Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Beir
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Beir
Best first install candidate based on install readiness and adoption.
Freshest repo
Beir
Most recent maintenance signal among this shortlist.
| Signal | Beir A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets. |
|---|---|
| Quality | 87/100 Excellent |
| Decision verdict | 92/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 2.2K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 16, 2025 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Python, RAG, Claude Code |
| Warnings | No major risk signals from current metadata |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals |
Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Beir
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Beir
Best first install candidate based on install readiness and adoption.
Freshest repo
Beir
Most recent maintenance signal among this shortlist.
| Signal | Beir A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets. |
|---|---|
| Quality | 87/100 Excellent |
| Decision verdict | 92/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 2.2K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 16, 2025 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Python, RAG, Claude Code |
| Warnings | No major risk signals from current metadata |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 5 views 0 install copies |
| Install | $ npx skills add beir-cellar/beir |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 5 views 0 install copies |
| Install | $ npx skills add beir-cellar/beir |