OpenClaw Ecosystem

Biology Skill Marketplace

Curated biology & biomedical AI agent skills from across GitHub. Click any column header to sort. Click a row to expand the readiness checklist.

9Repositories
2,000+Total Skills
4OpenClaw Ready
3Partially Ready
✓ READY SKILL.md + OpenClaw frontmatter
~ PARTIAL SKILL.md but missing metadata
— FRAMEWORK Needs adaptation

Repositories

9 repos
Repository ▲ Description ▲ Skills ▲ Stars ▲ Forks ▲ OpenClaw Ready ▲ Domains ▲
ClawBioClawBio
Bioinformatics-native AI agent skill library. Local-first genomic analysis with reproducibility bundles; the live catalogue is skills/catalog.json. 28 ★ 342 ☍ 50 ✓ READY
PGxGWASscRNAequityGalaxy
✓SKILL.md + YAML frontmatter
✓metadata.openclaw section
✓trigger_keywords routing
✓Python CLI + api.py
✓pytest suites (2,318 tests)
✓Demo data & --demo flag
✓result.json output
✓Reproducibility bundle
GPTomicsbioSkills
425 bioinformatics SKILL.md files across 62 categories. RNA-seq, variant analysis, sequencing QC, pathways, single-cell, and epigenomics. 425 ★ 331 ☍ 52 ✓ READY
RNA-seqscRNAvariantsepigenomics
✓SKILL.md with methodology
✓Structured for AI agents
✓Code patterns & best practices
~OpenClaw frontmatter (varies)
—No Python CLI scripts
—No test suites
FreedomIntelligenceOpenClaw-Medical-Skills
Largest open-source medical AI skills library. 869 skills covering clinical research, genomics, drug discovery, biomedical ontologies, and lab automation. 869 ★ 1,037 ☍ 123 ✓ READY
clinicaldrug discoveryAlphaFoldCRISPR
✓SKILL.md format
✓OpenClaw-compatible
✓Categorized skill directory
~Quality varies (869 entries)
—Methodology-only (no scripts)
wu-ycLabClaw
Skill operating layer for Stanford LabOS. 211 production-ready SKILL.md files for biomedical AI — biology, lab automation, drug discovery, and data science. 211 ★ 317 ☍ 54 ✓ READY
lab automationCOBRAggetCELLxGENE
✓SKILL.md structured format
✓OpenClaw-compatible metadata
✓Modular skill directory
✓When/how/output guidance
—No CLI scripts (methodology-only)
250+ scientific database skills with access to UniProt, ChEMBL, Ensembl, AlphaFold DB, and 60+ Python packages including BioPython, Scanpy, and RDKit. 250 ★ 14.5k ☍ 1,585 ~ PARTIAL
UniProtChEMBLEnsemblBioPython
✓SKILL.md files present
~Custom format (not full OpenClaw)
✓Database API patterns
✓MCP server integration
—Missing openclaw.metadata block
—No trigger_keywords
the-omics-oslobster-local
Self-evolving agentic framework for bioinformatics. Modular platform with pluggable execution. Download → QC → Cluster → Annotate in one conversation. 10 ★ 50 ☍ 4 ~ PARTIAL
scRNA-seqproteomicsMuDataliterature
✓Claude Code integration
✓Modular agent routing
~Custom skill format
—Not standard SKILL.md
—No OpenClaw metadata
Runchuan-BUBioClaw
AI-powered bioinformatics assistant from Stanford/Princeton. NanoClaw architecture with BLAST, BWA, PyMOL, FastQC. Accessible via WhatsApp. 8 ★ 178 ☍ 21 ~ PARTIAL
BLASTBWAPyMOLFastQC
✓Built on OpenClaw ecosystem
~Container-based skills
—Not standard SKILL.md format
—No OpenClaw metadata block
—WhatsApp-only interface
snap-stanfordBiomni
General-purpose biomedical AI agent from Stanford SNAP. 105 software tools + 150 specialized bio tools + 59 databases. CRISPR, GWAS, rare disease diagnosis. 314 ★ 2,826 ☍ 508 — FRAMEWORK
CRISPRGWASADMETrare disease
✓Comprehensive tool library
✓Research-grade evaluation
—Custom Python framework
—No SKILL.md files
—No OpenClaw integration
—Needs full adaptation
pritampanda15bioclaw
Bioinformatics agent for NGS analysis and drug design. Pipeline-oriented approach for next-generation sequencing workflows. 5 ★ — ☍ — — FRAMEWORK
NGSdrug designpipelines
~Bioinformatics domain
—No SKILL.md format
—No OpenClaw metadata
—Custom architecture

ClawBio Native Skills

28 skills
Skill ▲ Description ▲ Status ▲ Python ▲ Tests ▲ Demo ▲
💊pharmgx-reporter
Pharmacogenomics report — 12 genes, 31 SNPs, 51 drugs MVP ✓ 24 ✓
🍅nutrigx-advisor
Nutrigenomics advisor — diet & nutrition genetics MVP ✓ 9 ✓
⚖equity-scorer
HEIM genomic equity score — population representation MVP ✓ 24 ✓
🧬genome-compare
IBS genome comparison — vs George Church & ancestry MVP ✓ 28 ✓
🎲gwas-prs
Polygenic risk scores — PGS Catalog integration MVP ✓ 25 ✓
🔍gwas-lookup
Federated variant query — 9 genomic databases MVP ✓ 15 ✓
📊clinpgx
ClinPGx API — gene-drug pharmacogenomic lookup MVP ✓ 32 ✓
🔬scrna-orchestrator
Single-cell RNA-seq pipeline — Scanpy + doublet removal MVP ✓ — ✓
🌍galaxy-bridge
Galaxy tool hub — search & run 8,000+ bioinformatics tools MVP ✓ — ✓
📄profile-report
Unified personal genomic profile report MVP ✓ — ✓
🇬🇧ukb-navigator
UK Biobank schema search — semantic field discovery MVP ✓ — ✓
📸data-extractor
Scientific figure digitization — extract data from plots MVP ✓ — —
💬bio-orchestrator
Auto-router — routes queries to the right skill MVP ✓ — ✓
🏭claw-ancestry-pca
PCA ancestry estimation — population structure SKILL.md — — —
📈claw-semantic-sim
Semantic similarity — disease neglect & research gaps SKILL.md — — —
📖lit-synthesizer
Literature search — PubMed, bioRxiv, citation graphs SKILL.md — — —
🧰vcf-annotator
VEP / ClinVar / gnomAD variant annotation SKILL.md — — —
🧮struct-predictor
AlphaFold / Boltz protein structure prediction SKILL.md — — —
🔄repro-enforcer
Reproducibility — Nextflow, Singularity, Conda export SKILL.md — — —
📄seq-wrangler
Sequence QC — FASTQ, BAM, alignment, trimming SKILL.md — — —
🧪claw-metagenomics
Metagenomics profiling & community analysis SKILL.md — — —
📷drug-photo
Drug photo identification & pill matching SKILL.md — — —
📝labstep
Labstep ELN API — experiments, protocols, inventory SKILL.md — — —
💡labstep-sentiment
Research findings & experiment sentiment analysis SKILL.md — — —
🧪nucleic-acid-analysis
Qubit, TapeStation, qPCR data extraction SKILL.md — — —
📁read-from-sharepoint
Read lab data from OneDrive/SharePoint (read-only) SKILL.md — — —
📋experiment-summary
Generate experiment summary .docx from lab data SKILL.md — — —
🛠lab-orchestrator
Lab workflow orchestration — routes to sub-skills SKILL.md — — —