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

matplotlib

121

beita6969/ScienceClaw

Skill Claude CodeCodex needs its repo

Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for…

not rated 898 +4 3mo ago A 77 tokens copy · 81% MIT

mcporter

122

beita6969/ScienceClaw

Skill Claude CodeCodex

Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.

not rated 898 +4 3mo ago A 41 tokens copy · 100% MIT

medical-qa

123

beita6969/ScienceClaw

Skill Claude CodeCodex

Medical question answering using structured biomedical knowledge bases and clinical datasets.

not rated 898 +4 3mo ago A SkillSpector: pass 15 tokens original MIT

mesh-generation

124

beita6969/ScienceClaw

Skill Claude Code

Plan and evaluate mesh generation for numerical simulations. Use when choosing grid resolution, checking aspect ratios/skewness, estimating mesh quality constraints, or planning adaptive mesh refinement for PDE discretization.

not rated 898 +4 3mo ago A SkillSpector: warn 40 tokens original MIT

meta-analysis

125

beita6969/ScienceClaw

Skill Claude CodeCodex

Perform quantitative meta-analysis with effect size calculation, forest plots, funnel plots, and heterogeneity assessment. Use when: user asks to combine results from multiple studies, calculate pooled effect sizes, assess publication bias, or create forest/funnel plots. NOT for: systematic review protocol (use…

not rated 898 +4 3mo ago A SkillSpector: pass 73 tokens original MIT

model-usage

126

beita6969/ScienceClaw

Skill Claude CodeCodex

Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.

not rated 898 +4 3mo ago A 69 tokens copy · 100% MIT

molecular-dynamics

127

beita6969/ScienceClaw

Skill Claude CodeCodex

Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD, analyze trajectories (RMSD, RMSF, contact maps, free energy surfaces). For structural biology, drug binding, and biophysics.

not rated 898 +4 3mo ago A 67 tokens copy · 98% MIT

multi-search-engine

128

beita6969/ScienceClaw

Skill Claude CodeCodex

Multi search engine integration with 17 engines (8 CN + 9 Global). Supports advanced search operators, time filters, site search, privacy engines, and WolframAlpha knowledge queries. No API keys required.

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

nano-banana-pro

129

beita6969/ScienceClaw

Skill Claude CodeCodex

Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro).

not rated 898 +4 3mo ago A 20 tokens copy · 88% MIT

nano-pdf

130

beita6969/ScienceClaw

Skill Claude CodeCodex

Edit PDFs with natural-language instructions using the nano-pdf CLI.

not rated 898 +4 3mo ago A 17 tokens copy · 91% MIT

ncbi-entrez

131

beita6969/ScienceClaw

Skill Claude CodeCodex

Query NCBI E-utilities for GenBank sequences, gene info, SNPs, ClinVar variants, and literature links. Use when the user needs nucleotide/protein sequences from GenBank, gene summaries, variant data, or cross-database links. NOT for protein annotations (use UniProt), 3D structures (use PDB), or pathway mapping (use…

not rated 898 +4 3mo ago C 82 tokens original MIT

networkx-social

132

beita6969/ScienceClaw

Skill Claude CodeCodex

Social network and graph analysis via NetworkX. Use when: graph analysis, community detection, centrality measures, network visualization, knowledge graphs, bipartite networks, graph I/O. NOT for: large-scale graph processing (>1M nodes), GPU graph analytics (use cuGraph).

not rated 898 +4 3mo ago A SkillSpector: pass 61 tokens original MIT

networkx

133

beita6969/ScienceClaw

Skill Claude CodeCodex

Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks…

not rated 898 +4 3mo ago A 85 tokens copy · 86% MIT

neuroscience

134

beita6969/ScienceClaw

Skill Claude CodeCodex

Supports neuroscience research including brain imaging analysis (fMRI, EEG), neural circuit modeling, cognitive experiment design, and neurological disorder investigation; trigger when users discuss brain regions, neural signals, cognitive tasks, or neuroimaging data.

not rated 898 +4 3mo ago A SkillSpector: pass 49 tokens original MIT

nltk-linguistics

135

beita6969/ScienceClaw

Skill Claude CodeCodex

NLP and corpus analysis via NLTK. Use when: user asks about tokenization, POS tagging, parsing, sentiment, or corpus statistics. NOT for: deep learning NLP or transformer models.

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

nonlinear-solvers

136

beita6969/ScienceClaw

Skill Claude Code

Select and configure nonlinear solvers for f(x)=0 or min F(x). Use for Newton methods, quasi-Newton (BFGS, L-BFGS), Broyden, Anderson acceleration, diagnosing convergence issues, choosing line search vs trust region, and analyzing Jacobian quality.

not rated 898 +4 3mo ago A SkillSpector: pass 63 tokens original MIT

notion

137

beita6969/ScienceClaw

Skill Claude CodeCodex

Notion API for creating and managing pages, databases, and blocks.

not rated 898 +4 3mo ago A 17 tokens copy · 83% MIT

numerical-integration

138

beita6969/ScienceClaw

Skill Claude Code

Select and configure time integration methods for ODE/PDE simulations. Use when choosing explicit/implicit schemes, setting error tolerances, adapting time steps, diagnosing integration accuracy, planning IMEX splitting, or handling stiff/non-stiff coupled systems.

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

numerical-stability

139

beita6969/ScienceClaw

Skill Claude Code

Analyze and enforce numerical stability for time-dependent PDE simulations. Use when selecting time steps, choosing explicit/implicit schemes, diagnosing numerical blow-up, checking CFL/Fourier criteria, von Neumann analysis, matrix conditioning, or detecting stiffness in advection/diffusion/reaction problems.

not rated 898 +4 3mo ago A SkillSpector: pass 61 tokens original MIT

obsidian

140

beita6969/ScienceClaw

Skill Claude CodeCodex

Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.

not rated 898 +4 3mo ago A 22 tokens copy · 91% MIT

open-notebook

141

beita6969/ScienceClaw

Skill Claude CodeCodex

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), generating AI-powered notes and summaries, creating multi-speaker…

not rated 898 +4 3mo ago A 123 tokens copy · 86% MIT

open-targets

142

beita6969/ScienceClaw

Skill Claude CodeCodex

Query the Open Targets Platform GraphQL API for gene-drug-disease associations, evidence scores, and therapeutic target validation. Use when the user needs disease associations for a gene, drug evidence for a target, or target prioritization for a disease. NOT for compound property lookup (use pubchem-compound), NOT…

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

openai-image-gen

143

beita6969/ScienceClaw

Skill Claude CodeCodex needs its repo

Batch-generate images via OpenAI Images API. Random prompt sampler + index.html gallery.

not rated 898 +4 3mo ago A 25 tokens copy · 89% MIT

openai-whisper-api

144

beita6969/ScienceClaw

Skill Claude CodeCodex

Transcribe audio via OpenAI Audio Transcriptions API (Whisper).

not rated 898 +4 3mo ago A 20 tokens copy · 80% MIT

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