Reproduce Paper Workflows with Skills¶
BioMCP paper demos are consolidated into embedded skill workflows so any agent can run them without a custom runtime. Use this guide to map each paper-style task to the canonical skill and execution pattern.
Mapping¶
| Paper-style workflow | Canonical skill | Typical command |
|---|---|---|
| GeneGPT | 09-gene-function-lookup |
biomcp skill gene-function-lookup |
| GeneAgent | 10-gene-set-analysis |
biomcp skill gene-set-analysis |
| TrialGPT | 03-trial-searching (patient matching section) |
biomcp skill 03 |
| PubMed & Beyond | 11-literature-synthesis |
biomcp skill literature-synthesis |
Basic Flow¶
- List available workflows.
- Retrieve one by number or slug.
- Execute the included CLI steps.
- Verify results against that skill's validation checklist.
Suggested Execution Pattern¶
For a reproducible run, copy command output to a markdown log and keep IDs (PMIDs/NCT IDs) visible in the final summary.
biomcp skill 10
biomcp enrich "BRCA1,TP53,ATM,CHEK2,PALB2" --limit 10
biomcp get gene BRCA1 pathways
Notes¶
- Skills are model agnostic; any shell-capable agent can execute them.
- If a service is temporarily rate limited, retry after a short pause.
- If enrichment is unavailable, continue with pathway/interaction/literature verification steps in skill 10.