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
First bioinformatics-native AI agent skill library. Local-first genomic analysis with reproducibility bundles. 15 skills + 8,000 Galaxy tools. 28 ★ 342 ☍ 50 ✓ READY
PGxGWASscRNAequityGalaxy
SKILL.md + YAML frontmatter
metadata.openclaw section
trigger_keywords routing
Python CLI + api.py
pytest suites (182 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