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
PageIndex
Most recent maintenance signal among this shortlist.
| Signal | LongRAG [EMNLP 2024] LongRAG: A Dual-perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG | Anything Llm Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience |
|---|---|---|---|---|
| Quality | 42/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 32/100 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 | 121 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 |
| 63K stars Verified outcomes are shown on each skill page |
| Freshness | Jan 29, 2025 | Jun 18, 2026 | Jul 18, 2026 | Jul 13, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, RAG, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, Vector Search, Claude Code | JavaScript, 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 QingFei1/LongRAG | $ npx skills add HKUDS/LightRAG | $ npx skills add VectifyAI/PageIndex | $ npx skills add Mintplex-Labs/anything-llm |