Open Skills Review (Find Skill You Can Trust)

Create Your Own Skill: Anthropic Skills & OpenAI Skills

Review Table for Skills-Source

Rank	Name & URL	Approx. # Skills	Review Stars	Access Methods
🥇	skills.sh	89,200+	⭐⭐⭐⭐☆	Web, CLI
🥈	clawhub.ai/skills	28,304+	⭐⭐⭐☆☆	Web
🥉	Agent Skills Directory	1,036,455+	⭐⭐⭐☆☆	Web
...
10	K-Dense-AI/scientific-skills	170+	⭐⭐⭐⭐☆	GitHub

Show more skills source

Rank	Name & URL	Approx. # Skills	Review Stars	Skill Discovery Access
4	SkillsMP	530,778+	⭐⭐⭐☆☆	Web
6	agentskill.sh	106,000+	⭐⭐⭐☆☆	Web, CLI
7	AgentSkills	24,000+	⭐⭐⭐☆☆	Web
8	LobeHub	223,626+	⭐⭐⭐☆☆	Web
9	prompts.chat	35+	⭐⭐⭐☆☆	Web
11	MCP Market	62,236+	⭐⭐☆☆☆	Web
12	agent-skills.cc	63,000+	⭐⭐☆☆☆	Web
13	AwesomeSkill.ai	50,000+	⭐⭐☆☆☆	Web
14	awesomeskills.dev	2,287+	⭐⭐☆☆☆	Web
15	AgentSkillsHub	460+	⭐☆☆☆☆	Web
16	Awesome Claude Skills	125+	⭐☆☆☆☆	Web
17	Skill Registry	61+	⭐☆☆☆☆	Web

Human-verified skills

We also provide a collection of human-verified skills. Path: skills/<function-department>/

Skill for Skill-Creation

Skill	Platform	Source	Verified(❓)
skill-creator-claude	Claude Code	OpenSkillsReview	✅

skills/Skill-Creator/skill-creator-claude is a good practice reference for skill creation and works best when combined with Claude Code.

Skill for Skill-Search

Skill	Platform	Source	Verified(❓)
find-skills	skills.sh	github.com/vercel-labs	✅
skill-finder	clawhub	clawhub.ai/ivangdavila	❓
github-search-1.0.0	all	OpenSkillsReview	✅

Show more

Skill	Platform	Source	Verified(❓)
skills-search	skills.sh	clawhub/Skills.sh Search	❓
skill-lookup	prompts.chat	github.com/f/prompts.chat	❓

Skill for Skill-Safe

Skill	Platform	Source	Verified
skill-scanner	openclaw, MCP	github.com/bvinci1-design/skill-scanner	✅
skill-review	openclaw, MCP	OpenSkillReview	✅

Skill for Information

Skill	Platform	Source	Verified(❓)
polymarket-market-data	OpenSkillsReview	github.com/OpenSkillsReview	✅

Skill for Science

Skill	Platform	Source	Verified(❓)
scientific-skills	claude	github.com/K-Dense-AI/claude-scientific-skills	✅
academic-research	all	Imbad0202	✅
ClawBio	openclaw	ClawBio	❓

Show more

Skill	Platform	Source	Verified(❓)
OpenClaw-Medical-Skills	all	OpenClaw-Medical-Skills	❓

Skill for Finance

Skill	Platform	Source	Verified(❓)
binance-skills-hub	all	github.com/binance/binance-skills-hub	✅
awesome-finance-skills	all	github.com/RKiding/Awesome-finance-skills	❓
open-fintech	all	github.com/ly229/OpenFinTech	❓

Goals

• Review widely used Skills in the AI agent ecosystem, evaluating clarity, security, and reproducibility.
• Provide runnable, testable Skill implementations along with precise requirements so agents can execute them confidently.
• Maintain transparent, up-to-date documentation that makes it easy for contributors to submit new Skills or improvements.
• Equip agents with the information they need to choose the right Skill for the situation, avoiding brittle or unverified shortcuts.

How It Works

1. Identify a popular Skill (via telemetry, community request, or noted absence in the catalogue).
2. Assess the existing implementation for testability, documentation, and reliability.
3. Publish a verified version of the Skill, complete with automated checks, sandbox instructions, and usage notes.
4. Keep the catalogue fresh by reviewing pull requests, monitoring regressions, and signaling when a Skill needs re-validation.

Contribution

• Fork this repo, add or improve Skill reviews under skills/, and open a PR with your rationale plus reproducible tests.
• Update the verification artifacts (tests, data files, fixtures) so future agents can re-run validation quickly.
• When reviewing an existing Skill, document both strengths and potential failure modes so the agent community can make informed choices.

Reliability Practices

• Every Skill entry must include a reproducible test suite or invocation script.
• Clearly document required inputs, assumptions, and any external dependencies.
• Track known limitations and alert maintainers when upstream changes impact behavior.

Marketplace data refresh

• To keep the research report counts current, run python scripts/refresh_marketplace_counts.py from the repo root; it scrapes each marketplace home page for the latest counters and writes the results to data/marketplace_counts.json. Review the extracted entries, verify the matches, and copy any confirmed updates back into the report along with the new timestamp.

Star History