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
Milvus is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Milvus
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Milvus
Best first install candidate based on install readiness and adoption.
Freshest repo
LEANN
Most recent maintenance signal among this shortlist.
| Signal | Milvus Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search | LEANN [MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. | LEANN [MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. | Khoj Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 45K stars Verified outcomes are shown on each skill page | 13K stars Verified outcomes are shown on each skill page | 12K stars Verified outcomes are shown on each skill page | 35K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 19, 2026 | Jul 3, 2026 | Jun 9, 2026 | Jun 24, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Go, RAG, Claude Code | Python, RAG, Claude Code, OpenAI Agents, LangChain | Python, RAG, Claude Code, OpenAI Agents, LangChain | Python, RAG, Claude Code, OpenAI Agents |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Local desktop 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 | 0 views 0 install copies | 8 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add milvus-io/milvus | $ npx skills add yichuan-w/LEANN | $ npx skills add StarTrail-org/LEANN | $ npx skills add khoj-ai/khoj |