Skip to content
mcaf-skill-curation logo

MCAF: Skill Curation

mcaf-skill-curation

Create, update, and validate repository skills under your agent’s skills directory (Codex: `.codex/skills/`, Claude: `.claude/skills/`) so they match the real codebase and `AGENTS.md` rules; tune YAML `description` triggers, apply feedback, and generate `<available_skills>` metadata blocks.

SKILL.md

Full skill instructions

MCAF: Skill Curation

Outputs

  • New/​updated skill folders under your agent’s skills directory with valid SKILL.md frontmatter and lean workflows
  • Updated YAML description triggers for correct matching
  • A generated <available_skills> block (metadata only) for your agent runtime
  • A validation report (script output)

Workflow

  1. Read the repo’s sources of truth:
    • AGENTS.md (commands + hard rules)
    • docs/​Architecture/​Overview.md (modules/​boundaries) if present
  2. Inventory skills and identify drift:
    • list all */​SKILL.md under your skills directory (Codex: .codex/​skills/​*/​SKILL.md, Claude Code: .claude/​skills/​*/​SKILL.md)
    • verify folder name == YAML name
    • look for “template cruft” inside skill folders (README/​INSTALL/​CHANGELOG) and remove it
  3. Update skills to match reality (no guessing):
    • ensure each skill references real commands (from AGENTS.md)
    • ensure each skill’s YAML description includes trigger keywords that match how users ask for the task
    • ensure workflows reference real modules/​boundaries (from architecture overview)
  4. Create new skills for repeated/​fragile workflows:
    • keep one workflow per skill (split mega-skills)
    • copy the closest existing skill and adapt (folder/​name, triggers, outputs, workflow)
    • use scripts/ for deterministic or fragile steps
    • use references/ only for copy/​paste templates and structured checklists (avoid “reading lists”)
  5. Validate skills (fix errors before shipping):
    • run the bundled validator from the repo root:
      • python3 <skills-dir>/​mcaf-skill-curation/​scripts/​validate_skills.py <skills-dir>
      • Codex: python3 .codex/​skills/​mcaf-skill-curation/​scripts/​validate_skills.py .codex/​skills
      • Claude: python3 .claude/​skills/​mcaf-skill-curation/​scripts/​validate_skills.py .claude/​skills
  6. Generate a metadata-only skills block for your agent runtime:
    • run the bundled generator from the repo root:
      • python3 <skills-dir>/​mcaf-skill-curation/​scripts/​generate_available_skills.py <skills-dir> --absolute
      • Codex: python3 .codex/​skills/​mcaf-skill-curation/​scripts/​generate_available_skills.py .codex/​skills --absolute
      • Claude: python3 .claude/​skills/​mcaf-skill-curation/​scripts/​generate_available_skills.py .claude/​skills --absolute
    • paste the output into your agent configuration (system/​developer prompt)
  7. When user feedback is about skills:
    • update the relevant <skills-dir>/<skill-name>/​SKILL.md (especially YAML description triggers) so the fix is permanent

Bundled scripts

  • scripts/​validate_skills.py — validates frontmatter + folder/​name rules and flags common spec violations.
  • scripts/​generate_available_skills.py — prints an <available_skills> XML block from your skills directory */​SKILL.md metadata.

Guardrails

  • Don’t turn a skill into a wiki: keep SKILL.md procedural and short.
  • Don’t add extra docs inside skill folders (README.md, INSTALLATION_GUIDE.md, CHANGELOG.md, etc.).
  • Prefer updating triggers (description) over adding more and more body text.
  • YAML is strict: if a value contains : or other YAML-significant characters, wrap it in quotes.

Examples (trigger phrases)

  • "update our skills to match the repo"
  • "this skill triggers wrong, fix the description"
  • "generate available_skills block"
  • "validate skills frontmatter"

More skills from majiayu000

xiaohongshu logo
majiayu000/claude-arsenal

xiaohongshu

xiaohongshu

286 148
View
agent-task-conductor logo
majiayu000/claude-skill-registry

agent-task-conductor

Conduct multi-agent task orchestration and workflow coordination.

663 1
View
conductor-setup logo
majiayu000/claude-skill-registry

conductor-setup

Initialize project with Conductor artifacts (product definition,

663 1
View
animation-designer logo
majiayu000/claude-skill-registry

animation-designer

Expert in web animations, transitions, and motion design using Framer Motion and CSS

663 1
View
diagramming logo
majiayu000/claude-skill-registry

diagramming

Creates Mermaid and ASCII diagrams for flowcharts, architecture, ERDs, state machines, mindmaps, and more. Use when user mentions diagram, flowchart, mermaid, ASCII diagram, text diagram, terminal diagram, visualize, C4, mindmap, architecture diagram, sequence diagram, ERD, or needs visual docume...

663 1
View
h3-pg logo
majiayu000/claude-skill-registry-data

h3-pg

PostgreSQL bindings for H3 hexagonal grid system. Use when working with H3 cells in Postgres, including spatial indexing, geometry/geography integration, and raster analysis.

23 1
View
conductor-development logo
majiayu000/claude-skill-registry

conductor-development

Context-Driven Development skill for projects using Conductor. Use this skill when you detect a `conductor/` directory in the project, when working on tasks defined in a `plan.md` file, or when the user asks about tracks, specs, or plans. Automatically applies TDD workflow, tracks task completion...

663 1
View
conductor-status logo
majiayu000/claude-skill-registry

conductor-status

Display project status, active tracks, and next actions

663 1
View
dockerization logo
majiayu000/claude-skill-registry

dockerization

Official Stakpak application containerization standard operating procedure, a step-by-step guidline to properly dockerize applications. This is a rule book curated by the Stakpak Team.

663 1
View

Popular AI tools

Kaiber logo
Video

Kaiber

Generate, edit, and beat-sync AI video with leading models in one workspace.

Paid
View
Vimcal logo
Productivity

Vimcal

The world's fastest calendar for remote work

Free
View

Transform Your Design with AI Designer by ImgCreator.ai

Freemium
View
Akool AI logo
Content & writing

Akool AI

Revolutionizing Video Production with AI-Powered Creativity

Paid
View

Extend an image past the frame and let AI fill the new aspect ratio.

Freemium
View
StarByFace logo
Security

StarByFace

Discover your celebrity doppelgänger with StarByFace!

Free
View
C

ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.

Freemium
View
Opus Clip logo
Coding & apps

Opus Clip

Opus.ai: Revolutionize Your Web Experience

Free
View