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.

Add more skills

Decision summary

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

Strongest overall

Meilisearch

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

Fastest prototype

Meilisearch

Best first install candidate based on install readiness and adoption.

Freshest repo

Oceanbase

Most recent maintenance signal among this shortlist.

SignalRAG Techniques

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

USearch

Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

Meilisearch

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

Oceanbase

The Fastest Distributed Database for Transactional, Analytical, and AI Workloads.

Quality
100/100
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.

Adoption28K stars
0 installs
4.1K stars
0 installs
58K stars
0 installs
10K stars
0 installs
FreshnessJun 6, 2026May 28, 2026Jun 5, 2026Jun 7, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Vector Search, Claude Code, OpenAI Agents, LangChainC++, Semantic Search, Claude CodeRust, Semantic Search, Claude CodeC++, Vector Search, Claude Code
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
OpenAgentSkill engagement0 views
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Install
$ npx skills add NirDiamant/RAG_Techniques
$ npx skills add unum-cloud/USearch
$ npx skills add meilisearch/meilisearch
$ npx skills add oceanbase/oceanbase