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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

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

Strongest overall

Sie

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

Fastest prototype

Sie

Best first install candidate based on install readiness and adoption.

Freshest repo

Sie

Most recent maintenance signal among this shortlist.

SignalContrastors

Train Models Contrastively in Pytorch

VLM2Vec

This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks" [ICLR 2025]

AnglE

Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard

Sie

Open-source inference server and production cluster for all the models your agent needs.

Quality
55/100
Promising
85/100
Excellent
79/100
Strong
100/100
Excellent
Decision verdict
57/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

96/100
Production-ready

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

90/100
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.

Adoption793 stars
0 installs
655 stars
0 installs
571 stars
0 installs
2.0K stars
0 installs
FreshnessMar 26, 2025May 25, 2026Mar 22, 2026Jun 14, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsResearch agents
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseCoding review agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsPython, RAG, Claude CodePython, RAG, Claude CodePython, RAG, Claude CodePython, Semantic Search, Claude Code
WarningsRepository looks stale · No 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 require actively maintained dependencies · production agents without a repository 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 nomic-ai/contrastors
$ npx skills add TIGER-AI-Lab/VLM2Vec
$ npx skills add SeanLee97/AnglE
$ npx skills add superlinked/sie