Updated 1w ago
by beita6969
ScienceClaw
Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operators grow from replay-verified executions.
998 GitHub stars (998)
+92 in 10 days
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| Oct 7 | 0 |
| Oct 8 | +10 |
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- 30 skills (30 skills found in its SKILL.md files)
- 107 forks (107 forks)
- 1w ago last update (Last updated 1w ago)
Install
Skills CLI
npx skills add beita6969/ScienceClaw
Asks which skills and agents to install. Just one: npx skills add beita6969/ScienceClaw --skill lobster — add -g for every project.
Claude Code
git clone https://github.com/beita6969/ScienceClawcp -r "ScienceClaw/extensions/lobster" ~/.claude/skills/
Copies the lobster skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.
Plugin
/plugin marketplace add beita6969/ScienceClaw
Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.
Skills can run code on your machine — read the SKILL.md first.
What it does
In the author's own words, from each skill's SKILL.md — showing the first 30 of 319 files.
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lobster
No description in the SKILL.md.
extensions/lobster/SKILL.md on GitHub (opens in a new tab) -
1password
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
skills/1password/SKILL.md on GitHub (opens in a new tab) -
academic-deep-research
Transparent, rigorous research with full methodology — not a black-box API wrapper. Conducts exhaustive investigation through mandated 2-cycle research per theme, APA 7th citations, evidence hierarchy, and 3 user checkpoints. Self-contained using native OpenClaw tools (web_search, web_fetch, sessions_spawn). Use for literature reviews, competitive intelligence, or any research requiring academic…
skills/academic-deep-research/SKILL.md on GitHub (opens in a new tab) -
academic-literature-search
# Academic Literature Search — 学术文献检索与引用管理
skills/academic-literature-search/SKILL.md on GitHub (opens in a new tab) -
apple-notes
Manage Apple Notes via the `memo` CLI on macOS (create, view, edit, delete, search, move, and export notes). Use when a user asks OpenClaw to add a note, list notes, search notes, or manage note folders.
skills/apple-notes/SKILL.md on GitHub (opens in a new tab) -
apple-reminders
Manage Apple Reminders via remindctl CLI (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.
skills/apple-reminders/SKILL.md on GitHub (opens in a new tab) -
article-writing
Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance. Use when the user wants polished written content longer than a paragraph, especially when voice consistency, structure, and credibility matter.
skills/article-writing/SKILL.md on GitHub (opens in a new tab) -
arxiv-database
Search and retrieve preprints from arXiv via the Atom API. Use this skill when searching for papers in physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering, or economics by keywords, authors, arXiv IDs, date ranges, or categories.
skills/arxiv-database/SKILL.md on GitHub (opens in a new tab) -
arxiv-search
Search arXiv for preprints in physics, math, CS, quantitative biology, quantitative finance, statistics, electrical engineering, economics. Use when: (1) finding preprints by topic, (2) searching by author, (3) browsing arXiv categories, (4) getting paper metadata/abstracts. NOT for: published journal articles (use crossref-search), biomedical (use pubmed-search).
skills/arxiv-search/SKILL.md on GitHub (opens in a new tab) -
asreview-screening
Screen papers for systematic reviews using ASReview active learning. Use when: user has a large set of papers to screen for inclusion/exclusion, wants to prioritize relevant papers, or needs to reduce manual screening workload. NOT for: searching papers (use literature-search) or meta-analysis (use meta-analysis).
skills/asreview-screening/SKILL.md on GitHub (opens in a new tab) -
astronomy-cosmology
Analyzes astronomical observations and cosmological models including telescope data processing, celestial mechanics calculations, stellar evolution, galaxy classification, and cosmological parameter estimation; trigger when users discuss stars, galaxies, exoplanets, dark matter, or the universe's large-scale structure.
skills/astronomy-cosmology/SKILL.md on GitHub (opens in a new tab) -
astropy-astronomy
Astronomical computations via Astropy. Use when: user asks about celestial coordinates, FITS files, or cosmological calculations. NOT for: telescope control or real-time observation planning.
skills/astropy-astronomy/SKILL.md on GitHub (opens in a new tab) -
bear-notes
Create, search, and manage Bear notes via grizzly CLI.
skills/bear-notes/SKILL.md on GitHub (opens in a new tab) -
bioinformatics
Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger when users discuss gene sets, biological pathways, functional annotation, or omics data integration.
skills/bioinformatics/SKILL.md on GitHub (opens in a new tab) -
biopython-bio
Bioinformatics operations via Biopython. Use when: user asks about DNA/protein sequences, BLAST, or PDB structures. NOT for: clinical genomics or variant calling pipelines.
skills/biopython-bio/SKILL.md on GitHub (opens in a new tab) -
biopython
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
skills/biopython/SKILL.md on GitHub (opens in a new tab) -
biorxiv-search
Search bioRxiv biology preprints with natural language queries. Semantic search powered by Valyu.
skills/biorxiv-search/SKILL.md on GitHub (opens in a new tab) -
biostatistics
Performs biostatistical analyses specialized for clinical and biomedical research including survival analysis, Kaplan-Meier estimation, Cox proportional hazards regression, longitudinal data modeling, and diagnostic test evaluation; trigger when users discuss clinical outcomes, survival curves, or biomedical study statistics.
skills/biostatistics/SKILL.md on GitHub (opens in a new tab) -
blogwatcher
Monitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.
skills/blogwatcher/SKILL.md on GitHub (opens in a new tab) -
blucli
BluOS CLI (blu) for discovery, playback, grouping, and volume.
skills/blucli/SKILL.md on GitHub (opens in a new tab) -
bluebubbles
Use when you need to send or manage iMessages via BlueBubbles (recommended iMessage integration). Calls go through the generic message tool with channel="bluebubbles".
skills/bluebubbles/SKILL.md on GitHub (opens in a new tab) -
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.
skills/brainstorming/SKILL.md on GitHub (opens in a new tab) -
camsnap
Capture frames or clips from RTSP/ONVIF cameras.
skills/camsnap/SKILL.md on GitHub (opens in a new tab) -
canvas
No description in the SKILL.md.
skills/canvas/SKILL.md on GitHub (opens in a new tab) -
census-data
US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic data by geography. NOT for: non-US data or real-time statistics.
skills/census-data/SKILL.md on GitHub (opens in a new tab) -
chembl-database
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
skills/chembl-database/SKILL.md on GitHub (opens in a new tab) -
chembl-drug
Query the ChEMBL REST API for drug-target interactions, bioactivity data, ADMET properties, and approved drug information. Use when the user needs drug mechanism of action, binding affinity data, target information, or pharmacokinetic properties. NOT for basic compound lookup (use pubchem-compound), NOT for gene-disease associations (use open-targets), NOT for protein 3D structures (use pdb-struc…
skills/chembl-drug/SKILL.md on GitHub (opens in a new tab) -
chemistry-tools
Computational chemistry tools including molecular structure, chemical reactions, thermodynamics, spectroscopy analysis, and cheminformatics. Use when user works with chemical formulas, molecular structures, reaction balancing, thermodynamic calculations, or chemical databases (PubChem, ChemSpider). Triggers on "chemical structure", "molecular weight", "balance equation", "reaction", "thermodynami…
skills/chemistry-tools/SKILL.md on GitHub (opens in a new tab) -
chemistry
# Chemistry & Drug Discovery
skills/chemistry/SKILL.md on GitHub (opens in a new tab) -
citation-analysis
Analyze citation networks, compute bibliometric indicators, and identify research fronts. Use when: user asks about citation patterns, h-index, co-authorship networks, research trends, or bibliometric analysis. NOT for: literature searching (use literature-search) or writing papers (use paper-writing).
skills/citation-analysis/SKILL.md on GitHub (opens in a new tab)
No skill matches that filter.
Review before you install
A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.