Zaoqu-Liu/ScienceClaw

Your AI Research Lab That Never Sleeps. 9 agents, 263 skills, 77 databases — from literature to publication, every discipline, zero boundaries.

60Stars on the repository
200Mods indexed here, across every type
5mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

peer-review

145

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Conduct thorough academic peer reviews with structured feedback using loadpdf and arxivtoprompt.

not rated 60 5mo ago A 19 tokens original MIT

quant-analysis

146

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Quantitative finance analysis including portfolio optimization, risk modeling, and time series econometrics using jupyterexecute.

not rated 60 5mo ago A 23 tokens original MIT

theorem-proving

147

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Construct and verify mathematical proofs using LaTeX typesetting and computational verification via jupyterexecute.

not rated 60 5mo ago A 23 tokens original MIT

protocol-writing

148

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

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

not rated 60 5mo ago A 0 tokens copy · 91% MIT

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io…

not rated 60 5mo ago B 85 tokens copy · 95% MIT

pubchem-database

150

Zaoqu-Liu/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 60 5mo ago A 49 tokens copy · 86% MIT

pubmed-database

151

Zaoqu-Liu/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 60 5mo ago A 58 tokens copy · 84% MIT

pubmed-search

152

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Search PubMed biomedical literature with natural language queries powered by Valyu semantic search. Full-text access, integrate into your AI projects.

not rated 60 5mo ago B 30 tokens copy · 86% MIT

pufferlib

153

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game environments (Atari, Procgen, NetHack). Achieves 2-10x speedups over standard implementations. For quick prototyping or…

not rated 60 5mo ago A 78 tokens copy · 89% MIT

pydeseq2

154

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex needs its repo

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

not rated 60 5mo ago A 45 tokens copy · 95% MIT

pydicom

155

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex needs its repo

Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, X-ray, ultrasound), anonymizing DICOM files, working with DICOM metadata and tags…

not rated 60 5mo ago A 110 tokens copy · 80% MIT

pyhealth

156

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC)…

not rated 60 5mo ago A 109 tokens copy · 88% MIT

pylabrobot

157

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API…

not rated 60 5mo ago A 73 tokens copy · 97% MIT

pymatgen

158

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex needs its repo

Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.

not rated 60 5mo ago A 38 tokens copy · 91% MIT

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

not rated 60 5mo ago A 48 tokens copy · 84% MIT

pymoo

160

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex needs its repo

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

not rated 60 5mo ago A 46 tokens copy · 95% MIT

pyopenms

161

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and…

not rated 60 5mo ago A 62 tokens original MIT

pysam

162

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

not rated 60 5mo ago A 47 tokens copy · 97% MIT

pytdc

163

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.

not rated 60 5mo ago A 41 tokens copy · 88% MIT

pytorch-lightning

164

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

not rated 60 5mo ago A 65 tokens copy · 78% MIT

qiskit

165

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use…

not rated 60 5mo ago A 73 tokens copy · 91% MIT

qutip

166

Zaoqu-Liu/ScienceClaw

Skill Claude CodeCodex

Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for…

not rated 60 5mo ago A 72 tokens copy · 86% MIT

rdkit

167

Zaoqu-Liu/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 60 5mo ago A 80 tokens copy · 100% MIT

reactome-database

168

Zaoqu-Liu/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 60 5mo ago B 35 tokens copy · 100% MIT

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