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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

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Decision summary

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

Strongest overall

KAG

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

Fastest prototype

KAG

Best first install candidate based on install readiness and adoption.

Freshest repo

KAG

Most recent maintenance signal among this shortlist.

SignalAmpliGraph

Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

Dgl Ke

High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.

KAG

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.

AI Knowledge Graph

AI Powered Knowledge Graph Generator

Quality
74/100
Strong
85/100
Excellent
100/100
Excellent
95/100
Excellent
Decision verdict
76/100
Strong shortlist

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

87/100
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.

Adoption2.2K stars
0 installs
1.3K stars
0 installs
8.8K stars
0 installs
2.3K stars
0 installs
FreshnessNov 22, 2024Aug 8, 2025Jan 28, 2026Dec 28, 2025
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsBrowser automation
RAG and knowledgeBrowser automationCoding agents
RAG and knowledgeGitHub automationCoding agents
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
RAG knowledge baseBrowser QA agent
RAG knowledge baseContent growth agent
Platform hintsPython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude CodePython, Knowledge Graph, Claude CodePython, 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 Accenture/AmpliGraph
$ npx skills add awslabs/dgl-ke
$ npx skills add OpenSPG/KAG
$ npx skills add robert-mcdermott/ai-knowledge-graph