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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

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

Strongest overall

MiroFish

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

Fastest prototype

MiroFish

Best first install candidate based on install readiness and adoption.

Freshest repo

Logseq

Most recent maintenance signal among this shortlist.

SignalGNN4NLP Papers

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

Hyperbase

A foundational library for Semantic Hypergraphs

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

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
85/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
58/100
Prototype first

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

96/100
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
642 stars
0 installs
66K stars
0 installs
43K stars
0 installs
FreshnessMay 9, 2023Jun 12, 2026May 24, 2026Jun 14, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeGitHub automationCoding agents
RAG and knowledgeSports analyticsGitHub automation
RAG and knowledgeGitHub automationCoding agents
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Platform hintsKnowledge Graph, Claude CodePython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude CodeClojure, 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
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Install
$ npx skills add IndexFziQ/GNN4NLP-Papers
$ npx skills add hyperquest-hq/hyperbase
$ npx skills add 666ghj/MiroFish
$ npx skills add logseq/logseq