Star200+

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

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

Strongest overall

LightRAG

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

Fastest prototype

LightRAG

Best first install candidate based on install readiness and adoption.

Freshest repo

LightRAG

Most recent maintenance signal among this shortlist.

SignalMagic Insight

One-stop data intelligence agent, providing insights from all mainstream data formats in a single dialogue box, including documents, databases, business systems, and images.一站式数据智能体，一个对话框提供所有主流格式数据的见解，包括文档、数据库、业务系统和图像。

Searx

Privacy-respecting metasearch engine

FlagEmbedding

Retrieval and Retrieval-augmented LLMs

LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Quality
54/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
56/100
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.

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.

Adoption545 stars
0 installs
14K stars
0 installs
12K stars
0 installs
37K stars
0 installs
FreshnessNov 6, 2024May 14, 2026Apr 22, 2026Jun 18, 2026
Use-case fit
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeCoding agentsWorkflow automation
Workflow 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 CodePython, Search, Claude CodePython, Embeddings, Claude CodePython, Knowledge Graph, Claude Code, OpenAI Agents
WarningsRepository looks stale · No 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 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
OpenAgentSkill engagement0 views
0 install copies
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0 install copies
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0 install copies
Install
$ npx skills add tianlan-ltd/Magic-Insight
$ npx skills add searx/searx
$ npx skills add FlagOpen/FlagEmbedding
$ npx skills add HKUDS/LightRAG