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

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

Cognee

Most recent maintenance signal among this shortlist.

Signal	RAG Tender 面向招投标场景的本地化 RAG 标书解析、资质匹配与红线提醒助手	LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"	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	Cognee Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
Quality	71/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	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.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	98 stars Verified outcomes are shown on each skill page	37K stars Verified outcomes are shown on each skill page	70K stars Verified outcomes are shown on each skill page