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

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

Strongest overall

LightRAG

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

Fastest prototype

LightRAG

Best first install candidate based on install readiness and adoption.

Freshest repo

Wuphf

Most recent maintenance signal among this shortlist.

Signal	Memary The Open Source Memory Layer For Autonomous Agents	Awesome GraphRAG Awesome-GraphRAG: A curated list of resources (surveys, papers, benchmarks, and opensource projects) on graph-based retrieval-augmented generation.	Wuphf YC S26 \| WUPHF is a collaborative office of AI employees who build and maintain their own knowledge base to never lose context for the tasks you give them. Supports Claude Code, Codex, OpenClaw and local LLMs via OpenCode.	LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
Quality	75/100 Strong	100/100 Excellent	97/100 Excellent	100/100 Excellent
Decision verdict	77/100 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.
Adoption	2.6K stars 0 installs	2.5K stars 0 installs	1.2K stars 0 installs	37K stars 0 installs
Freshness	Oct 22, 2024	Jun 2, 2026	Jun 16, 2026	Jun 14, 2026
Use-case fit	RAG and knowledge Coding agents Workflow automation	RAG and knowledge Coding agents Workflow automation	RAG and knowledge Coding agents Workflow automation	RAG and knowledge Coding agents Workflow automation
Stack fit	RAG knowledge base Content growth agent	RAG knowledge base Content growth agent	RAG knowledge base Coding review agent	RAG knowledge base Content growth agent
Platform hints	Jupyter Notebook, Knowledge Graph, Claude Code	Knowledge Graph, Claude Code	Go, Knowledge Graph, Claude Code, OpenAI Agents	Python, Knowledge Graph, Claude Code, OpenAI Agents
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No major risk signals from current metadata	No OpenAgentSkill engagement data yet	No major risk signals from current metadata
Best for	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	4 views 0 install copies	0 views 0 install copies	6 views 1 install copies
Install	`$ npx skills add kingjulio8238/Memary`	`$ npx skills add DEEP-PolyU/Awesome-GraphRAG`	`$ npx skills add nex-crm/wuphf`	`$ npx skills add HKUDS/LightRAG`