Star0

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.

SignalRAG Fusion

RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.

RAG Retrieval

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

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

TrustRAG

TrustRAG：The RAG Framework within Reliable input,Trusted output

Quality
81/100
Strong
100/100
Excellent
100/100
Excellent
87/100
Excellent
Decision verdict
92/100
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.

99/100
Production-ready

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

Adoption941 stars
0 installs
1.1K stars
0 installs
12K stars
0 installs
1.3K stars
0 installs
FreshnessApr 26, 2026May 24, 2026Apr 22, 2026Jan 7, 2026
Use-case fit
RAG and knowledgeGitHub automationCoding agents
RAG and knowledgeSports analyticsGitHub automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsResearch agents
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsPython, RAG, Claude Code, OpenAI AgentsPython, RAG, Claude CodePython, Embeddings, Claude CodePython, RAG, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
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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0 install copies
Install
$ npx skills add Raudaschl/rag-fusion
$ npx skills add NovaSearch-Team/RAG-Retrieval
$ npx skills add FlagOpen/FlagEmbedding
$ npx skills add gomate-community/TrustRAG