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

Anything Llm

Most recent maintenance signal among this shortlist.

Signal	Kg RAG Supporting repository for the Essential GraphRAG book published by Manning	LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"	FlagEmbedding Retrieval and Retrieval-augmented LLMs	Anything Llm Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
Quality	56/100 Promising	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	46/100 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	160 stars 0 installs	37K stars 0 installs	12K stars 0 installs	63K stars 0 installs
Freshness	Jul 22, 2025	Jun 18, 2026	Apr 22, 2026	Jul 3, 2026
Use-case fit	RAG and knowledge Coding agents GitHub automation	RAG and knowledge Coding agents Workflow automation	RAG and knowledge Coding agents Browser automation	RAG and knowledge Coding agents Workflow automation
Stack fit	RAG knowledge base Coding review agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent
Platform hints	Jupyter Notebook, RAG, Claude Code, OpenAI Agents	Python, Knowledge Graph, Claude Code, OpenAI Agents	Python, Embeddings, Claude Code	JavaScript, Vector Search, 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 · builders willing to evaluate younger projects	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 tomasonjo/kg-rag`	`$ npx skills add HKUDS/LightRAG`	`$ npx skills add FlagOpen/FlagEmbedding`	`$ npx skills add Mintplex-Labs/anything-llm`