npx claudepluginhub ahundt/autorun --plugin arThis skill is limited to using the following tools:
Build Claude Code skills following Anthropic's official methodology — from planning through
references/best-practices.mdreferences/categories.mdreferences/changelog.mdreferences/claude-skill-builder-guide.mdreferences/discovery.mdreferences/distribution.mdreferences/examples/SKILL-template.mdreferences/patterns.mdreferences/refining-skills.mdreferences/research.mdreferences/sources.mdreferences/testing.mdreferences/troubleshooting.mdscripts/audit-skill.shscripts/scaffold-skill.shGuides creation of effective, portable Claude skills including structure, frontmatter, progressive disclosure, context budgeting, degrees of freedom, and packaging.
Guides creation of new Claude Code skills from scratch, listing existing user/project skills, samples, current directory, and providing metadata templates for descriptions/tags.
Guides developers in creating and updating effective Claude skills with best practices, core principles, resource links, and workflow advice for specialized extensions.
Share bugs, ideas, or general feedback.
Build Claude Code skills following Anthropic's official methodology — from planning through distribution.
PRIMARY SOURCE: "The Complete Guide to Building Skills for Claude" (Anthropic, January 2026)
./claude-skill-builder-guide.pdfTo create a skill from scratch, follow the 4-phase process below.
To improve an existing skill, read references/refining-skills.md.
To validate a skill's structure, run scripts/audit-skill.sh.
Invoke with: /claude-skill-builder or ask about creating, improving, or auditing a skill.
Four-phase methodology from the Anthropic guide:
| Phase | Activity | Time |
|---|---|---|
| 1: Planning & Design | Define use cases, category, success criteria | 15-30 min |
| 2: Implementation | Create folder, write SKILL.md, add resources | 30-60 min |
| 3: Testing | Triggering, functional, performance tests | 20-40 min |
| 4: Distribution | Package, document, publish to GitHub | 10-20 min |
Total: ~75-150 minutes for a complete, tested skill
Phase 1 covers Steps 1–2 below; Phases 2–4 correspond to Steps 3–5.
Research the domain first — before writing instructions, verify current best practices
for the skill's subject. Use WebSearch and WebFetch to check official docs, community
standards, and authoritative examples. Outdated or incorrect guidance in a skill is worse
than no guidance: Claude will follow it confidently.
Retain all sources: every URL consulted must be recorded in the skill with its full link and a note of what it confirmed. Without sources, guidance cannot be verified or updated when the domain changes.
For research strategies, source quality standards, and the required Sources section
format: references/research.md
| Category | INPUT → OUTPUT | Examples |
|---|---|---|
| 1: Document & Asset Creation | Data/specs → document, code, report | API test generator, meeting notes summarizer |
| 2: Workflow Automation | Task params → completed multi-step process | Deploy pipeline, code review workflow |
| 3: MCP Enhancement | MCP tool outputs → smarter orchestration | Smart file search, BigQuery assistant |
For in-depth category guidance: references/categories.md
For interactive discovery questions: references/discovery.md
Design using progressive disclosure — 3 loading levels:
| Level | When loaded | Target length | Content |
|---|---|---|---|
| 1: Metadata | Always (~100 words) | name + description | Trigger conditions |
| 2: SKILL.md body | When skill triggers | under 5,000 words (ideally under 2,000) | Core workflow + pointers |
| 3: references/ files | As needed | Unlimited | Deep detail, schemas, examples |
For progressive disclosure writing tips and success metrics: references/best-practices.md
Critical Rules:
SKILL.md (not README.md)my-skill not My Skill)name, description, and version fields< or >) in any frontmatter fieldmy_skill → my-skill)Frontmatter: required fields:
---
name: your-skill-name # kebab-case only; no spaces, capitals, or underscores
description: What it does. Use when user asks to "specific phrase", "another phrase".
# MUST include: what it does + when to use it (trigger conditions)
# Under 1024 characters. No XML angle brackets.
# Do NOT start with "claude" or "anthropic" (reserved namespaces).
version: 0.1.0 # Required; use semantic versioning
---
Frontmatter: all optional fields:
---
name: your-skill-name
description: What it does and when. Use when user says "trigger phrase 1", "trigger phrase 2".
license: MIT # Optional: open-source license (MIT, Apache-2.0, etc.)
allowed-tools: "Bash(python:*) WebFetch" # Optional: restrict which tools the skill can use
compatibility: Claude Code # Optional: 1-500 chars; environment requirements
metadata: # Optional: custom key-value pairs
author: Your Name
version: 1.0.0 # Version inside metadata (Anthropic's spec); also accepted at top level
mcp-server: your-server # If skill requires a specific MCP server
category: productivity
tags: [automation, workflow]
documentation: https://example.com/docs
---
Positioning language (outcome-focused: "generate tests 87% faster") belongs in README.md or
GitHub landing page — NOT in the description field. See references/best-practices.md.
Folder structure (standalone skills at ~/.claude/skills/):
~/.claude/skills/your-skill-name/
├── SKILL.md # Required — loaded when skill triggers (<5k words)
├── references/ # Docs Claude loads into context as needed
│ ├── detailed-guide.md # schemas, API docs, policies, detailed workflows
│ └── examples/ # working code users copy (subdirectory of references/)
│ └── working-example.sh
├── scripts/ # Executables (run without loading into context)
│ └── validate.sh
└── assets/ # Files used IN skill output (not loaded to context)
└── template.html
| Directory | Load into context? | Use for |
|---|---|---|
references/ | Yes, as needed | Schemas, API docs, policies, workflow guides |
references/examples/ | As needed | Working code users copy and adapt |
scripts/ | No (run directly) | Validators, scaffolders, utilities |
assets/ | No (used in output) | Images, fonts, HTML templates the skill pastes into output |
Note: Plugin skills (in plugin-name/skills/) may place examples/ at the top level — that is
plugin-dev convention. For standalone ~/.claude/skills/ skills, put examples inside references/.
To scaffold a new skill: bash scripts/scaffold-skill.sh my-skill-name
To start from template: copy references/examples/SKILL-template.md
Three testing approaches (run in order):
Debugging trigger issues:
Ask Claude: "When would you use the [skill name] skill?"
Claude will quote its description back at you. Adjust based on what's missing or too vague.
Fixing undertriggering: Add more specific trigger phrases and relevant technical terms.
Fixing overtriggering: Add negative triggers to the description:
description: Processes PDF legal documents for contract review. Use for "review this contract",
"analyze legal document", "extract contract clauses". Do NOT use for general PDF viewing,
image extraction, or non-legal documents (use doc-converter skill instead).
To validate skill structure, naming, and frontmatter:
bash ~/.claude/skills/claude-skill-builder/scripts/audit-skill.sh ~/.claude/skills/YOUR-SKILL
For automated quality review, use the built-in skill-creator skill:
"Use the skill-creator skill to review this skill and suggest improvements"
Also available: the skill-reviewer agent from the plugin-dev plugin checks description quality.
For detailed test case templates and the Testing Triangle methodology: references/testing.md
Three distribution channels (choose one or all):
A. Claude.ai / Claude Code (individual install)
# Clone into Claude Code skills directory:
cd ~/.claude/skills && git clone https://github.com/username/your-skill-name
# Or: download ZIP → upload in Claude.ai Settings > Capabilities > Skills
B. Organization-wide deployment (admins only, shipped Dec 2025) Admins can deploy skills workspace-wide via Claude.ai admin console — automatic updates, centralized management. Users get the skill without any install step.
C. Programmatic / API
Add skills to Messages API requests via container.skills parameter. Use the /v1/skills
endpoint to manage skills. Works with the Claude Agent SDK for building custom agents.
GitHub setup for public distribution:
README.md at the repo root (OUTSIDE the skill folder) with installation instructions
and outcome-focused positioning: "Generate tests 87% faster" (GitHub marketing, not SKILL.md)For full distribution guidance, GitHub templates, and community strategies: references/distribution.md
| Pitfall | ❌ Wrong | ✅ Correct |
|---|---|---|
| File naming | my_skill/README.md | my-skill/SKILL.md |
| Description field | Outcome-focused: "generates tests 87% faster" | Trigger phrases: "create a skill", "improve my skill" |
| README positioning | Trigger phrases in GitHub README | Outcome-focused: "generate tests 87% faster" |
| No progressive disclosure | Monolithic wall of text | 3-level: hook (50-100w) → workflow (200-400w) → detail |
| No testing | Write → publish immediately | Triggering + functional + performance tests |
| Missing success criteria | "Build a skill that helps with APIs" | "Reduce API test writing time by 75%" |
| Feature-focused description | "Uses OpenAPI parser and Jinja2 templates" | Trigger phrases + concise capability summary |
Signs a skill needs refinement:
For the complete 5-step refinement process (audit → prioritize → fix → validate → document),
migration scenarios, before/after examples, and performance tracking:
references/refining-skills.md
references/research.md — Research strategies before writing skill instructions:
how to find authoritative sources, evaluate quality, and translate knowledge into skill contentreferences/best-practices.md — Progressive disclosure writing tips, success metrics
framework, Testing Triangle, common anti-patternsreferences/refining-skills.md — Complete 5-step refinement process with migration
scenarios, before/after examples, and continuous improvement frameworkreferences/sources.md — Anthropic PDF guide URL, MCP docs, community links, full citationsreferences/categories.md — In-depth guide to all 3 skill categories
with characteristics, examples, and best practices for eachreferences/discovery.md — Interactive 20-question guided Q&A for discovering skill
requirements, design choices, and implementation planreferences/testing.md — Detailed test case templates for triggering, functional, and
performance testing with concrete examplesreferences/distribution.md — GitHub setup guide, installation instructions template,
positioning language, community sharing strategiesreferences/patterns.md — 5 advanced patterns (sequential orchestration,
multi-MCP coordination, iterative refinement, context-aware selection, domain intelligence)references/troubleshooting.md — Fix guide: skill doesn't trigger, triggers too often,
instructions not followed, context overloadreferences/changelog.md — Version history and improvement notesnotes/2026_03_reliable_skill_usage_and_design.md — Community research on skill activation rates (250 sandboxed evals): keyword matching vs semantic, naming conventions, forced-eval hooks, description template patternsscripts/audit-skill.sh — Skill structure smoke test with scored output (0-100%)
bash ~/.claude/skills/claude-skill-builder/scripts/audit-skill.sh ~/.claude/skills/YOUR-SKILL
scripts/scaffold-skill.sh — Create a new skill directory with correct structure
bash ~/.claude/skills/claude-skill-builder/scripts/scaffold-skill.sh my-skill-name
v1.1.0 - 2026-03-05
v1.0.0 - Initial release based on Anthropic's Complete Guide