This file is byte-identical to the first copy the registry indexed, one of 29 indexed copies. Same content hash, so the same checks give both the same grade.
skill-creator from syahiidkamil/software-engineer-ai-agent-atlas is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
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:20260428.61a7bdb, 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_h67ox5wpa7zmp2w7
GET https://markdownregistry.com/api/v1/resolve?ref=syahiidkamil/software-engineer-ai-agent-atlas/skill-creator
GET https://markdownregistry.com/api/v1/blob/dcd4803e61e913e6fc27294184cd3a71f09f5e924ff20c8a9a20173e7b3c2bcf
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.
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/adversarial-review/SKILL.md · Adversarially review something just built — presume it is broken and find where. Use after implementing a feature…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/deploy/SKILL.md · Take a project from working locally to running in production, provider-agnostic — write the DEPLOY.md runbook, gate a…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/find-skills/SKILL.md · Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/free-will/SKILL.md · Deliberate-choice procedure for a medium-to-high-stakes engineering fork — when the first plausible solution (the…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/frontend-design/SKILL.md · Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/human-writing/SKILL.md · Write content in any language indistinguishable from a skilled human writer. Avoids AI-sounding phrases, varies…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/learning-from-mistakes/SKILL.md · Record a hard-won engineering lesson after a bug or mistake is resolved. Use when a bug resisted ATLAS until Boss's…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/playwright-cli/SKILL.md · Automate browser interactions, test web pages and work with Playwright tests.
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/supabase-postgres-best-practices/SKILL.md · Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or…
syahiidkamil/software-engineer-ai-agent-atlas · .claude/skills/super-product-owner/SKILL.md · Decide what is worth building and what "great" means for it — interview the user one question at a time, write a…
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…
cherryhq/cherry-studio · resources/skills/skill-creator/SKILL.md · Create, edit, evaluate, and optimize skills, including benchmarking and description tuning for better triggering.
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…
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…