified? (20%)\n\n**Check**: Review official docs before implementation\n\n- Use Context7 MCP for official docs\n- Use WebFetch for documentation URLs\n- Verify API compatibility\n\n✅ Pass if official docs reviewed\n❌ Fail if relying on assumptions\n\n### 4. Working OSS Implementations Referenced? (15%)\n\n**Check**: Find proven implementations\n\n- Use Tavily MCP or WebSearch\n- Search GitHub for examples\n- Verify working code samples\n\n✅ Pass if OSS reference found\n❌ Fail if no working examples\n\n### 5. Root Cause Identified? (15%)\n\n**Check**: Understand the actual problem\n\n- Analyze error messages\n- Check logs and stack traces\n- Identify underlying issue\n\n✅ Pass if root cause clear\n❌ Fail if symptoms unclear\n\n## Confidence Score Calculation\n\n```\nTotal = Check1 (25%) + Check2 (25%) + Check3 (20%) + Check4 (15%) + Check5 (15%)\n\nIf Total >= 0.90:  ✅ Proceed with implementation\nIf Total >= 0.70:  ⚠️  Present alternatives, ask questions\nIf Total \u003C 0.70:   ❌ STOP - Request more context\n```\n\n## Output Format\n\n```\n📋 Confidence Checks:\n   ✅ No duplicate implementations found\n   ✅ Uses existing tech stack\n   ✅ Official documentation verified\n   ✅ Working OSS implementation found\n   ✅ Root cause identified\n\n📊 Confidence: 1.00 (100%)\n✅ High confidence - Proceeding to implementation\n```\n\n## Implementation Details\n\nThe TypeScript implementation is available in `confidence.ts` for reference, containing:\n\n- `confidenceCheck(context)` - Main assessment function\n- Detailed check implementations\n- Context interface definitions\n\n## ROI\n\n**Token Savings**: Spend 100-200 tokens on confidence check to save 5,000-50,000 tokens on wrong-direction work.\n\n**Success Rate**: 100% precision and recall in production testing.\n","# Confidence Check Skill\n\n## Purpose\n\nPrevents wrong-direction execution by assessing confidence **BEFORE** starting implementation.\n\n**Requirement**: ≥90% confidence to proceed with implementation.\n\n**Test Results** (2025-10-21):\n- Precision: 1.000 (no false positives)\n- Recall: 1.000 (no false negatives)\n- 8\u002F8 test cases passed\n\n## When to Use\n\nUse this skill BEFORE implementing any task to ensure:\n- No duplicate implementations exist\n- Architecture compliance verified\n- Official documentation reviewed\n- Working OSS implementations found\n- Root cause properly identified\n\n## Confidence Assessment Criteria\n\nCalculate confidence score (0.0 - 1.0) based on 5 checks:\n\n### 1. No Duplicate Implementations? (25%)\n\n**Check**: Search codebase for existing functionality\n\n```bash\n# Use Grep to search for similar functions\n# Use Glob to find related modules\n```\n\n✅ Pass if no duplicates found\n❌ Fail if similar implementation exists\n\n### 2. Architecture Compliance? (25%)\n\n**Check**: Verify tech stack alignment\n\n- Read `CLAUDE.md`, `PLANNING.md`\n- Confirm existing patterns used\n- Avoid reinventing existing solutions\n\n✅ Pass if uses existing tech stack (e.g., Supabase, UV, pytest)\n❌ Fail if introduces new dependencies unnecessarily\n\n### 3. Official Documentation Verified? (20%)\n\n**Check**: Review official docs before implementation\n\n- Use Context7 MCP for official docs\n- Use WebFetch for documentation URLs\n- Verify API compatibility\n\n✅ Pass if official docs reviewed\n❌ Fail if relying on assumptions\n\n### 4. Working OSS Implementations Referenced? (15%)\n\n**Check**: Find proven implementations\n\n- Use Tavily MCP or WebSearch\n- Search GitHub for examples\n- Verify working code samples\n\n✅ Pass if OSS reference found\n❌ Fail if no working examples\n\n### 5. Root Cause Identified? (15%)\n\n**Check**: Understand the actual problem\n\n- Analyze error messages\n- Check logs and stack traces\n- Identify underlying issue\n\n✅ Pass if root cause clear\n❌ Fail if symptoms unclear\n\n## Confidence Score Calculation\n\n```\nTotal = Check1 (25%) + Check2 (25%) + Check3 (20%) + Check4 (15%) + Check5 (15%)\n\nIf Total >= 0.90:  ✅ Proceed with implementation\nIf Total >= 0.70:  ⚠️  Present alternatives, ask questions\nIf Total \u003C 0.70:   ❌ STOP - Request more context\n```\n\n## Output Format\n\n```\n📋 Confidence Checks:\n   ✅ No duplicate implementations found\n   ✅ Uses existing tech stack\n   ✅ Official documentation verified\n   ✅ Working OSS implementation found\n   ✅ Root cause identified\n\n📊 Confidence: 1.00 (100%)\n✅ High confidence - Proceeding to implementation\n```\n\n## Implementation Details\n\nThe TypeScript implementation is available in `confidence.ts` for reference, containing:\n\n- `confidenceCheck(context)` - Main assessment function\n- Detailed check implementations\n- Context interface definitions\n\n## ROI\n\n**Token Savings**: Spend 100-200 tokens on confidence check to save 5,000-50,000 tokens on wrong-direction work.\n\n**Success Rate**: 100% precision and recall in production testing.\n",{"name":5,"description":7,"allowed-tools":24},"Read, Grep, Glob, WebFetch, WebSearch","master","fe68862c8ed9e2afb8120c2d9e27d0c3a7ce73a2",".claude\u002Fskills\u002Fconfidence-check",1983,"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework","https:\u002F\u002Fsuperclaude.netlify.app\u002F","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org","2026-09-27 20:50:32",{"source":8,"skillName":5,"commands":34,"prompt":44,"zipAvailable":45},[35,38,41],{"tool":36,"command":37},"npx","npx skills add SuperClaude-Org\u002FSuperClaude_Framework --skill \"Confidence Check\"",{"tool":39,"command":40},"bunx","bunx skills add SuperClaude-Org\u002FSuperClaude_Framework --skill \"Confidence Check\"",{"tool":42,"command":43},"pnpm","pnpm dlx skills add SuperClaude-Org\u002FSuperClaude_Framework --skill \"Confidence Check\"","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002F.claude\u002Fskills\u002Fconfidence-check\u002FSKILL.md",true,[47],{"path":48,"resourceType":49,"resourceTypeDesc":50,"sizeBytes":51,"sourceHtmlUrl":52},"confidence.ts","SCRIPT","脚本",5052,"https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002F.claude\u002Fskills\u002Fconfidence-check\u002Fconfidence.ts",[54,59,64],{"skillNo":55,"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":56,"categories":57,"keywords":58,"publishedAt":19},"01M722ECEENMZFMJ4GZSWNQWD2","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002Fskills\u002Fconfidence-check\u002FSKILL.md",[],[],{"skillNo":60,"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":61,"categories":62,"keywords":63,"publishedAt":19},"01M722DWF6CQP62XABS33RMXN7","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002Fplugins\u002Fsuperclaude\u002Fskills\u002Fconfidence-check\u002FSKILL.md",[],[],{"skillNo":65,"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":66,"categories":67,"keywords":68,"publishedAt":69},"01M722EG3EEGQ6BX5EYZ8GSK1E","https:\u002F\u002Fgithub.com\u002FSuperClaude-Org\u002FSuperClaude_Framework\u002Fblob\u002Fmaster\u002Fsrc\u002Fsuperclaude\u002Fskills\u002Fconfidence-check\u002FSKILL.md",[],[],"2026-11-10 15:14:42"]