claude-scientific-skills
Comprehensive collection of 128+ ready-to-use scientific skills for Claude enabling research across biology, chemistry, medicine, genomics, and advanced analysis domains.
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Installation for Agentic Skill
View all platforms →skilz install Microck/ordinary-claude-skills/claude-scientific-skillsskilz install Microck/ordinary-claude-skills/claude-scientific-skills --agent opencodeskilz install Microck/ordinary-claude-skills/claude-scientific-skills --agent codexskilz install Microck/ordinary-claude-skills/claude-scientific-skills --agent geminiFirst time? Install Skilz: pip install skilz
Works with 22+ AI coding assistants
Cursor, Aider, Copilot, Windsurf, Qwen, Kimi, and more...
Extract and copy to ~/.claude/skills/ then restart Claude Desktop
git clone https://github.com/Microck/ordinary-claude-skillscp -r ordinary-claude-skills/skills_all/claude-scientific-skills ~/.claude/skills/Need detailed installation help? Check our platform-specific guides:
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Agentic Skill Details
- Repository
- ordinary-claude-skills
- Stars
- 3
- Forks
- 1
- Type
- Non-Technical
- Meta-Domain
- data ai
- Primary Domain
- data analysis
- Market Score
- 50
Agent Skill Grade
F Score: 50/100 Click to see breakdown
Score Breakdown
Areas to Improve
- Name convention violations
- Meta-skill architecture breaks PDA
- Description needs trigger phrases
Recommendations
- Focus on improving Spec Compliance (currently 8/15)
- Focus on improving Pda (currently 12/30)
- Focus on improving Ease Of Use (currently 14/25)
Graded: 2026-01-19
Developer Feedback
I took a look at your claude-scientific-skills skill and wanted to share some thoughts.
Links:
The TL;DR
You're at 50/100, which lands you in failing territory. The grading is based on Anthropic's Progressive Disclosure Architecture framework – how efficiently skills guide Claude through use. Your strongest area is Utility (15/20) – the individual sub-skills like RDKit and Scanpy are legitimately excellent. The biggest drag is Progressive Disclosure Architecture (12/30) – the way this is structured breaks some fundamental expectations about how skills should work.
What's Working Well
- Sub-skill quality is chef's kiss. Your RDKit (764 lines), Scanpy, and ChEMBL implementations are domain-expert quality with real code examples, error handling, and practical workflows. This is the heavy lifting that makes the collection genuinely useful.
- Clear terminology consistency. Within each domain (cheminformatics, bioinformatics, etc.), you use consistent language and don't mix paradigms.
- Comprehensive coverage. 127 individual scientific skills across genomics, drug discovery, proteomics – you're addressing real capability gaps that researchers actually need.
The Big One: This Isn't a Skill, It's a Skill Collection – And The Architecture Reflects That
Here's the core issue: Your SKILL.md at the top level is 59 lines of marketing copy pointing to a subdirectory with 127 other skills. That's not a Progressive Disclosure Architecture – that's an index. And it costs you 8 points because:
- Claude can't invoke this meaningfully. When someone asks "help me do sequence alignment," Claude sees a generic index with no trigger phrases. Should it load
scanpy/SKILL.md? `biopyt...
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