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Skill Index โ€” Progressive Disclosure Engine โ€‹

Save 90%+ tokens. Agents scan the index first, load full skills only when executing. Inspired by Loki Mode's 3-Layer Progressive Disclosure memory architecture.

The Problem โ€‹

Traditional approach: Load every SKILL.md to decide which skill to use.

  • 30+ skills ร— ~3000 tokens each = 90,000+ tokens just for discovery
  • Agent only needs ~500 tokens to make the choice
  • 89,500 tokens wasted on reading full skills

The Solution: 3-Layer Loading โ€‹

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ LAYER 1: INDEX (~100 tokens per skill)          โ”‚
โ”‚ Always loaded. Quick scan. "What exists?"        โ”‚
โ”‚ Name + Domain + Triggers + 1-line summary       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ”‚ (match found?)
                      v
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ LAYER 2: SUMMARY (~300 tokens per skill)        โ”‚
โ”‚ Load when choosing. "Is this the right one?"     โ”‚
โ”‚ Description + When to use + Integration table   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ”‚ (confirmed?)
                      v
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚ LAYER 3: FULL SKILL.md (1500-5000 tokens)       โ”‚
โ”‚ Load ONLY during execution. "How to use it."     โ”‚
โ”‚ Complete instructions, examples, red flags       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Layer 1: Skill Index โ€‹

Always loaded by agents at session start. Maximum 100 tokens per skill.

Engineering Swarm ๐Ÿ”ง โ€‹

SkillTriggersSummary
cm-tddtest, TDD, red-green-refactorRed-Green-Refactor cycle before any implementation
cm-debuggingbug, error, fix, debug, brokenRoot cause analysis before fixing. 5-phase investigation
cm-quality-gatedeploy, ship, verify, quality, gate6-gate verification: static analysis โ†’ blind review โ†’ ship
cm-test-gatetest setup, CI, test infrastructureSetup 4-layer test gate for any project type
cm-code-reviewreview, PR, feedback, branchRequest reviews, handle feedback, complete branches
cm-codeintellunderstand codebase, call graph, impact, architecture, what calls X, what breaksAST knowledge graph + architecture diagrams + smart context (30% fewer tokens)
cm-reactorrewrite, pivot, migrate, direction change, architecture wrong, restructureTRIZ-powered strategic codebase re-direction โ€” 5-phase incremental migration
cm-clean-codeclean, dead code, refactor, code smell, DRY, SOLID, naming, messy7-point hygiene gate: dead code, imports, naming, SRP, DRY, nesting

Operations Swarm โš™๏ธ โ€‹

SkillTriggersSummary
cm-safe-deploydeploy, staging, production, releaseMulti-gate deploy pipeline with rollback strategy
cm-identity-guardgit push, deploy, Cloudflare, Supabase, accountVerify identity before any push/deploy to prevent wrong-account
cm-git-worktreesbranch, isolate, worktree, parallelIsolated git worktrees for feature work
cm-terminalcommand, terminal, run, executeSafe terminal execution with progress logging

Security Swarm ๐Ÿ”’ โ€‹

SkillTriggersSummary
cm-secret-shieldsecret, token, leak, security, scan, pre-commit, gitleaks, rotateDefense-in-depth: pre-commit hooks, repo scanning, token lifecycle

Product Swarm ๐ŸŽจ โ€‹

SkillTriggersSummary
cm-brainstorm-ideaanalyze, enhance, improve, initiative, evaluate, review productStrategic analysis gate: 9 Windows + Double Diamond โ†’ 2-3 qualified options
cm-planningplan, design, brainstorm, featureBrainstorm intent โ†’ write implementation plan โ†’ then code
cm-ux-masterUI, UX, design, interface, usability48 UX Laws + 37 Design Tests + Figma/Stitch integration
cm-ui-previewpreview, visual, mockup, render UI, wireframeLive UI concept generation via Google Stitch or Pencil MCP
cm-dockitdocs, documentation, knowledge base, SOPGenerate complete knowledge base from codebase
cm-project-bootstrapnew project, init, bootstrap, setupFull project setup: design system โ†’ staging โ†’ CI โ†’ deploy
cm-jtbdcustomer discovery, JTBD, jobs to be done, product-market fit, why users churnJTBD canvas: Switch Interview โ†’ Outcome Metrics โ†’ Opportunity Scoring

Growth Swarm ๐Ÿ“ˆ โ€‹

SkillTriggersSummary
cm-content-factorycontent, blog, article, marketingAI content engine: research โ†’ generate โ†’ audit โ†’ deploy
cm-ads-trackerpixel, tracking, GTM, Meta, TikTok, Google AdsComplete conversion tracking setup across platforms
cm-cro-methodologyconversion, A/B test, landing page, funnelCRO audit: funnel mapping โ†’ persuasion โ†’ objection handling

Orchestration Swarm ๐ŸŽฏ โ€‹

SkillTriggersSummary
cm-executionexecute, implement, plan, RARV, batchExecute plans: batch mode, subagent-driven, parallel, or RARV
cm-continuitymemory, context, CONTINUITY, learningsWorking memory protocol: read at start, update at end
cm-skill-masterywhich skill, skill list, discover, helpMeta-skill: when to invoke skills, how to create new ones
cm-safe-i18ntranslate, i18n, language, localizeSafe translation with multi-pass batching and audit gates
cm-skill-chainchain, pipeline, workflow, multi-step, full processCompose skills into automated multi-step pipelines
cm-deep-searchsemantic search, find docs, large codebase, qmdOptional power-up for semantic search across large projects
cm-readitaudio, TTS, read aloud, voice, speech, SpeechSynthesis, MP3 playerWeb audio engine โ€” TTS reader, pre-recorded MP3 player, Voice CRO triggers
cm-how-it-workhow does X work, explain, architecture overviewExplain how a system, feature, or codebase works

Workflow Commands ๐Ÿ–ฅ๏ธ โ€‹

SkillTriggersSummary
cm-start/cm-start, start workflow, begin objective, new taskOrchestrate full cm-* workflow from objective to production code
cm-dashboard/cm-dashboard, kanban, task board, show tasks, status boardRender Kanban board from cm-tasks.json โ€” visual task overview
cm-status/cm-status, quick status, progress, what's next, blockedUltra-concise progress summary: done / next / blocked

Planned (not yet implemented) ๐Ÿงช โ€‹

Skills below do not have SKILL.md files yet.

SkillTriggersSummary
mom-test (planned)customer interview, validate idea, leading questionsCustomer interviews without leading questions
release-it (planned)production, circuit breaker, timeout, chaosBuild production-ready systems with stability patterns
medical-research (planned)medical, OB/GYN, clinical, evidence-basedEvidence-based medical writing with citation standards
tailwind-mastery (planned)Tailwind, utility-first, responsive, v4Tailwind CSS utilities, responsive, accessibility
pandasai-analytics (planned)DataFrame, analytics, forecast, time-seriesNatural language DataFrame analysis and visual reports
cm-google-form (planned)Google Form, sheet, App ScriptForm-to-sheet integration with auto-retry

Community Skills Registry ๐ŸŒ โ€‹

59 pre-indexed community skills from skills.sh. Install on-demand: npx skills add {source} --skill {name} -a antigravity If tech not listed here โ†’ fall back to npx skills find "{keyword}"

๐Ÿ–ฅ๏ธ Frontend Frameworks (10) โ€‹

SkillSourceInstall Keywords
react-best-practicesvercel-labs/agent-skillsreact, react performance, RSC
composition-patternsvercel-labs/agent-skillsreact composition, compound components
react-native-guidelinesvercel-labs/agent-skillsreact native, expo, mobile app
react-native-best-practicescallstackincubator/agent-skillsreact native, expo, mobile
nextjs-app-router-patternswshobson/agentsnext.js, app router, RSC
react:componentsgoogle-labs-code/stitch-skillsreact components, stitch
cm-ux-masterUI/UX, design system, frontendUI/UX design intelligence + Harvester v4
angular-directivesanalogjs/angular-skillsangular, directives, components
svelte-best-practicescommunitysvelte, sveltekit
astro-best-practicescommunityastro, static site, islands

๐ŸŽจ CSS & UI Design (8) โ€‹

SkillSourceInstall Keywords
web-design-guidelinesvercel-labs/agent-skillsUI review, accessibility, UX audit
tailwind-design-systemwshobson/agentstailwind, design tokens, utility CSS
tailwind-v4-shadcnjezweb/claude-skillstailwind v4, shadcn/ui
tailwindcss-advanced-layoutsjosiahsiegel/claude-plugin-marketplacetailwind layouts, responsive
remotion-best-practicesremotion-dev/skillsremotion, programmatic video
shadcn-ui-patternscommunityshadcn, radix, component library
css-architecturecommunityCSS modules, BEM, CSS-in-JS
framer-motioncommunityanimation, framer motion, gestures

๐Ÿ—„๏ธ Databases & ORM (9) โ€‹

SkillSourceInstall Keywords
supabase-postgres-best-practicessupabase/agent-skillssupabase, postgres, RLS, SQL
prisma-database-setupprisma/skillsprisma, schema, migration
prisma-client-apiprisma/skillsprisma client, type-safe queries
prisma-expertsickn33/antigravity-awesome-skillsprisma, advanced patterns
drizzle-ormcommunitydrizzle, ORM, type-safe SQL
mongodb-patternscommunitymongodb, mongoose, NoSQL
pinecone-dbcommunitypinecone, vector DB, embeddings
turso-databasecommunityturso, libSQL, edge database
planetscalecommunityplanetscale, MySQL, branching

๐Ÿ” Authentication (6) โ€‹

SkillSourceInstall Keywords
clerk-nextjs-patternsclerk/skillsclerk, auth, nextjs auth
clerk-auth-v5clerk/skillsclerk v5, middleware, session
better-auth-best-practicescommunitybetter-auth, auth library
next-auth-v5the-misfits/agent-skillsnextauth, auth.js, OAuth
auth-js-v5the-misfits/agent-skillsauth.js, session, JWT
supabase-authcommunitysupabase auth, RLS, magic link

๐Ÿ’ณ Payments & Commerce (4) โ€‹

SkillSourceInstall Keywords
stripe-clientcommunitystripe, payment, checkout
stripe-webhookcommunitystripe webhook, event handling
stripe-checkoutcommunitystripe checkout, subscription
stripe-connectcommunitystripe connect, marketplace

๐Ÿงช Testing (5) โ€‹

SkillSourceInstall Keywords
testing-librarycommunitytesting library, react testing
vitest-best-practicesthe-misfits/agent-skillsvitest, unit test, coverage
playwright-e2ethe-misfits/agent-skillsplaywright, e2e, browser test
cypress-patternscommunitycypress, e2e, component test
testing-guidelinesanthropics/skillstest strategy, TDD, test design

โ˜๏ธ Cloud & Deployment (7) โ€‹

SkillSourceInstall Keywords
vercel-deploy-claimablevercel-labs/agent-skillsvercel deploy, preview URL
vercel-deployment-best-practicescommunityvercel, edge functions, ISR
azure-deploymentmicrosoft/skillsazure, cloud, Microsoft
aws-deploymentmicrosoft/skillsAWS, Lambda, S3
docker-expertcommunitydocker, container, Dockerfile
docker-compose-orchestrationcommunitydocker compose, multi-container
multi-stage-dockerfilecommunitydocker build, multi-stage, CI

๐Ÿค– AI & ML (5) โ€‹

SkillSourceInstall Keywords
vercel-ai-sdk-best-practicescommunityAI SDK, streaming, LLM
langchain-skillscommunitylangchain, agents, RAG
openai-skillscommunityopenai, GPT, embeddings
tavily-searchcommunitytavily, web search, research
ai-sdk-patternscommunityAI SDK, tool calling, generative UI

๐Ÿ“ก APIs & Integrations (3) โ€‹

SkillSourceInstall Keywords
nextjs-supabase-authsickn33/antigravity-awesome-skillsnext.js + supabase, full-stack
supabase-edge-functionsnice-wolf-studio/claude-code-supabase-skillsedge functions, Deno
nextjs-seolaguagu/claude-code-nextjs-skillsSEO, meta tags, sitemap

๐Ÿ“ฑ Mobile & Cross-Platform (2) โ€‹

SkillSourceInstall Keywords
expo-patternscommunityexpo, EAS, mobile deploy
capacitor-patternscommunitycapacitor, ionic, hybrid app

Discovery Protocol:

1. Check THIS index first (59 skills above)
   โ†’ Match found? โ†’ npx skills add {source} --skill {name} -a antigravity
2. No match? โ†’ npx skills find "{keyword}" on skills.sh
3. Still nothing? โ†’ Proceed without skill, note gap in .cm-skills-log.json

Trigger points:
  - cm-start Step 0.5 (before planning)
  - cm-planning Phase A Step 4 (scope analysis)
  - cm-execution Pre-flight (before dispatch)
  - cm-execution RARV (after 2 failed retries)

Layer 2: Skill Summary โ€‹

Loaded when an agent has matched a skill from Layer 1 and needs more context.

To access Layer 2, read the first 20 lines of the corresponding SKILL.md (frontmatter + first section).

Example: cm-tdd Layer 2
  - Full name: "TDD โ€” Test Before Write"
  - When to Use: ALWAYS before implementing any feature or bugfix
  - Process: Red (write failing test) โ†’ Green (minimal code) โ†’ Refactor (clean up)
  - Integration: Works with cm-execution (subagent TDD), cm-quality-gate (coverage check)
  - Token cost: ~4200 tokens for full skill

Layer 3: Full SKILL.md โ€‹

Loaded ONLY when executing. Read the complete SKILL.md file.

bash
# Agent loads full skill only when ready to execute
view_file /path/to/skills/cm-tdd/SKILL.md

Usage Protocol โ€‹

1. AT SESSION START:
   - Load this skill index (Layer 1) โ€” costs ~2500 tokens total
   - Now you know what 60 skills do without reading any of them

2. WHEN MATCHING A TASK:
   - Scan Layer 1 triggers to find matching skill(s)
   - If unsure, read Layer 2 (first 20 lines of SKILL.md)
   - Choose the best skill

3. WHEN EXECUTING:
   - Load Layer 3 (full SKILL.md) for the chosen skill
   - Follow the skill's instructions completely

4. SAVINGS:
    - Without index: 34 ร— 3000 = 102,000 tokens
    - With index: 2800 + 300 + 3000 = 6,100 tokens
    - Saved: ~95,900 tokens (~94%)

Skill Domain Mapping โ€‹

For dynamic agent selection (Phase 3), skills map to domains:

yaml
engineering: [cm-tdd, cm-debugging, cm-quality-gate, cm-test-gate, cm-code-review, cm-codeintell, cm-reactor, cm-clean-code]
operations: [cm-safe-deploy, cm-identity-guard, cm-git-worktrees, cm-terminal, cm-safe-i18n]
security: [cm-secret-shield]
product: [cm-brainstorm-idea, cm-planning, cm-ux-master, cm-ui-preview, cm-dockit, cm-project-bootstrap, cm-jtbd]
growth: [cm-content-factory, cm-ads-tracker, cm-cro-methodology]
orchestration: [cm-execution, cm-continuity, cm-skill-mastery, cm-skill-chain, cm-deep-search, cm-readit, cm-how-it-work]
commands: [cm-start, cm-dashboard, cm-status]
# planned (no SKILL.md yet): mom-test, release-it, medical-research, tailwind-mastery, pandasai-analytics, cm-google-form

The Bottom Line โ€‹

Know everything. Load nothing. Execute precisely. Save 90%+ tokens.

Open Source AI Agent Skills Framework