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
DocsGPT
Most recent maintenance signal among this shortlist.
| Signal | ChatIE The online version is temporarily unavailable because we cannot afford the key. You can clone and run it locally. Note: we set defaul openai key. If keys exceed plan and are invalid, please tell us. The response speed depends on openai. ( sometimes, the official is too crowded and slow) | DocsGPT Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents. | 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 | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" |
|---|---|---|---|---|
| Quality | 50/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 52/100 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 | 825 stars 0 installs | 18K stars 0 installs | 67K stars 0 installs | 37K stars 0 installs |
| Freshness | May 28, 2024 | Jul 16, 2026 | May 24, 2026 | Jun 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, Semantic Search, Claude Code, OpenAI Agents | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents |
| Warnings | Repository looks stale · 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 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 | 0 views 0 install copies |
| Install | $ npx skills add cocacola-lab/ChatIE | $ npx skills add arc53/DocsGPT | $ npx skills add 666ghj/MiroFish | $ npx skills add HKUDS/LightRAG |