Semantic Search MCP Server
Enables semantic search over documentation stored in a Vectorize database using the Cloudflare Agents SDK, allowing users to query indexed content via natural language.
README
Semantic Search MCP Server
An MCP Server using the Agents SDK that can search documentation stored in a Vectorize database.
The same code that powers the MCP Server at https://mcp.developers.cloudflare.com/sse (or https://mcp.developers.cloudflare.com/mcp for the stateless version)
Using in Claude Desktop
{
"mcpServers": {
"cloudflare-docs": {
"command": "npx", // or may need the full path, eg if using volta: "/Users/myuser/.volta/bin/npx"
"args": ["mcp-remote@latest", "https://mcp.developers.cloudflare.com/mcp"]
// Below only needed if you're using a Zero Trust client like Cloudflare WARP
// "env": {
// "NODE_EXTRA_CA_CERTS": "/path/to/certificate.pem"
// }
}
}
}
Testing in Cloudflare's AI Playground
Go to https://playground.ai.cloudflare.com/ and enter https://mcp.developers.cloudflare.com/mcp as the MCP Server
Testing in VSCode
Type Shift-Cmd-P and choose "MCP: Add Server..." and then choose "HTTP (server-sent events)", then enter https://mcp.developers.cloudflare.com/sse as the URL.
Testing locally (requires a populated Vectorize DB)
npm run dev
Then go to https://playground.ai.cloudflare.com/ and enter http://localhost:8787/mcp as the MCP Server
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.