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.

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Decision summary

Anything Llm is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.

Strongest overall

Anything Llm

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Anything Llm

Best first install candidate based on install readiness and adoption.

Freshest repo

Cognee

Most recent maintenance signal among this shortlist.

SignalAwesome Architecture

🧭 Architecture-first system design: 26 bilingual tutorials, 25 architecture templates, and 6 end-to-end cases covering distributed systems, AI-native systems, RAG, coding Agents, and production trade-offs.

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.

Anything Llm

Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience

LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

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.

Adoption1.3K stars
Verified outcomes are shown on each skill page
30K stars
Verified outcomes are shown on each skill page
63K stars
Verified outcomes are shown on each skill page
37K stars
Verified outcomes are shown on each skill page
FreshnessJun 11, 2026Aug 23, 2026Jul 13, 2026Jun 18, 2026
Use-case fit
Workflow fit
Platform hintsVue, RAG, Claude CodePython, Vector Search, Claude CodeJavaScript, Vector Search, Claude CodePython, Knowledge Graph, Claude Code, OpenAI Agents
WarningsNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement4 views
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Install
$ npx skills add study8677/awesome-architecture
$ npx skills add topoteretes/cognee
$ npx skills add Mintplex-Labs/anything-llm
$ npx skills add HKUDS/LightRAG