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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Skill Creator
A skill for creating new skills and iteratively improving them.
At a high level, the process of creating a skill goes like this:
- Decide what you want the skill to do and roughly how it should do it
- Write a draft of the skill
- Create a few test prompts and run claude-with-access-to-the-skill on them
- Help the user evaluate the results both qualitatively and quantitatively
- While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you can either use as is or modify if you feel something needs to change about them). Then explain them to the user (or if they already existed, explain the ones that already exist)
- Use the `eval-viewer/generate_review.py` script to show the user the results for them to look at, and also let them look at the quantitative metrics
- Rewrite the skill based on feedback from the user's evaluation of the results (and also if there are any glaring flaws that become apparent from the quantitative benchmarks)
- Repeat until you're satisfied
- Expand the test set and try again at larger scale
…
The line at the top of this page pins the label git:20260921.64add91, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_zl4f66mc5qzs7s2o
GET https://markdownregistry.com/api/v1/resolve?ref=chancegraff/rules-for-claude/skill-creator
GET https://markdownregistry.com/api/v1/blob/42765c880e446a83c85f7852fc77b43ecd46c76ca219d68051799ac7425e6943
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
chancegraff/rules-for-claude · skills/.trash/1791476949858-90017-8U3l3E/chrome-browser/SKILL.md · Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named…
chancegraff/rules-for-claude · skills/.trash/1791476949858-90017-e5Fpv6/deep-research/SKILL.md · Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or…
chancegraff/rules-for-claude · skills/.trash/1791476949858-90017-lm8aJU/computer-use/SKILL.md · Read this skill before the first step of any request to do something in an app on the person's own computer (Notes…
chancegraff/rules-for-claude · skills/.trash/1791476949858-90017-m7b5bh/built-in-browser/SKILL.md · Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app…
chancegraff/rules-for-claude · skills/jira-ticket-workflow/SKILL.md · End-to-end Jira ticket workflow that manages a cross-functional team of agents to plan, implement, review, and ship…
chancegraff/rules-for-claude · skills/pr-review-response/SKILL.md · End-to-end workflow for responding to PR review feedback. Reads all review comments and requested changes on the…
chancegraff/rules-for-claude · skills/pr-review/SKILL.md · How to answer review feedback on a pull request. Load when a bot or human reviewer leaves findings, when the base…
chancegraff/rules-for-claude · skills/synced/b274f0e7-ba7f-4b80-9128-3c20a62a5a94_fb1313aa-c023-436b-bd7f-af7178660a2a/attentive-brand-artifacts/SKILL.md · Use when creating or editing Attentive-branded artifacts, React components, HTML pages, Sandpack themes, decks, docs…
chancegraff/rules-for-claude · skills/synced/b274f0e7-ba7f-4b80-9128-3c20a62a5a94_fb1313aa-c023-436b-bd7f-af7178660a2a/attentive-pixel-perfect-slides/SKILL.md · Use when creating, converting, editing, or QAing Attentive PowerPoint decks with the canonical 2026 template, including…
chancegraff/rules-for-claude · skills/synced/b274f0e7-ba7f-4b80-9128-3c20a62a5a94_fb1313aa-c023-436b-bd7f-af7178660a2a/docx/SKILL.md · Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates…
anthropics/skills · skills/skill-creator/SKILL.md · Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a…
bytedance/deer-flow · skills/public/skill-creator/SKILL.md · Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a…
hkuds/deeptutor · deeptutor/skills/builtin/skill-creator/SKILL.md · Design and author DeepTutor skills (SKILL.md packages). Use when the user wants to create a new skill, improve an…
cherryhq/cherry-studio · resources/skills/skill-creator/SKILL.md · Create, edit, evaluate, and optimize skills, including benchmarking and description tuning for better triggering.
anthropics/claude-plugins-official · plugins/skill-creator/skills/skill-creator/SKILL.md · Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a…
volcengine/openviking · bot/workspace/skills/skill-creator/SKILL.md · Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
garrytan/gbrain · plugin/skills/skill-creator/SKILL.md · Create new skills following the GBrain conformance standard. Generates SKILL.md
with frontmatter, Contract, Phases…
garrytan/gbrain · skills/skill-creator/SKILL.md · Create new skills following the GBrain conformance standard. Generates SKILL.md
with frontmatter, Contract, Phases…