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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

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

FlagEmbedding

Best first install candidate based on install readiness and adoption.

Freshest repo

RAG Retrieval

Most recent maintenance signal among this shortlist.

SignalModernBERT

Bringing BERT into modernity via both architecture changes and scaling

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

RAG Retrieval

Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.

Text2vec

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

Quality
94/100
Excellent
100/100
Excellent
100/100
Excellent
98/100
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.

Adoption1.7K stars
0 installs
12K stars
0 installs
1.1K stars
0 installs
5.0K stars
0 installs
FreshnessMar 1, 2026Apr 22, 2026May 24, 2026Feb 14, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeSports analyticsGitHub 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, RAG, Claude CodePython, Embeddings, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo 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
0 install copies
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Install
$ npx skills add AnswerDotAI/ModernBERT
$ npx skills add FlagOpen/FlagEmbedding
$ npx skills add NovaSearch-Team/RAG-Retrieval
$ npx skills add shibing624/text2vec