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.

SignalS3

[EMNLP'25] s3 - ⚡ Efficient & Effective Search Agent Training via RL for RAG (RLVR for Search with Minimal Data)

LightRAG

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

PageIndex

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

Llm Paper Daily

Daily updated LLM papers. 每日更新 LLM 相关的论文,欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个

Quality
69/100
Promising
100/100
Excellent
100/100
Excellent
97/100
Excellent
Decision verdict
71/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

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.

Adoption837 stars
0 installs
37K stars
0 installs
33K stars
0 installs
1.3K stars
0 installs
FreshnessNov 5, 2025Jun 18, 2026Jun 5, 2026Jun 12, 2026
Use-case fit
Stack fit
Platform hintsPython, RAG, Claude Code, OpenAI AgentsPython, Knowledge Graph, Claude Code, OpenAI AgentsPython, Vector Search, Claude CodePython, RAG, Claude Code, OpenAI Agents
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
6 views
1 install copies
0 views
0 install copies
1 views
0 install copies
Install
$ npx skills add pat-jj/s3
$ npx skills add HKUDS/LightRAG
$ npx skills add VectifyAI/PageIndex
$ npx skills add xianshang33/llm-paper-daily