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
MiroFish is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
MiroFish
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
MiroFish
Best first install candidate based on install readiness and adoption.
Freshest repo
MiroFish
Most recent maintenance signal among this shortlist.
| Signal | Controllable RAG Agent This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks. | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | RAG Techniques This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial. | MiroFish A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物 |
|---|---|---|---|---|
| Quality | 97/100 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 | 1.6K stars Verified outcomes are shown on each skill page | 37K stars Verified outcomes are shown on each skill page | 28K stars Verified outcomes are shown on each skill page | 70K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 4, 2026 | Jun 18, 2026 | Jun 17, 2026 | Aug 3, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, RAG, Claude Code, LangChain | Python, Knowledge Graph, Claude Code, OpenAI Agents | Jupyter Notebook, Semantic Search, Claude Code, OpenAI Agents, LangChain | Python, Knowledge Graph, Claude Code |
| Warnings | 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 · 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add NirDiamant/Controllable-RAG-Agent | $ npx skills add HKUDS/LightRAG | $ npx skills add NirDiamant/RAG_Techniques | $ npx skills add 666ghj/MiroFish |