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

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

Strongest overall

Fastembed

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

Fastest prototype

R2R

Best first install candidate based on install readiness and adoption.

Freshest repo

Fastembed Rs

Most recent maintenance signal among this shortlist.

Signal	Fastembed Rs Rust library for generating vector embeddings, reranking locally!	Fastembed Fast, Accurate, Lightweight Python library to make State of the Art Embedding	Edgequake EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation	R2R SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.
Quality	87/100 Excellent	100/100 Excellent	100/100 Excellent	92/100 Excellent
Decision verdict	98/100 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	922 stars 0 installs	3.0K stars 0 installs	2.0K stars 0 installs	7.9K stars 0 installs
Freshness	Jun 15, 2026	Jun 10, 2026	Jun 9, 2026	Nov 7, 2025
Use-case fit	RAG and knowledge Coding agents Sports analytics	RAG and knowledge Coding agents Sports analytics	RAG and knowledge Coding agents Browser automation	RAG and knowledge GitHub automation Coding agents
Stack fit	RAG knowledge base Coding review agent	RAG knowledge base Coding review agent	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent
Platform hints	Rust, RAG, Claude Code	Python, RAG, Claude Code, OpenAI Agents	Rust, RAG, Claude Code	Python, RAG, Claude Code
Warnings	No OpenAgentSkill engagement data yet	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	0 views 0 install copies	1 views 0 install copies	2 views 0 install copies	2 views 0 install copies
Install	`$ npx skills add Anush008/fastembed-rs`	`$ npx skills add qdrant/fastembed`	`$ npx skills add raphaelmansuy/edgequake`	`$ npx skills add SciPhi-AI/R2R`