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.

Add more skills

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	Itext2kg We build KGs the way nature builds matter	KAG KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.	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	Kg Gen [NeurIPS '25] Knowledge Graph Generation from Any Text
Quality	81/100 Strong	100/100 Excellent	100/100 Excellent	91/100 Excellent
Decision verdict	92/100 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	950 stars 0 installs	8.8K stars 0 installs	66K stars 0 installs	1.2K stars 0 installs
Freshness	Apr 30, 2026	Jan 28, 2026	May 24, 2026	Mar 24, 2026
Use-case fit	RAG and knowledge Coding agents Browser automation	RAG and knowledge Browser automation Coding agents	RAG and knowledge Sports analytics GitHub automation	RAG and knowledge Coding agents Workflow automation
Stack fit	RAG knowledge base Content growth agent	RAG knowledge base Browser QA agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent
Platform hints	Python, Knowledge Graph, Claude Code	Python, Knowledge Graph, Claude Code	Python, Knowledge Graph, Claude Code	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 AuvaLab/itext2kg`	`$ npx skills add OpenSPG/KAG`	`$ npx skills add 666ghj/MiroFish`	`$ npx skills add stair-lab/kg-gen`