Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Paper Qa is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Paper Qa
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Paper Qa
Best first install candidate based on install readiness and adoption.
Freshest repo
Paper Qa
Most recent maintenance signal among this shortlist.
| Signal | R2R SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API. | VideoRAG [KDD'2026] "VideoRAG: Chat with Your Videos" | MiniRAG [ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models" | Paper Qa High accuracy RAG for answering questions from scientific documents with citations |
|---|---|---|---|---|
| Quality | 92/100 Excellent | 95/100 Excellent | 86/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 88/100 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 | 7.9K stars 0 installs | 3.1K stars 0 installs | 1.9K stars 0 installs | 8.7K stars 0 installs |
| Freshness | Nov 7, 2025 | Mar 18, 2026 | Oct 16, 2025 | Jun 11, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, RAG, Claude Code |
| Warnings | No major risk signals from current metadata | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | 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 | 2 views 0 install copies | 3 views 0 install copies | 0 views 0 install copies | 1 views 0 install copies |
| Install | $ npx skills add SciPhi-AI/R2R | $ npx skills add HKUDS/VideoRAG | $ npx skills add HKUDS/MiniRAG | $ npx skills add Future-House/paper-qa |