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
LightRAG is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
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 | Arcadia A diverse, simple, and secure all-in-one LLMOps platform | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | PageIndex 📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG | Txtai 💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows |
|---|---|---|---|---|
| Quality | 47/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 37/100 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 | 113 stars 0 installs | 37K stars 0 installs | 34K stars 0 installs | 13K stars 0 installs |
| Freshness | Sep 21, 2024 | Jun 18, 2026 | Jun 29, 2026 | Jun 22, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Go, RAG, Claude Code, LangChain | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, Vector Search, Claude Code | Python, Semantic Search, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| 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 | 3 views 0 install copies |
| Install | $ npx skills add kubeagi/arcadia | $ npx skills add HKUDS/LightRAG | $ npx skills add VectifyAI/PageIndex | $ npx skills add neuml/txtai |