Agent skill · Anthropic

Skill Creator skill for Claude Code, Codex and Cursor

Helps write new skills, refine existing ones and test how well they trigger and perform.

Officialname: skill-creator★ 184k (repo)pushed 2026-10-09Apache-2.0SKILL.md on GitHubchecked 2026-11-07

What it does, in the publisher's words

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

The description field of the SKILL.md. The agent reads only this at startup and decides from it when to load the full skill.

Install Skill Creator

The skills CLI copies the skill into the folder of each agent you pick (Claude Code, Codex, Cursor, Copilot, Gemini CLI, OpenCode, Windsurf...). Add -g for all projects. Needs Node.js 22.20+. docs

npx skills add anthropics/skills --skill skill-creator

Works with

Claude Code, Claude.ai and Claude Desktop, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf and other agents that read the open Agent Skills format.

  • Bundles 10 Python scripts the agent can run, so it needs Python on the machine. In the Claude apps, code execution must be on.

What's in the SKILL.md

29 sections
  • Communicating with the user
  • Creating a skill
  • Capture Intent
  • Interview and Research
  • Write the SKILL.md
  • Skill Writing Guide
  • Writing Style
  • Test Cases
  • Running and evaluating test cases
  • Step 1: Spawn all runs (with-skill AND baseline) in the same turn
  • Step 2: While runs are in progress, draft assertions
  • Step 3: As runs complete, capture timing data
  • Step 4: Grade, aggregate, and launch the viewer
  • What the user sees in the viewer
  • Step 5: Read the feedback
  • Improving the skill
  • How to think about improvements
  • The iteration loop
  • Advanced: Blind comparison
  • Description Optimization
  • Step 1: Generate trigger eval queries
  • Step 2: Review with user
  • Step 3: Run the optimization loop
  • How skill triggering works
  • + 5 more

Bundled files

17
  • LICENSE.txt
  • agents/analyzer.md
  • agents/comparator.md
  • agents/grader.md
  • assets/eval_review.html
  • eval-viewer/generate_review.py
  • eval-viewer/viewer.html
  • references/schemas.md
  • scripts/__init__.py
  • scripts/aggregate_benchmark.py
  • scripts/generate_report.py
  • scripts/improve_description.py
  • scripts/package_skill.py
  • scripts/quick_validate.py
  • scripts/run_eval.py
  • scripts/run_loop.py
  • scripts/utils.py

Loaded only when the instructions point to them.

Facts

Skill name
skill-creator
Publisher
Anthropic (official)
Repo
anthropics/skills
License
Apache-2.0
SKILL.md size
4,848 words, 481 lines
Bundled files
17, 10 scripts (Python), 4 docs
Repo stars
184k (as of 2026-10-24)
SKILL.md checked
2026-11-07

More skills from anthropics/skills

  • Canvas Design: Produces posters and static artwork as PNG or PDF files, guided by a written design philosophy.
  • Claude API: Reference for building on the Claude API and Anthropic SDKs: models, tool use, streaming, caching, pricing.
  • Doc Co-authoring: Walks you through drafting specs, proposals and design docs step by step with Claude.
  • Word Documents (DOCX): Creates, reads and edits Word .docx files, including templates, tracked changes and formatting.
  • Frontend Design: Steers UI work toward deliberate visual direction and typography instead of generic template looks.
  • MCP Server Builder: Guide for designing and building Model Context Protocol servers that wrap external APIs as tools.
  • PDF: Extracts text and tables, merges, splits, fills forms and creates PDF files.
  • PowerPoint (PPTX): Builds, reads and edits PowerPoint decks and templates, including layouts and speaker notes.
  • Slack GIF Creator: Makes small animated GIFs sized and validated for Slack's emoji and message limits.
  • Web Artifacts Builder: Builds multi-component HTML artifacts with React, Tailwind and shadcn/ui, bundled into one file.
  • Web App Testing: Uses Playwright to drive a local web app, check behavior, read console logs and take screenshots.
  • Excel Spreadsheets (XLSX): Opens, cleans, edits and creates spreadsheets (.xlsx, .csv), including formulas and charts.

Related workflow & planning skills

FAQ

What does the skill-creator skill do?+

Helps write new skills, refine existing ones and test how well they trigger and perform. In its own SKILL.md, Anthropic describes it as: "Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better..."

How do I install the skill-creator skill?+

Run npx skills add anthropics/skills --skill skill-creator and pick your agents, or use the tab for your agent above. In Claude Code the skill ends up in ~/.claude/skills/skill-creator/SKILL.md; in Codex and Cursor in .agents/skills/skill-creator/.

Does Skill Creator work in Codex, Cursor and Copilot, or only Claude?+

It's a standard SKILL.md, so any agent that reads the Agent Skills format can use it: Claude Code, the Claude apps, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf and more.

Who maintains Skill Creator?+

Anthropic, the company or project behind it, in the anthropics/skills repo on GitHub, last pushed 2026-10-09. License: Apache-2.0.

Read a skill's SKILL.md and scripts before you install it: skills aren't verified by any agent vendor. Claude skills marketplace · How to install skills · MCP servers