beita6969/ScienceClaw

🔬🦞 A self-evolving AI research colleague for scientists. 285 skills, zero hallucination, persistent memory.

This repository also configures its own agents. See what ScienceClaw tells them →

898Stars on the repository
200Mods indexed here, across every type
3mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

plotly

169

beita6969/ScienceClaw

Skill Claude CodeCodex

Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.

not rated 898 +4 3mo ago A 48 tokens copy · 83% MIT

polars

170

beita6969/ScienceClaw

Skill Claude CodeCodex

Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacement. For larger-than-RAM data use dask or vaex.

not rated 898 +4 3mo ago A 69 tokens copy · 77% MIT

political-science

171

beita6969/ScienceClaw

Skill Claude CodeCodex

Analyze political data, fact-check claims, and study policy impacts using evidence-based methods.

not rated 898 +4 3mo ago A SkillSpector: pass 21 tokens original MIT

post-processing

172

beita6969/ScienceClaw

Skill Claude Code

Extract, analyze, and visualize simulation output data. Use for field extraction, time series analysis, line profiles, statistical summaries, derived quantity computation, result comparison to references, and automated report generation from simulation results.

not rated 898 +4 3mo ago A SkillSpector: pass 45 tokens original MIT

pptx-generation

173

beita6969/ScienceClaw

Skill Claude CodeCodex

Create publication-quality academic presentations (.pptx) for group meetings, thesis defenses, conference talks, and posters.

not rated 898 +4 3mo ago A SkillSpector: pass 3 tokens original MIT

pptx

174

beita6969/ScienceClaw

Skill Claude CodeCodex

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks.

not rated 898 +4 3mo ago B 62 tokens copy · 95% MIT

pptx

175

beita6969/ScienceClaw

Skill Claude CodeCodex

Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying…

not rated 898 +4 3mo ago A 152 tokens copy · 83% MIT

profile-report

176

beita6969/ScienceClaw

Skill Claude CodeCodex

Unified personal genomic profile report — reads a PatientProfile JSON and synthesizes all skill results into a single "Your Genomic Profile" document.

not rated 898 +4 3mo ago A SkillSpector: pass 31 tokens original MIT

beita6969/ScienceClaw

Skill Claude CodeCodex

Skill "protein-structure-prediction" from beita6969/ScienceClaw, covering copyright notice, copyright (c) 2026 md babu mia, phd, all rights reserved, this code is proprietary and confidential and provenance: authenticated by md babu mia.

not rated 898 +4 3mo ago A SkillSpector: warn 10 tokens original MIT

protein-structure

178

beita6969/ScienceClaw

Skill Claude CodeCodex

Analyzes protein 3D structures, performs homology modeling, interprets AlphaFold predictions, conducts molecular docking, and evaluates protein-ligand interactions; trigger when users ask about PDB files, folding, binding sites, or structural biology.

not rated 898 +4 3mo ago A SkillSpector: pass 53 tokens original MIT

protocol-writing

179

beita6969/ScienceClaw

Skill Claude CodeCodex

Write clear, reproducible experimental protocols and Standard Operating Procedures (SOPs) for any scientific discipline.

not rated 898 +4 3mo ago A SkillSpector: pass 2 tokens original MIT

psychology-research

180

beita6969/ScienceClaw

Skill Claude CodeCodex

Conduct psychological research analysis including mental health, cognitive science, and behavioral studies.

not rated 898 +4 3mo ago A SkillSpector: pass 19 tokens original MIT

pubchem-compound

181

beita6969/ScienceClaw

Skill Claude CodeCodex

Search and retrieve chemical compound data from PubChem's PUG REST API (110M+ compounds). Use when the user needs compound properties, molecular structures, similarity searches, substructure searches, or bioactivity data. NOT for protein structures (use pdb-structure), NOT for drug-target interactions (use…

not rated 898 +4 3mo ago A SkillSpector: pass 82 tokens original MIT

pubchem-database

182

beita6969/ScienceClaw

Skill Claude CodeCodex

Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.

not rated 898 +4 3mo ago A 49 tokens copy · 97% MIT

pubmed-database

183

beita6969/ScienceClaw

Skill Claude CodeCodex

Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations.

not rated 898 +4 3mo ago A 58 tokens copy · 100% MIT

pubmed-search

184

beita6969/ScienceClaw

Skill Claude CodeCodex

Search PubMed/MEDLINE for biomedical literature via NCBI E-utilities API. Use when: (1) searching medical/biomedical papers, (2) finding clinical studies, (3) querying with MeSH terms, (4) retrieving abstracts by PMID. NOT for: non-biomedical papers (use arxiv-search or semantic-scholar), full-text access (PubMed…

not rated 898 +4 3mo ago A SkillSpector: warn 90 tokens original MIT

pymatgen-materials

185

beita6969/ScienceClaw

Skill Claude CodeCodex

Materials science computation with pymatgen. Use when: (1) crystal structure creation and manipulation, (2) phase diagram construction, (3) electronic structure analysis, (4) symmetry and space group operations, (5) VASP input/output parsing. NOT for: molecular chemistry (use rdkit-chemistry), protein structure (use…

not rated 898 +4 3mo ago A SkillSpector: pass 91 tokens original MIT

quantum-computing

186

beita6969/ScienceClaw

Skill Claude CodeCodex

Designs and analyzes quantum computing solutions including quantum circuit construction, algorithm implementation, error correction, and quantum advantage assessment; trigger when users discuss qubits, quantum gates, quantum algorithms, or quantum hardware.

not rated 898 +4 3mo ago A SkillSpector: pass 46 tokens original MIT

rdkit-chemistry

187

beita6969/ScienceClaw

Skill Claude CodeCodex

Molecular chemistry operations via RDKit. Use when: user asks about molecular structures, SMILES, chemical properties, or fingerprints. NOT for: reaction databases or wet lab protocols.

not rated 898 +4 3mo ago A SkillSpector: pass 42 tokens original MIT

rdkit

188

beita6969/ScienceClaw

Skill Claude CodeCodex

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom…

not rated 898 +4 3mo ago A 80 tokens copy · 100% MIT

reactome-database

189

beita6969/ScienceClaw

Skill Claude CodeCodex needs its repo

Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.

not rated 898 +4 3mo ago B SkillSpector: warn 35 tokens original MIT

regulatory-drafting

190

beita6969/ScienceClaw

Skill Claude CodeCodex

Skill "regulatory-drafting" from beita6969/ScienceClaw, covering copyright notice, copyright (c) 2026 md babu mia, phd, all rights reserved, this code is proprietary and confidential and provenance: authenticated by md babu mia.

not rated 898 +4 3mo ago A SkillSpector: pass 8 tokens original MIT

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