Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
VideoRAG is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
VideoRAG
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
R2R
Best first install candidate based on install readiness and adoption.
Freshest repo
Fastembed
Most recent maintenance signal among this shortlist.
| Signal | MiniRAG [ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models" | R2R SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API. | VideoRAG [KDD'2026] "VideoRAG: Chat with Your Videos" | Fastembed Fast, Accurate, Lightweight Python library to make State of the Art Embedding |
|---|---|---|---|---|
| Quality | 86/100 Excellent | 92/100 Excellent | 95/100 Excellent | 100/100 Excellent |
| Decision verdict | 88/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 95/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.9K stars 0 installs | 7.9K stars 0 installs | 3.1K stars 0 installs | 3.0K stars 0 installs |
| Freshness | Oct 16, 2025 | Nov 7, 2025 | Mar 18, 2026 | Jun 10, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code, OpenAI Agents |
| Warnings | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata | No major risk signals from current metadata |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | 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 | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 2 views 0 install copies | 3 views 0 install copies | 1 views 0 install copies |
| Install | $ npx skills add HKUDS/MiniRAG | $ npx skills add SciPhi-AI/R2R | $ npx skills add HKUDS/VideoRAG | $ npx skills add qdrant/fastembed |