Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
bioservices
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
bioservices
Best first install candidate based on install readiness and adoption.
Freshest repo
bioservices
Most recent maintenance signal among this shortlist.
| Signal | bioservices Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database analysis, ID mapping across services. For quick single-database lookups use gget; for sequence/file manipulation use biopython. |
|---|---|
| Quality | 92/100 Excellent |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 38K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 30, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Claude Code |
| Warnings | SKILL.md does not explicitly include a setup or installation step for the bioservices package; it assumes the dependency is already available. · No OpenAgentSkill engagement data yet |
Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
bioservices
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
bioservices
Best first install candidate based on install readiness and adoption.
Freshest repo
bioservices
Most recent maintenance signal among this shortlist.
| Signal | bioservices Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database analysis, ID mapping across services. For quick single-database lookups use gget; for sequence/file manipulation use biopython. |
|---|---|
| Quality | 92/100 Excellent |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 38K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 30, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Claude Code |
| Warnings | SKILL.md does not explicitly include a setup or installation step for the bioservices package; it assumes the dependency is already available. · No OpenAgentSkill engagement data yet |
| Best for | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add K-Dense-AI/scientific-agent-skills --skill bioservices |
| Best for | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add K-Dense-AI/scientific-agent-skills --skill bioservices |