Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
LightRAG
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
LightRAG
Best first install candidate based on install readiness and adoption.
Freshest repo
PageIndex
Most recent maintenance signal among this shortlist.
| Signal | Graphrag Ui The latest graphrag interface is used, using the local ollama to provide the LLM interface.Support for using the pip installation | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | Graphrag A modular graph-based Retrieval-Augmented Generation (RAG) system | PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG |
|---|---|---|---|---|
| Quality | 48/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 38/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 154 stars Verified outcomes are shown on each skill page | 37K stars Verified outcomes are shown on each skill page | 34K stars Verified outcomes are shown on each skill page |
| 34K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 9, 2024 | Jun 18, 2026 | Jun 18, 2026 | Jul 18, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, RAG, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, RAG, Claude Code, OpenAI Agents | Python, Vector Search, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects | 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 require actively maintained dependencies · production agents without a repository 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add wade1010/graphrag-ui | $ npx skills add HKUDS/LightRAG | $ npx skills add microsoft/graphrag | $ npx skills add VectifyAI/PageIndex |