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Open Skills Review (Find Skill You Can Trust)

License: MIT Databases Agent Skills Works with LinkedIn

OpenSkillsReview Header

Skills Verified Skills To Be Verified

Create Your Own Skill: Anthropic Skills & OpenAI Skills

Usage

Install skills from this repository with npx skills add:

# list all skills in a repo
npx skills add https://github.com/lux563624348/OpenSkillsReview --list

# list skills only inside a subfolder
npx skills add https://github.com/lux563624348/OpenSkillsReview/tree/main/skills/Skill-Finance --list

# install a specific skill from that folder
npx skills add https://github.com/lux563624348/OpenSkillsReview/tree/main/skills/Skill-Finance --skill ai-trade-ecometrics

Set up cc-connect with the setup script:

scripts/setup-cc-connect.sh "<TELEGRAM_BOT_TOKEN>" "<TELEGRAM_USER_ID>"

Restart an existing cc-connect daemon without rewriting the config:

scripts/setup-cc-connect.sh --restart-only

Local Sync

If you maintain local upstream checkouts under Skills_Hub/, you can mirror them into this repo with:

bash scripts/skills_sync.sh

The sync script:

  • pulls each configured local repo if it exists and is clean
  • mirrors the repo contents into the matching skills/... directory here
  • skips any source repo that is missing or has local changes
  • currently expects these local source paths:
    • Skills_Hub/Skill-Science/claude-scientific-skills
    • Skills_Hub/Skill-Science/ClawBio
    • Skills_Hub/Skill-Science/OpenClaw-Medical-Skills
    • Skills_Hub/Skill-Finance/Awesome-finance-skills
    • Skills_Hub/Skill-Finance/OpenFinTech
    • Skills_Hub/Skill-Finance/binance-skills-hub

Review Table for Skills-Source

Rank Name & URL Approx. # Skills Review Stars Access Methods
🥇 skills.sh 91,058+ ⭐⭐⭐⭐☆ Web, CLI
🥈 clawhub.ai/skills 56,443+ ⭐⭐⭐☆☆ Web
🥉 Agent Skills Directory 36,109+ ⭐⭐⭐☆☆ Web
...
10 K-Dense-AI/scientific-skills 133+ ⭐⭐⭐⭐☆ GitHub
Show more skills source
Rank Name & URL Approx. # Skills Review Stars Skill Discovery Access
4 SkillsMP 508,758+ ⭐⭐⭐☆☆ Web
6 agentskill.sh 107,000+ ⭐⭐⭐☆☆ Web, CLI
7 AgentSkills 24,000+ ⭐⭐⭐☆☆ Web
8 LobeHub 275,916+ ⭐⭐⭐☆☆ Web
9 prompts.chat 35+ ⭐⭐⭐☆☆ Web
11 MCP Market 26+ ⭐⭐☆☆☆ 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 150+ ⭐☆☆☆☆ 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 Free OpenSkillsReview

Skill for Skill-Search

Skill Platform Source Verified(❓)
find-skills skills.sh Free github.com/vercel-labs
skill-finder clawhub Free clawhub.ai/ivangdavila
github-search-1.0.0 all Free OpenSkillsReview
Show more
Skill Platform Source Verified(❓)
skills-search skills.sh Free clawhub/Skills.sh Search
skill-lookup prompts.chat Free github.com/f/prompts.chat

Skill for Skill-Safe

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

Skill for Information

Skill Platform Source Verified(❓)
claude-jobs OpenSkillsReview Free jshchnz/claude-jobs
polymarket-market-data OpenSkillsReview Free github.com/OpenSkillsReview
6551-daily-news OpenSkillsReview Free 6551

Skill for Image

Skill Platform Source Verified(❓)
ai-image-generation OpenSkillsReview Free OpenSkillsReview

Skill for Science

Skill Platform Source Verified(❓)
scientific-skills claude Free github.com/K-Dense-AI
academic-research all Free Imbad0202
aitmpl-research-grants AI Templates Free aitmpl.com ❓ Some inconsistancy
ClawBio openclaw Free ClawBio
terminal-bench-science OpenSkillsReview Free OpenSkillsReview
Show more
Skill Platform Source Verified(❓)
OpenClaw-Medical-Skills all Free OpenClaw-Medical-Skills

Skill for Dev

Skill Platform Source Verified(❓)
Skill-Dev OpenSkillsReview Free addyosmani/agent-skills
minimax-ai-skills Claude Code, Cursor, Windsurf, OpenCode Free MiniMax-AI/skills

Intro article: https://mp.weixin.qq.com/s/i8Mm147XfD0DR41K_nQCnw

Skill for Finance

Skill Platform Source Verified(❓)
wrds-data-collection all Free OpenFinTech
binance-skills-hub all Free github.com/binance
mxClaw-skills mxClaw Free mxClaw
awesome-finance-skills all Free github.com/RKiding

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 uv 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.

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