Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Sentrysearch is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Sentrysearch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Sentrysearch
Best first install candidate based on install readiness and adoption.
Freshest repo
Knowhere
Most recent maintenance signal among this shortlist.
| Signal | ThinkRAG A LLM RAG system runs on your laptop. 大模型检索增强生成系统，可以轻松部署在笔记本电脑上，实现本地知识库智能问答。 | NexusRAG Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat, and inline citations. Powered by Gemini or local Ollama models. | Sentrysearch Semantic search over videos using Gemini Embedding 2 or Qwen3-VL. | Knowhere Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG. |
|---|---|---|---|---|
| Quality | 73/100 Strong | 71/100 Strong | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 72/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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. |
| Adoption | 344 stars 0 installs | 317 stars 0 installs | 4.3K stars 0 installs | 1.3K stars 0 installs |
| Freshness | Jan 28, 2026 | Apr 20, 2026 | Jun 2, 2026 | Jun 12, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Reranking, Claude Code | Python, Reranking, Claude Code | Python, Semantic Search, Claude Code | Python, RAG, Claude Code, Cursor |
| Warnings | 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 · 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 |
| 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 | 0 views 0 install copies | 0 views 0 install copies | 2 views 0 install copies |
| Install | $ npx skills add wzdavid/ThinkRAG | $ npx skills add LeDat98/NexusRAG | $ npx skills add ssrajadh/sentrysearch | $ npx skills add Ontos-AI/knowhere |