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 1 skill
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Shopkeeper Agent is the strongest overall pick here because it has a 71/100 readiness score and fits RAG and knowledge.
Strongest overall
Shopkeeper Agent
Prototype with this skill first; keep a fallback candidate ready.
Fastest prototype
Shopkeeper Agent
Best first install candidate based on install readiness and adoption.
Freshest repo
Shopkeeper Agent
Most recent maintenance signal among this shortlist.
| Signal | Shopkeeper Agent 📊 电商数仓智能问数 AI Agent，最适合用于系统学习 LangGraph 的实战项目：基于 LangGraph、FastAPI、Qdrant、Elasticsearch、MySQL 与 React，完整实现元数据知识库、混合检索、自然语言生成 NL2SQL 生成校验、SQL 执行与流式查询展示。前后端完整代码全栈可跑，Docker 环境一键部署，配套 ai-agents-from-zero 免费教程与章节代码分支。适合系统学习大模型应用、数据分析 Agent 和企业级 AI 工程落地。 |
|---|---|
| Quality | 72/100 Strong |
| Decision verdict | 71/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. |
| Adoption | 110 stars 0 installs |
| Freshness | May 18, 2026 |
| Use-case fit | |
| Stack fit | |
| Platform hints | Python, RAG, Claude Code, LangChain |
| Warnings | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add didilili/shopkeeper-agent |