data-ai MCP Server
📊 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。
Discovered via agent-topic:ai-agent and last synced 3mo ago.
Install instructions not detected yet
Check the source repository for the latest setup steps.
[项目概述与数仓基础](https://didilili.github.io/ai-agents-from-zero/#/%E5%AE%9E%E6%88%98%E9%A1%B9%E7%9B%AE-%E7%94%B5%E5%95%86%E9%97%AE%E6%95%B0/1-%E9%A1%B9%E7%9B%AE%E6%A6%82%E8%BF%B0%E4%B8%8E%E6%95%B0%E4%BB%93%E5%9F%BA%E7%A1%80)
组织多阶段问数工作流
节点执行进度
`6333`
`8081`
最终查询结果
全局异常消息
`3306`
`9200`
封装 LLM 与 Embedding 调用
提供问数 API、依赖注入和生命周期管理
实时返回节点进度、查询结果和错误消息
`5601`
[前言](https://didilili.github.io/ai-agents-from-zero/#/%E5%AE%9E%E6%88%98%E9%A1%B9%E7%9B%AE-%E7%94%B5%E5%95%86%E9%97%AE%E6%95%B0/0-%E5%89%8D%E8%A8%80)
[项目整体架构与智能体流程](https://didilili.github.io/ai-agents-from-zero/#/%E5%AE%9E%E6%88%98%E9%A1%B9%E7%9B%AE-%E7%94%B5%E5%95%86%E9%97%AE%E6%95%B0/2-%E9%A1%B9%E7%9B%AE%E6%95%B4%E4%BD%93%E6%9E%B6%E6%9E%84%E4%B8%8E%E6%99%BA%E8%83%BD%E4%BD%93%E6%B5%81%E7%A8%8B)
[开发环境与基础服务准备](https://didilili.github.io/ai-agents-from-zero/#/%E5%AE%9E%E6%88%98%E9%A1%B9%E7%9B%AE-%E7%94%B5%E5%95%86%E9%97%AE%E6%95%B0/3-%E5%BC%80%E5%8F%91%E7%8E%AF%E5%A2%83%E4%B8%8E%E5%9F%BA%E7%A1%80%E6%9C%8D%E5%8A%A1%E5%87%86%E5%A4%87)
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