Search

Cloudflare AutoRAG MCP Server

Connect your account, then chat with AI to run tools.

Cloudflare AutoRAG provides functionality to list and search documents stored in AutoRAGs, making it easier for users to manage and retrieve their documents efficiently. This server is beneficial for teams and individuals who need to organize and access large volumes of documents quickly.

Official server
Agent guide included
Start Chatting

Opens MCPBundles Studio with this server selected. After sign-in, chat and run tools from the same thread.

AI Skill
SKILL.md

Domain knowledge for Cloudflare AutoRAG — workflow patterns, data models, and gotchas for your AI agent.

This MCP provider connects to Cloudflare's AutoRAG service, which stores documents in vector databases for semantic search and retrieval. You can search across organized document collections using both traditional and AI-powered search methods.

Capabilities

Account Management

  • List available Cloudflare accounts
  • Set the active account context for operations

Document Discovery

  • Browse available AutoRAG vector stores within your account
  • List document collections and their metadata

Document Search

  • Perform traditional keyword-based searches across stored documents
  • Execute AI-powered semantic searches that understand context and meaning
  • Retrieve relevant documents based on queries rather than exact matches

Domain Model

AutoRAGs are vector stores that contain indexed documents. Each account can have multiple AutoRAG instances, and each instance contains searchable document collections. The AI search capability uses vector similarity to find semantically related content, not just keyword matches.

Usage Notes

You must set an active account before performing document operations. The AI search feature provides more intelligent results by understanding query intent and document context, making it ideal for knowledge retrieval tasks where exact keyword matching isn't sufficient.

Frequently Asked Questions

What is the Cloudflare AutoRAG MCP server?

Cloudflare AutoRAG provides functionality to list and search documents stored in AutoRAGs, making it easier for users to manage and retrieve their documents efficiently. This server is beneficial for teams and individuals who need to organize and access large volumes of documents quickly. It provides tools that AI agents can use through the Model Context Protocol (MCP).

How do I connect Cloudflare AutoRAG to my AI agent?

Add the MCPBundles server URL to your MCP client configuration (Claude Desktop, Cursor, VS Code, etc.). The URL format is: https://mcp.mcpbundles.com/bundle/cloudflare-autorag-mcp. Authentication is handled automatically.

What authentication does Cloudflare AutoRAG require?

Cloudflare AutoRAG uses One-click sign in or API Key. Cloudflare AutoRAG requires credentials. Connect via MCPBundles and authentication is handled automatically.

Setup Instructions

Connect Cloudflare AutoRAG to any MCP client in minutes

https://mcp.mcpbundles.com/bundle/cloudflare-autorag-mcp

What is MCP?

Model Context Protocol lets AI tools call external capabilities securely through a single URL. This bundle groups tools behind an MCP endpoint that many clients can use.

Use this bundle in 3 steps

  1. Copy the MCP URL above
  2. Open your AI tool and add a new MCP/connector
  3. Paste the URL and follow any auth prompts

Claude Desktop Users

Skip the manual setup! Use the .mcpb file format for one-click installation. Check the Claude Desktop tab for setup instructions.

Pick your tool tab for exact steps

Select ChatGPT, Cursor, Claude Code, or another tab for copy-paste config.

Ready to use Cloudflare AutoRAG?

Sign in to connect your credentials and start running tools from the chat.

Cloudflare AutoRAG MCP Server & Skill