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

Graphify is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Graphify

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

Fastest prototype

Graphify

Best first install candidate based on install readiness and adoption.

Freshest repo

Graphify

Most recent maintenance signal among this shortlist.

SignalKnowledge Graph Attention Network

KGAT: Knowledge Graph Attention Network for Recommendation, KDD2019

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

LightRAG

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

Graphify

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

Quality
71/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
73/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

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.

Adoption1.2K stars
0 installs
66K stars
0 installs
37K stars
0 installs
67K stars
0 installs
FreshnessAug 5, 2020May 24, 2026Jun 14, 2026Jun 13, 2026
Use-case fit
Stack fit
Platform hintsPython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude Code, OpenAI AgentsPython, Knowledge Graph, Claude Code, OpenAI Agents, Cursor
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 signalsCoding agents 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
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Install
$ npx skills add xiangwang1223/knowledge_graph_attention_network
$ npx skills add 666ghj/MiroFish
$ npx skills add HKUDS/LightRAG
$ npx skills add safishamsi/graphify