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

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

Strongest overall

Logseq

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

Fastest prototype

Logseq

Best first install candidate based on install readiness and adoption.

Freshest repo

Logseq

Most recent maintenance signal among this shortlist.

SignalGraph

GPU-accelerated force graph layout and rendering

Seatunnel

SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.

Logseq

A privacy-first, open-source platform for knowledge management and collaboration. Download link: http://github.com/logseq/logseq/releases. roadmap: https://logseq.io/p/NX4mc_ggEV

RAG Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

Quality
96/100
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.

Adoption1.2K stars
Verified outcomes are shown on each skill page
9.4K stars
Verified outcomes are shown on each skill page
44K stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
FreshnessJun 15, 2026Jun 16, 2026Jun 25, 2026Jun 17, 2026
Use-case fit
Workflow fit
Platform hintsTypeScript, Embeddings, Claude CodeJava, Embeddings, Claude CodeClojure, Knowledge Graph, Claude CodeJupyter Notebook, Semantic Search, Claude Code, OpenAI Agents, LangChain
WarningsNo OpenAgentSkill engagement data yetNo 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
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Install
$ npx skills add cosmosgl/graph
$ npx skills add apache/seatunnel
$ npx skills add logseq/logseq
$ npx skills add NirDiamant/RAG_Techniques