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

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

Strongest overall

Understand Anything

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

Fastest prototype

Understand Anything

Best first install candidate based on install readiness and adoption.

Freshest repo

Understand Anything

Most recent maintenance signal among this shortlist.

SignalGNN4NLP Papers

A list of recent papers about Graph Neural Network methods applied in NLP areas.

MiroFish

A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物

Understand Anything

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

Logseq

A privacy-first, open-source platform for knowledge management and collaboration. Download link: http://github.com/logseq/logseq/releases. roadmap: https://logseq.io/p/NX4mc_ggEV

Quality
56/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
58/100
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.

Adoption902 stars
0 installs
67K stars
0 installs
75K stars
0 installs
44K stars
0 installs
FreshnessMay 9, 2023May 24, 2026Jul 18, 2026Jun 25, 2026
Use-case fit
Workflow fit
Platform hintsKnowledge Graph, Claude CodePython, Knowledge Graph, Claude CodeTypeScript, Knowledge Graph, Claude Code, OpenAI Agents, CursorClojure, Knowledge Graph, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo 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 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
0 views
0 install copies
0 views
0 install copies
0 views
0 install copies
Install
$ npx skills add IndexFziQ/GNN4NLP-Papers
$ npx skills add 666ghj/MiroFish
$ npx skills add Egonex-AI/Understand-Anything
$ npx skills add logseq/logseq