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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.

Add more skills

Decision summary

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

Strongest overall

Ragflow

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

Fastest prototype

Ragflow

Best first install candidate based on install readiness and adoption.

Freshest repo

Semantica

Most recent maintenance signal among this shortlist.

SignalSemantica

Semantica 🧠 — AI-native knowledge graph intelligence framework for semantic retrieval, ontology reasoning, context graphs, and explainable AI systems.

Ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

Airweave

Open-source context retrieval layer for AI agents

Harness Books

📚 Two books on harness engineering — the design philosophies behind Claude Code & Codex: constraints, query loops, context governance, multi-agent verification. harness-books.agentway.dev

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
94/100
Excellent
Decision verdict
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.

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
83K stars
0 installs
6.4K stars
0 installs
2.4K stars
0 installs
FreshnessJun 14, 2026Jun 13, 2026Jun 5, 2026Apr 19, 2026
Use-case fit
RAG and knowledgeCoding agentsWorkflow automation
RAG and knowledgeCoding agentsResearch agents
Coding agentsRAG and knowledgeSports analytics
Coding agentsSports analyticsGitHub automation
Stack fit
RAG knowledge baseContent growth agent
RAG knowledge baseContent growth agent
Coding review agentRAG knowledge base
Coding review agentContent growth agent
Platform hintsPython, AI Agents, Claude CodePython, AI Agents, Claude CodePython, AI Agents, Claude CodePython, AI Agents, Claude Code, OpenAI Agents
WarningsNo major risk signals from current metadataNo 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 signalsCoding agents 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 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 engagement1 views
0 install copies
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Install
$ npx skills add semantica-agi/semantica
$ npx skills add infiniflow/ragflow
$ npx skills add airweave-ai/airweave
$ npx skills add wquguru/harness-books