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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.

Add more skills

Decision summary

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

Strongest overall

FlagEmbedding

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

Fastest prototype

Chinese Word Vectors

Best first install candidate based on install readiness and adoption.

Freshest repo

FlagEmbedding

Most recent maintenance signal among this shortlist.

SignalNimfa

Nimfa: Nonnegative matrix factorization in Python

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

Chinese Word Vectors

100+ Chinese Word Vectors 上百种预训练中文词向量

ModernBERT

Bringing BERT into modernity via both architecture changes and scaling

Quality
49/100
Needs review
100/100
Excellent
83/100
Strong
94/100
Excellent
Decision verdict
51/100
Needs manual review

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

100/100
Production-ready

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

85/100
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.

Adoption560 stars
0 installs
12K stars
0 installs
12K stars
0 installs
1.7K stars
0 installs
FreshnessFeb 12, 2021Apr 22, 2026Oct 30, 2023Mar 1, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsWorkflow automation
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsPython, Embeddings, Claude CodePython, Embeddings, Claude CodePython, Embeddings, Claude CodePython, Embeddings, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetRepository looks stale · No 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 require actively maintained dependencies · production agents without a repository 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 mims-harvard/nimfa
$ npx skills add FlagOpen/FlagEmbedding
$ npx skills add Embedding/Chinese-Word-Vectors
$ npx skills add AnswerDotAI/ModernBERT