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

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

Strongest overall

Flowise

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

Fastest prototype

Flowise

Best first install candidate based on install readiness and adoption.

Freshest repo

SurfSense

Most recent maintenance signal among this shortlist.

Signal	PageLM PageLM is a community driven version of NotebookLM & a education platform that transforms study materials into interactive resources like quizzes, flashcards, notes, and podcasts.	Flowise Build AI Agents, Visually	RAG Web Ui RAG Web UI is an intelligent dialogue system based on RAG (Retrieval-Augmented Generation) technology.	SurfSense An open source, privacy focused alternative to NotebookLM for teams with no data limits. Join our Discord: https://discord.gg/ejRNvftDp9
Quality	99/100 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.
Adoption	1.7K stars 0 installs	54K stars 0 installs	3.0K stars 0 installs	14K stars 0 installs
Freshness	Jun 11, 2026	Jun 10, 2026	Apr 6, 2026	Jun 12, 2026
Use-case fit	RAG and knowledge Browser automation Coding agents	RAG and knowledge GitHub automation Coding agents	RAG and knowledge Coding agents Browser automation	RAG and knowledge Sports analytics Coding agents
Stack fit	RAG knowledge base Browser QA agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent
Platform hints	TypeScript, RAG, Claude Code, LangChain	TypeScript, RAG, Claude Code, OpenAI Agents, LangChain	TypeScript, RAG, Claude Code, LangChain	Python, RAG, Claude Code, LangChain
Warnings	No major risk signals from current metadata	No major risk signals from current metadata	No major risk signals from current metadata	No major risk signals from current metadata
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	3 views 0 install copies	1 views 0 install copies	2 views 0 install copies	2 views 0 install copies
Install	`$ npx skills add CaviraOSS/PageLM`	`$ npx skills add FlowiseAI/Flowise`	`$ npx skills add rag-web-ui/rag-web-ui`	`$ npx skills add MODSetter/SurfSense`