| name | agent-skills-creator |
| description | Guides creation and improvement of best-practice agent skills following the open format specification. Covers frontmatter, directory structure, progressive disclosure, reference files, rules folders, degrees of freedom, content patterns, executable scripts, MCP tool references, evaluations, cross-model testing, and a ten-dimension audit protocol for existing skills. Use when creating a new skill, authoring SKILL.md, setting up a rules-based audit skill, structuring a skill bundle, writing scripts inside a skill, evaluating a skill, improving or rewriting an existing skill, or asking "how to write a skill", "improve this skill", "audit my skill", or "review this SKILL.md". |
Agent Skills Creator
Create and improve skills that follow the Agent Skills open format. Covers the full lifecycle from pattern selection through validation and README update.
- IS: creating new agent skills and auditing or rewriting existing ones: SKILL.md, references, rules folders, scripts, evaluations.
- IS NOT: AGENTS.md/CLAUDE.md instruction files (use
agents-md) or general documentation quality (use docs-writing).
Choose a Mode
- Creating a new skill → follow the Creation Workflow below.
- Auditing, improving, or rewriting an existing skill → load
references/improving-existing-skills.md. It scores ten audit dimensions, runs an ordered rewrite procedure, then reuses Steps 5-8 below for validation and shipping.
Reference Files
| File | Read When |
|---|
references/format-specification.md | Default: frontmatter constraints, directory structure, naming rules, advanced features |
references/skill-categories.md | Choosing what type of skill to build (Step 1) |
references/skill-patterns.md | Choosing a structural pattern or need a template for a specific skill type |
references/authoring-tips.md | Writing high-signal content, degrees of freedom, content patterns, setup, storage, hooks |
references/executable-code.md | Skill includes scripts, depends on packages, or invokes MCP tools |
references/rules-folder-structure.md | Building a rules-based audit/lint skill with categorized rule files |
references/improving-existing-skills.md | Auditing, scoring, or rewriting an existing skill |
references/evaluation-and-iteration.md | Designing evaluations, testing across models, iterating on a shipped skill |
references/quality-checklist.md | Final validation before shipping |
Choose a Skill Category
Determine what type of problem the skill solves. Category informs pattern choice.
| Category | What it solves | Common pattern |
|---|
| Library & API Reference | How to use a library/CLI/SDK correctly | Simple/hub |
| Product Verification | Test/verify with tools (Playwright, tmux) | Workflow |
| Data Fetching & Analysis | Connect to data/monitoring stacks | Workflow, Mixed |
| Business Process Automation | Automate repetitive team workflows | Workflow |
| Code Scaffolding & Templates | Generate boilerplate and project structure | Workflow |
| Code Quality & Review | Enforce code quality standards | Rules-based, Workflow |
| CI/CD & Deployment | Fetch, push, deploy code | Workflow |
| Runbooks | Symptom to investigation to structured report | Workflow, Mixed |
| Infrastructure Operations | Maintenance with guardrails | Workflow |
Load references/skill-categories.md for detailed guidance per category including authoring tips and examples.
Choose a Skill Pattern
| Pattern | When to use | Example | Key files |
|---|
| Simple/hub | Dispatch to 2-5 focused files by track | ui-design | SKILL.md + track files |
| Workflow | Multi-step process with progressive loading | agents-md, pr-reviewer | SKILL.md + references/ |
| Rules-based | Audit/lint with categorized rules | typography-audit, docs-writing | SKILL.md + rules/ |
| Mixed | Workflow with conditional references | multi-tenant-architecture | SKILL.md + references/ |
Decision guide:
- Auditing or linting against a checklist: rules-based
- Guiding a multi-step process: workflow
- Dispatching to different tracks by context: simple/hub
- Unsure: start with workflow (most flexible)
Load references/skill-patterns.md for structural templates and skeletons of each pattern.
Creation Workflow
Copy this checklist to track progress:
Skill creation progress:
- [ ] Step 1: Choose skill category and pattern
- [ ] Step 2: Create directory and frontmatter
- [ ] Step 3: Write SKILL.md body
- [ ] Step 4: Add reference or rule files
- [ ] Step 5: Validate with quality checklist
- [ ] Step 6: Update README.md
- [ ] Step 7: Smoke-test installation
- [ ] Step 8: Evaluate and iterate
Step 1: Choose skill category and pattern
First determine the category (what problem the skill solves), then pick the structural pattern. Load references/skill-categories.md for category guidance and references/skill-patterns.md for structural templates.
Step 2: Create directory and frontmatter
Load references/format-specification.md for hard constraints.
- Create
skills/<name>/SKILL.md
- Folder name must match
name field (kebab-case)
name: max 64 chars, lowercase letters/numbers/hyphens, no "anthropic" or "claude"
description: max 1024 chars, third-person voice, include "Use when..." triggers with specific keywords
Step 3: Write SKILL.md body
- Keep under 500 lines; split into reference files if longer
- Open the body with an IS/IS-NOT boundary pair when adjacent skills exist or scope creep is likely (see "Open with Boundaries" in
references/authoring-tips.md)
- Only add context Claude does not already have (see "Don't State the Obvious" in
references/authoring-tips.md)
- Use consistent terminology throughout
- Match degrees of freedom to task fragility: prose for open-ended work, specific scripts for fragile or destructive operations (see "Degrees of Freedom" in
references/authoring-tips.md)
- Reach for named content patterns when they fit: template for fixed output, examples for format-sensitive output, conditional for decision points
- Include a copyable progress checklist for multi-step workflows
- Include validation/feedback loops for quality-critical tasks
- Build a Gotchas section from observed failure points; this is the highest-signal content
- Load
references/authoring-tips.md for content strategy guidance on voice, degrees of freedom, content patterns, descriptions, and more
Step 4: Add reference or rule files
Workflow/mixed pattern: add references/ folder with focused files. Link each from SKILL.md with "Read when..." guidance in a table.
Rules-based pattern: add rules/ folder. Load references/rules-folder-structure.md for the _sections.md, _template.md, file-naming, and priority-table layout.
Simple/hub pattern: add track files alongside SKILL.md. Link from a tracks table.
Key constraints:
- References must be one level deep from SKILL.md (no chains)
- Files over 100 lines need a table of contents at the top
- Files are only loaded when explicitly listed in SKILL.md
- Long reference files (up to ~450 lines) are fine when TOC'd and single-topic; split by loading condition, not by line count alone
- For broad domains, prefer a comprehensive-reference folder of many small focused files over a few monoliths (see "Comprehensive Reference Folders" in
references/authoring-tips.md)
agents/ is a sanctioned optional folder for subagent prompt definitions the skill dispatches to
Advanced options:
- Include executable scripts in
scripts/ for Claude to compose; load references/executable-code.md for error handling, constants, plan-validate-execute, runtime environment, package deps, and MCP tool naming
- Add
config.json for skills needing user-specific setup context across sessions
- Define on-demand hooks (PreToolUse/PostToolUse) for safety gates or observation
Step 5: Validate
Load references/quality-checklist.md and run all applicable checks.
Step 6: Update README.md
Add a bullet under the matching category heading and bump the skill count near the top of the README:
- **[<skill-name>](./skills/<skill-name>/SKILL.md)**: <one-line description>
Categories used in this repo: Architecture, Design, Writing, Quality, Shipping, Authoring.
Step 7: Smoke-test
Install via the skills CLI, never cp -R into ~/.claude/skills/, which bypasses the ~/.agents/skills symlink chain:
npx skills add mblode/agent-skills -g --skill <name> -y
ls ~/.claude/skills/<name>/
Deploy chain: skills add writes to ~/.agents/skills/<name>/, which is symlinked into ~/.claude/skills/<name>/ for Claude Code to pick up.
For local iteration without reinstalling, symlink the repo folder directly and unlink when done:
ln -s /path/to/agent-skills/skills/<name> ~/.claude/skills/<name>
Step 8: Evaluate and iterate
Load references/evaluation-and-iteration.md. Define 3+ evaluation scenarios, test on each target model, and iterate based on observed Claude behavior, not assumptions about what Claude should need.
Anti-patterns
- Dumping full specification into SKILL.md body (use reference files)
- Creating reference-to-reference chains (keep one level deep)
- Including time-sensitive content ("before August 2025, use...")
- Restating what Claude already knows (how to write Markdown, general coding advice, standard conventions)
- Using "I audit..." or "Use this to..." voice in descriptions (use third-person)
- Adding README.md, CHANGELOG.md, or INSTALLATION_GUIDE.md to the skill folder
- Dropping files in folders without linking them from SKILL.md
- Installing with
cp -R into ~/.claude/skills/, which bypasses the ~/.agents/skills symlink chain; use npx skills add
- Leaving supporting files at the skill root when the skill is not a simple/hub pattern (move them to
references/)
- Over-constraining Claude's approach when specifying outcomes would suffice (railroading)
- Writing the description as a human summary instead of a model trigger with "Use when..." phrases and quoted user phrases
- Skipping a Gotchas section for skills with known failure modes
- Hardcoding absolute paths for persistent data instead of using
${CLAUDE_PLUGIN_DATA}
- Storing persistent data in the skill directory itself (gets deleted on upgrade)
- Referencing MCP tools without the server prefix (
bigquery_schema instead of BigQuery:bigquery_schema)
- Magic numbers in scripts with no justifying comment (voodoo constants)
- Shipping a skill without testing it on every target model; what reads well to Opus may underspecify for Haiku
Related Skills
agents-md for auditing AGENTS.md/CLAUDE.md instruction files
docs-writing for documentation quality rules