🦞 ClawSkills
Every agent skill on GitHub — in one install.
Comprehensive · Offline · One-command · Cross-platform
We crawled 842 GitHub repos, ClawHub, OpenClaw, and 10 awesome lists — extracted every SKILL.md and SOUL.md — and packaged them into one searchable index. Install once, access all of them.
125K skills total:
- 11,389 agent skills — from 842 repos across
.claude/,.cursor/,.agents/,.openclaw/,.codex/ - 90K research skills — from arXiv, PMC, PLOS, Nature, eLife
- 24K tech skills — from GitHub, StackOverflow, web sources
Quick Start
pip install clawskills-rai
clawskills bundle-install --domain claw # one-time: download skill index
clawskills install docker-essentials # search + install → .claude/skills/
Works with Claude Code, Cursor, OpenClaw, Codex, and any --target path.
Search Skills
Find skills across the full 125K index:
clawskills skill-search "kubernetes" --top 5
clawskills skill-search "CRISPR" --domain research --top 3
Browse & Install
Preview matches before installing:
clawskills install "react" --list # browse matches
clawskills install "react" --pick 2 # install 2nd result
clawskills install coding-agent # install best match directly
Real-World Example
Here's what a real installed skill looks like — docker-essentials from Pr-E/openclaw-master-skills:
# Docker Essentials
Essential Docker commands for container and image management.
## Container Lifecycle
docker run -d --name web -p 8080:80 nginx # run in background
docker exec -it web bash # attach to running container
docker stop web && docker rm web # stop and remove
## Images
docker build -t myapp:latest . # build from Dockerfile
docker images --filter dangling=true # list unused images
docker system prune -af # clean up everything
This file was installed to .claude/skills/docker-essentials/SKILL.md — Claude Code picks it up automatically.
Full Workflow: Setting Up a New Project
Browse, pick, and install multiple skills in under a minute:
- Browse —
clawskills install "docker" --listto see what's available - Install —
clawskills install docker-essentialswrites to.claude/skills/ - Add more —
clawskills install react-expertfor React patterns - Done — your agent picks up the new skills on next run
What's Inside
11,389 agent skills from 842 repos, 93% domain-classified. Updated 2026-04-04.
| Domain | Skills | Examples |
|---|---|---|
| AI & Agents | 4,265 | coding agents, prompt engineering, RAG, MCP servers |
| Web & Apps | 3,877 | React, Vue, REST APIs, Notion, Discord |
| DevTools | 731 | Docker, CI/CD, GitHub Actions, testing |
| Data | 548 | SQL, scraping, API integrations |
| Security | 300 | auth, auditing, triage |
| Linux | 261 | CLI tools, cron, SSH |
| Cloud | 166 | AWS, Azure, Vercel, Terraform |
| Programming | 164 | Python, Go, architecture patterns |
Also available: 90K research + 24K tech skills
clawskills bundle-install --auto # auto-detect project type
clawskills skill-search "CRISPR gene editing" --domain research --top 5
Research: arXiv (3.5K), PLOS journals (62K across 7 sub-journals), eLife (941), other academic (24K). Tech: Linux (7.5K), web (6K), programming (4K), devtools (2.2K), security (1.2K), and more.
Where do the skills come from?
Agent skills (11,389 after dedup)
| Source | Skills | How |
|---|---|---|
| ClawHub | 4,293 | Search API + registry page extraction |
| Awesome lists | 5,028 | 10 curated community lists |
| GitHub code search | 1,135 | 19 queries across 6 agent platforms |
| Repo mining (842 repos) | 933 | SKILL.md / SOUL.md from tracked repos |
Research skills (90,084) — PLOS, arXiv, eLife, PMC, Springer, CrossRef
Tech skills (24,515) — GitHub repos, StackOverflow, Tavily/Baidu/Zhihu/XHS
Top contributing repos
| Repo | Files | Type |
|---|---|---|
clawdbot/skills |
7,546 | agent-templates |
openclaw/skills |
7,546 | archive |
TravisLeeeeee/awesome-openclaw-personas |
404 | agent-templates |
Pr-E/openclaw-master-skills |
363 | agent-templates |
secondsky/claude-skills |
208 | skill-collection |
Build the index yourself
export GITHUB_TOKEN=<YOUR_GITHUB_TOKEN>
clawskills claw-full-build --max-skills 50000 --max-repos 1000
4-tier pipeline (~40 min): ClawHub API → repo discovery → mine files → deduplicate.
Generate new skills with LLM
cp .env.example .env # set OPENAI_API_KEY + OPENAI_BASE_URL
clawskills capture "React Server Components@20"
Installation
pip install clawskills-rai
No API key needed for searching and installing.
From source / environment variables
git clone https://github.com/LabRAI/ClawSkills.git && cd ClawSkills
pip install -e ".[dev]"
| Variable | Needed for |
|---|---|
GITHUB_TOKEN |
claw-full-build (higher API rate limits) |
OPENAI_API_KEY |
capture (LLM skill generation) |
HF_ENDPOINT |
bundle-install in China (https://hf-mirror.com) |
FAQ
Do I need API keys? — No. Install and search work fully offline.
Does it work offline? — Yes. Everything is local SQLite after bundle-install.
install vs skill-search? — install writes SKILL.md into your agent directory. skill-search just searches.
CLI reference
| Command | What It Does |
|---|---|
install "<query>" |
Search + install a skill |
install "<query>" --list |
Browse matches |
skill-search "<query>" |
Search the full index |
claw-full-build |
Build index from scratch |
bundle-install --domain claw |
Download pre-built index |
capture "<topic>@N" |
Generate skills with LLM |
Contributing
Open an issue first for larger changes.
License
MIT — Responsible AI Lab @ Florida State University
Authors: Tianming Sha · Yue Zhao · Lichao Sun · Yushun Dong
Metadata
Release files for clawskills-rai 0.2.1
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| clawskills_rai-0.2.1.tar.gz | 1.0 MB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| clawskills_rai-0.2.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 1.4 MB
Release files / clawskills_rai-0.2.1.tar.gz
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| Tags | Source |
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| Tags | Python 3 |
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Signed by GitHub Actions, verified by PyPI on Apr 4, 2026.
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