Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Anything Llm
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Anything Llm
Best first install candidate based on install readiness and adoption.
Freshest repo
Anything Llm
Most recent maintenance signal among this shortlist.
| Signal | Kg RAG Supporting repository for the Essential GraphRAG book published by Manning | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | Anything Llm Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience | Logseq A privacy-first, open-source platform for knowledge management and collaboration. Download link: http://github.com/logseq/logseq/releases. roadmap: https://logseq.io/p/NX4mc_ggEV |
|---|---|---|---|---|
| Quality | 43/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 33/100 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 | 160 stars Verified outcomes are shown on each skill page | 37K stars Verified outcomes are shown on each skill page | 63K stars Verified outcomes are shown on each skill page |
| 44K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 22, 2025 | Jun 18, 2026 | Jul 13, 2026 | Jun 25, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Jupyter Notebook, RAG, Claude Code, OpenAI Agents | Python, Knowledge Graph, Claude Code, OpenAI Agents | JavaScript, Vector Search, Claude Code | Clojure, Knowledge Graph, 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 tomasonjo/kg-rag | $ npx skills add HKUDS/LightRAG | $ npx skills add Mintplex-Labs/anything-llm | $ npx skills add logseq/logseq |