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

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

Strongest overall

Ragbits

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

Fastest prototype

Ragbits

Best first install candidate based on install readiness and adoption.

Freshest repo

JamAIBase

Most recent maintenance signal among this shortlist.

Signal	Ragbits Building blocks for rapid development of GenAI applications	JamAIBase The collaborative spreadsheet for AI. Chain cells into powerful pipelines, experiment with prompts and models, and evaluate LLM responses in real-time. Work together seamlessly to build and iterate on AI applications.	Controllable RAG Agent This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks.	LinearRAG [ICLR 2026] LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
Quality	100/100 Excellent	100/100 Excellent	100/100 Excellent	84/100 Strong
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.	95/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	1.6K stars 0 installs	1.1K stars 0 installs	1.6K stars 0 installs	507 stars 0 installs
Freshness	May 18, 2026	Jun 8, 2026	Jun 4, 2026	May 21, 2026
Use-case fit	RAG and knowledge Coding agents Browser automation	RAG and knowledge Workflow automation Coding agents	RAG and knowledge Coding agents Workflow automation	RAG and knowledge Coding agents Workflow automation
Stack fit	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent	RAG knowledge base Coding review agent	RAG knowledge base Content growth agent
Platform hints	Python, RAG, Claude Code	Python, RAG, Claude Code, OpenAI Agents	Jupyter Notebook, RAG, Claude Code, LangChain	Python, RAG, Claude Code
Warnings	No major risk signals from current metadata	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	2 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add deepsense-ai/ragbits`	`$ npx skills add EmbeddedLLM/JamAIBase`	`$ npx skills add NirDiamant/Controllable-RAG-Agent`	`$ npx skills add DEEP-PolyU/LinearRAG`