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
LightRAG
Most recent maintenance signal among this shortlist.
| Signal | RAG Chatbot Chat with multiple PDFs locally | WikiChat WikiChat is an improved RAG. It stops the hallucination of large language models by retrieving data from a corpus. | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | Omnibox Collect, organize, use, and share, all in OmniBox. |
|---|---|---|---|---|
| Quality | 68/100 Promising | 93/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 70/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 666 stars 0 installs | 1.6K stars 0 installs | 37K stars 0 installs | 1.4K stars 0 installs |
| Freshness | Oct 23, 2025 | Jan 31, 2026 | Jun 18, 2026 | Jun 9, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, RAG, Claude Code | Python, RAG, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, RAG, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata | 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 | 0 views 0 install copies | 3 views 0 install copies | 6 views 1 install copies | 1 views 0 install copies |
| Install | $ npx skills add datvodinh/rag-chatbot | $ npx skills add stanford-oval/WikiChat | $ npx skills add HKUDS/LightRAG | $ npx skills add import-ai/omnibox |