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Semantic Search MCP Server

@mhart

代码仓库

关于 Semantic Search MCP Server

An MCP Server to search a Vectorize DB

基本信息

分类

搜索

运行时

node

传输方式

stdio

发布者

mhart

配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "cloudflare-docs": {
      "command": "npx",
      "args": [
        "mcp-remote@latest",
        "https://mcp.developers.cloudflare.com/mcp"
      ]
    }
  }
}

工具

未检测到工具

工具是从 README 中自动提取的。维护者可以在 ## Tools 标题下列出工具,即可填充这部分内容。

概览

What is Semantic Search MCP Server?

An MCP (Model Context Protocol) server that provides semantic search over documentation stored in a Cloudflare Vectorize database. It is built using the Agents SDK and powers Cloudflare’s own documentation MCP endpoint.

How to use Semantic Search MCP Server?

The server can be accessed remotely via mcp-remote (e.g., npx mcp-remote@latest https://mcp.developers.cloudflare.com/mcp) in Claude Desktop, or directly in Cloudflare’s AI Playground or VSCode via SSE. For local development, run npm run dev after populating a Vectorize database.

Key features of Semantic Search MCP Server

  • Searches documentation stored in a Cloudflare Vectorize database.
  • Built with Cloudflare’s Agents SDK.
  • Deployable to Cloudflare Workers with one click.
  • Supports remote SSE and stateless MCP connections.
  • Works with Claude Desktop, AI Playground, and VSCode.

Use cases of Semantic Search MCP Server

  • Querying Cloudflare documentation via an MCP-enabled AI assistant.
  • Integrating semantic search into MCP‑compatible chat clients.
  • Running a local development server for testing searches against a custom Vectorize database.

FAQ from Semantic Search MCP Server

What does the server search?

It searches documentation stored in a Cloudflare Vectorize database.

How do I use it in Claude Desktop?

Add a mcpServers entry with command npx, args ["mcp-remote@latest", "https://mcp.developers.cloudflare.com/mcp"].

Can I test it in Cloudflare’s AI Playground?

Yes. Enter https://mcp.developers.cloudflare.com/mcp as the MCP Server URL in the Playground.

How do I run it locally?

Run npm run dev (requires a populated Vectorize database). Then use http://localhost:8787/mcp as the server URL.

What transport does it use?

It uses Server‑Sent Events (SSE) for remote access and supports a stateless MCP endpoint at https://mcp.developers.cloudflare.com/mcp.

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