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Claude Skills

The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.

Every Agent Skill we could find on GitHub, deduplicated by content. 79 437 files from 1 744 authors, of which 61 785 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.

61 785
unique skills
out of 79 437 files found on GitHub
17 652
are copies
same content, someone else's repository
1 737
tokens, median
what a typical skill costs you in context
7 884
name collisions
two skills with one name cannot sit side by side

49 741–49 800 of 61 785

page 830 of 1 030
Open Notebook
by ComeOnOliver
2k tokens
Openalex Database
by ComeOnOliver
3k tokens
Opentargets Database
by ComeOnOliver
3k tokens
Opentrons Integration
by ComeOnOliver
4k tokens
Paper 2 Web
by ComeOnOliver
4k tokens
Parallel Web
by ComeOnOliver
3k tokens
Pathml
by ComeOnOliver
2k tokens
Pdb Database
by ComeOnOliver
2k tokens
PDF
by ComeOnOliver
2k tokens
Peer Review
by ComeOnOliver
6k tokens
Pennylane
by ComeOnOliver
2k tokens
Perplexity Search
by ComeOnOliver
3k tokens
Phylogenetics
by ComeOnOliver
3k tokens
Plotly
by ComeOnOliver
2k tokens
Polars Bio
by ComeOnOliver
3k tokens
Polars
by ComeOnOliver
2k tokens
PPTX Posters
by ComeOnOliver
3k tokens
PPTX
by ComeOnOliver
2k tokens
Primekg
by ComeOnOliver
887 tokens
Protocolsio Integration
by ComeOnOliver
4k tokens
Pubchem Database
by ComeOnOliver
4k tokens
Pubmed Database
by ComeOnOliver
4k tokens
Pufferlib
by ComeOnOliver
3k tokens
Pydeseq2
by ComeOnOliver
4k tokens
Pydicom
by ComeOnOliver
3k tokens
Pyhealth
by ComeOnOliver
4k tokens
Pylabrobot
by ComeOnOliver
2k tokens
Pymatgen
by ComeOnOliver
5k tokens
Pymc
by ComeOnOliver
4k tokens
Pymoo
by ComeOnOliver
4k tokens
Pyopenms
by ComeOnOliver
1k tokens
Pysam
by ComeOnOliver
2k tokens
Pytdc
by ComeOnOliver
3k tokens
Pytorch Lightning
by ComeOnOliver
2k tokens
Pyzotero
by ComeOnOliver
955 tokens
Qiskit
by ComeOnOliver
2k tokens
Qutip
by ComeOnOliver
2k tokens
Rdkit
by ComeOnOliver
5k tokens
Reactome Database
by ComeOnOliver
2k tokens
Research Grants
by ComeOnOliver
9k tokens
Research Lookup
by ComeOnOliver
4k tokens
Rowan
by ComeOnOliver
3k tokens
Scanpy
by ComeOnOliver
3k tokens
Scholar Evaluation
by ComeOnOliver
3k tokens
Scientific Brainstorming
by ComeOnOliver
2k tokens
Scientific Critical Thinking
by ComeOnOliver
6k tokens
Scientific Schematics
by ComeOnOliver
6k tokens
Scientific Slides
by ComeOnOliver
12k tokens
Scientific Visualization
by ComeOnOliver
6k tokens
Scientific Writing
by ComeOnOliver
8k tokens
Scikit Bio
by ComeOnOliver
4k tokens
Scikit Learn
by ComeOnOliver
4k tokens
Scikit Survival
by ComeOnOliver
4k tokens
Scvelo
by ComeOnOliver
2k tokens
Scvi Tools
by ComeOnOliver
2k tokens
Seaborn
by ComeOnOliver
5k tokens
Shap
by ComeOnOliver
4k tokens
Simpy
by ComeOnOliver
3k tokens
Stable Baselines3
by ComeOnOliver
2k tokens
Statistical Analysis
by ComeOnOliver
5k tokens

Claude Skills — questions

Answers built from the skills we actually parsed.

What is a Claude Skill?
A folder with a SKILL.md file: instructions that teach an agent to do one thing well, optionally with scripts and reference files alongside. The format is open and called Agent Skills — Claude Code, Codex and other agents read the same files. It is not a program you run; it is knowledge the agent loads when the task calls for it.
How is a skill different from an MCP server?
A server gives the agent new abilities — it connects to something and exposes tools. A skill gives the agent knowledge: how to use what it already has. They combine, and often literally: 11 333 of the skills here declare which MCP servers they need to work.
Why are there fewer skills here than in other catalogues?
Because we deduplicate by content. Of 79 437 files found on GitHub, 61 785 are unique — the rest is the same skill copied into someone else's repository, word for word. Catalogues that count files rather than skills show every copy as a separate entry.
What does the token count mean?
A skill is loaded into the model's context when it is used, so its size is a running cost on every request that touches it. We measure the whole folder, not just SKILL.md: one official skill is 377 tokens, another drags 83 files of fonts behind it.
How do I install a skill?
Copy the skill folder into ~/.claude/skills for personal use, or into .claude/skills inside a project. The agent picks it up by the name in the SKILL.md header — which is worth checking: 7 884 skills here share a name with another skill, and two of them cannot sit side by side.