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How to integrate Cloudflare MCP with Pydantic AI

Connect Pydantic AI to Cloudflare MCP. Add new a record for your domain, list all firewall rules for zone, and more using natural language, with authentication handled for you.

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Cloudflare is a global network that secures and accelerates web traffic. It helps protect your sites and APIs from attacks while ensuring reliable performance.

149 Tools

Introduction

This guide walks you through connecting Cloudflare to Pydantic AI using the Composio tool router. By the end, you'll have a working Cloudflare agent that can manage DNS records and zones, deploy Workers and Pages, query D1 databases, store KV data, and run analytics queries through natural language commands.

This guide will help you understand how to give your Pydantic AI agent real control over a Cloudflare account through Composio's Cloudflare MCP server.

Before we dive in, let's take a quick look at the key ideas and tools involved.

Also integrate Cloudflare with

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TL;DR

Here's what you'll learn:
  • How to set up your Composio API key and User ID
  • How to create a Composio Tool Router session for Cloudflare
  • How to attach an MCP Server to a Pydantic AI agent
  • How to stream responses and maintain chat history
  • How to build a simple REPL-style chat interface to test your Cloudflare workflows

What is Pydantic AI?

Pydantic AI is a Python framework for building AI agents with strong typing and validation. It leverages Pydantic's data validation capabilities to create robust, type-safe AI applications.

Key features include:

  • Type Safety: Built on Pydantic for automatic data validation
  • MCP Support: Native support for Model Context Protocol servers
  • Streaming: Built-in support for streaming responses
  • Async First: Designed for async/await patterns

What is the Cloudflare MCP server, and what's possible with it?

The Cloudflare MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Cloudflare account. It provides structured and secure access to your Cloudflare infrastructure, so your agent can perform actions like managing DNS records, configuring WAF lists, auditing firewall rules, and overseeing zones and account members—all on your behalf.

  • DNS record management: Effortlessly create or delete DNS records within any zone, allowing your agent to automate domain setup and maintenance tasks.
  • WAF list and firewall rule automation: Direct your agent to create, list, or delete Web Application Firewall (WAF) lists and audit firewall rules to enhance your site's security posture.
  • Zone administration: Enable your agent to create new zones when adding domains or delete zones that are no longer needed, streamlining domain onboarding and cleanup.
  • Account and member management: Let your agent list all Cloudflare accounts you have access to and enumerate members within each account for audit or collaboration purposes.
  • Comprehensive infrastructure visibility: Ask your agent to fetch and review your entire Cloudflare account structure, making it simple to monitor resources and configurations at scale.

What is the Composio tool router, and how does it fit here?

What is Composio SDK?

Composio's Composio SDK helps agents find the right tools for a task at runtime. You can plug in multiple toolkits (like Gmail, HubSpot, and GitHub), and the agent will identify the relevant app and action to complete multi-step workflows. This can reduce token usage and improve the reliability of tool calls. Read more here: Getting started with Composio SDK

The tool router generates a secure MCP URL that your agents can access to perform actions.

How the Composio SDK works

The Composio SDK follows a three-phase workflow:

  1. Discovery: Searches for tools matching your task and returns relevant toolkits with their details.
  2. Authentication: Checks for active connections. If missing, creates an auth config and returns a connection URL via Auth Link.
  3. Execution: Executes the action using the authenticated connection.

Step-by-step Guide

Step by step09 STEPS
1

Prerequisites

Before starting, make sure you have:
  • Python 3.9 or higher
  • A Composio account with an active API key
  • Basic familiarity with Python and async programming
2

Getting API Keys for OpenAI and Composio

OpenAI API Key
  • Go to the OpenAI dashboard and create an API key. You'll need credits to use the models, or you can connect to another model provider.
  • Keep the API key safe.
Composio API Key
  • Log in to the Composio dashboard.
  • Navigate to your API settings and generate a new API key.
  • Store this key securely as you'll need it for authentication.
3

Install dependencies

bash
pip install composio pydantic-ai python-dotenv

Install the required libraries.

What's happening:

  • composio connects your agent to external SaaS tools like Cloudflare
  • pydantic-ai lets you create structured AI agents with tool support
  • python-dotenv loads your environment variables securely from a .env file
4

Set up environment variables

bash
COMPOSIO_API_KEY=your_composio_api_key_here
USER_ID=your_user_id_here
OPENAI_API_KEY=your_openai_api_key

Create a .env file in your project root.

What's happening:

  • COMPOSIO_API_KEY authenticates your agent to Composio's API
  • USER_ID associates your session with your account for secure tool access
  • OPENAI_API_KEY to access OpenAI LLMs
5

Import dependencies

python
import asyncio
import os
from dotenv import load_dotenv
from composio import Composio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerStreamableHTTP

load_dotenv()
What's happening:
  • We load environment variables and import required modules
  • Composio manages connections to Cloudflare
  • MCPServerStreamableHTTP connects to the Cloudflare MCP server endpoint
  • Agent from Pydantic AI lets you define and run the AI assistant
6

Create a Tool Router Session

python
async def main():
    api_key = os.getenv("COMPOSIO_API_KEY")
    user_id = os.getenv("USER_ID")
    if not api_key or not user_id:
        raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment")

    # Create a Composio Tool Router session for Cloudflare
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["cloudflare"],
    )
    url = session.mcp.url
    if not url:
        raise ValueError("Composio session did not return an MCP URL")
What's happening:
  • We're creating a Tool Router session that gives your agent access to Cloudflare tools
  • The create method takes the user ID and specifies which toolkits should be available
  • The returned session.mcp.url is the MCP server URL that your agent will use
7

Initialize the Pydantic AI Agent

python
# Attach the MCP server to a Pydantic AI Agent
cloudflare_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
agent = Agent(
    "openai:gpt-5",
    toolsets=[cloudflare_mcp],
    instructions=(
        "You are a Cloudflare assistant. Use Cloudflare tools to help users "
        "with their requests. Ask clarifying questions when needed."
    ),
)
What's happening:
  • The MCP client connects to the Cloudflare endpoint
  • The agent uses GPT-5 to interpret user commands and perform Cloudflare operations
  • The instructions field defines the agent's role and behavior
8

Build the chat interface

python
# Simple REPL with message history
history = []
print("Chat started! Type 'exit' or 'quit' to end.\n")
print("Try asking the agent to help you with Cloudflare.\n")

while True:
    user_input = input("You: ").strip()
    if user_input.lower() in {"exit", "quit", "bye"}:
        print("\nGoodbye!")
        break
    if not user_input:
        continue

    print("\nAgent is thinking...\n", flush=True)

    async with agent.run_stream(user_input, message_history=history) as stream_result:
        collected_text = ""
        async for chunk in stream_result.stream_output():
            text_piece = None
            if isinstance(chunk, str):
                text_piece = chunk
            elif hasattr(chunk, "delta") and isinstance(chunk.delta, str):
                text_piece = chunk.delta
            elif hasattr(chunk, "text"):
                text_piece = chunk.text
            if text_piece:
                collected_text += text_piece
        result = stream_result

    print(f"Agent: {collected_text}\n")
    history = result.all_messages()
What's happening:
  • The agent reads input from the terminal and streams its response
  • Cloudflare API calls happen automatically under the hood
  • The model keeps conversation history to maintain context across turns
9

Run the application

python
if __name__ == "__main__":
    asyncio.run(main())
What's happening:
  • The asyncio loop launches the agent and keeps it running until you exit

Complete Code

Here's the complete code to get you started with Cloudflare and Pydantic AI:

python
import asyncio
import os
from dotenv import load_dotenv
from composio import Composio
from pydantic_ai import Agent
from pydantic_ai.mcp import MCPServerStreamableHTTP

load_dotenv()

async def main():
    api_key = os.getenv("COMPOSIO_API_KEY")
    user_id = os.getenv("USER_ID")
    if not api_key or not user_id:
        raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment")

    # Create a Composio Tool Router session for Cloudflare
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["cloudflare"],
    )
    url = session.mcp.url
    if not url:
        raise ValueError("Composio session did not return an MCP URL")

    # Attach the MCP server to a Pydantic AI Agent
    cloudflare_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[cloudflare_mcp],
        instructions=(
            "You are a Cloudflare assistant. Use Cloudflare tools to help users "
            "with their requests. Ask clarifying questions when needed."
        ),
    )

    # Simple REPL with message history
    history = []
    print("Chat started! Type 'exit' or 'quit' to end.\n")
    print("Try asking the agent to help you with Cloudflare.\n")

    while True:
        user_input = input("You: ").strip()
        if user_input.lower() in {"exit", "quit", "bye"}:
            print("\nGoodbye!")
            break
        if not user_input:
            continue

        print("\nAgent is thinking...\n", flush=True)

        async with agent.run_stream(user_input, message_history=history) as stream_result:
            collected_text = ""
            async for chunk in stream_result.stream_output():
                text_piece = None
                if isinstance(chunk, str):
                    text_piece = chunk
                elif hasattr(chunk, "delta") and isinstance(chunk.delta, str):
                    text_piece = chunk.delta
                elif hasattr(chunk, "text"):
                    text_piece = chunk.text
                if text_piece:
                    collected_text += text_piece
            result = stream_result

        print(f"Agent: {collected_text}\n")
        history = result.all_messages()

if __name__ == "__main__":
    asyncio.run(main())

Conclusion

You've built a Pydantic AI agent that can interact with Cloudflare through Composio's Tool Router. With this setup, your agent can perform real Cloudflare actions through natural language. You can extend this further by:
  • Adding other toolkits like Gmail, HubSpot, or Salesforce
  • Building a web-based chat interface around this agent
  • Using multiple MCP endpoints to enable cross-app workflows (for example, Gmail + Cloudflare for workflow automation)
This architecture makes your AI agent "agent-native", able to securely use APIs in a unified, composable way without custom integrations.
TOOLS

Supported Tools

Every Cloudflare action and event your agent gets out of the box.

Bulk Read KV Values

Read up to 100 text or JSON values from a Workers KV namespace.

Bulk Write Workers KV Entries

Create or overwrite up to 10,000 entries in one Workers KV namespace.

Cancel Worker Build

Cancel a queued or running Cloudflare Workers CI build.

Capture Browser Snapshot

Render a URL or supplied HTML and return selected page representations.

Check Registrar Domains

Check authoritative registration availability and pricing for up to 20 domains.

Create Access Application

Create an account-scoped Cloudflare Access application.

Create Account API Token

Create an account-owned API token and return its one-time secret value.

Create Alert Policy

Create an account-level Cloudflare notification policy.

Create D1 Database

Create a D1 database with optional placement and replication settings.

Create DNS record

Tool to create a new DNS record within a specific zone.

Create Email Routing Address

Register an Email Routing destination; Cloudflare sends it a verification email.

Create KV Namespace

Create a classic or KV Instant namespace in a Cloudflare account.

Create WAF List

Create a new empty custom list for use in WAF rules and filters.

Create Pages Deployment

Create a Cloudflare Pages deployment from a Git branch or Direct Upload manifest.

Create Pages Project

Create a Cloudflare Pages project for a production branch.

Create R2 Bucket

Create an R2 bucket with optional placement and storage settings.

Create Turnstile Widget

Create a Turnstile challenge widget for selected domains.

Create User API Token

Create a user API token carrying supplied grants.

Create Worker

Create a beta Worker resource and configure its observability, previews, subdomain, tags, and tail consumers.

Create Worker Build Trigger

Create a repository-backed Workers build trigger.

Create Worker Deployment

Deploy existing Worker versions immediately to live traffic by percentage.

Create Worker Version

Upload code, assets, and configuration as a new Worker version without deploying it to production traffic.

Create Zone

Create a Cloudflare DNS zone for a domain, optionally specifying the account and zone setup mode.

Delete Access Application

Permanently delete one account-scoped Cloudflare Access application.

Delete Account API Token

Permanently and irreversibly revoke an account-owned Cloudflare API token.

Delete DNS Record

Tool to delete a DNS record within a specific zone.

Delete WAF List

Tool to delete a WAF list.

Delete Pages Deployment

Delete a selected non-production Cloudflare Pages deployment.

Delete User API Token

Permanently revoke one user-owned Cloudflare API token.

Delete Worker

Permanently delete a beta Worker and its versions and deployments.

Delete Worker Script

Delete a classic Worker script.

Delete Zone

Tool to delete a zone.

Deploy Worker Script

Upload or replace a JavaScript module Worker script and create its latest version.

Deploy Worker With Assets

Upload static assets, create a Worker version, and deploy all traffic to it.

Download Worker Script

Download the raw source or multipart module bundle for a Worker script.

Execute D1 Query

Execute SQL against one Cloudflare D1 database.

Get Access Application

Retrieve one Cloudflare Access application by its exact application ID.

Get Access Reusable Policy

Retrieve one reusable Cloudflare Access policy by its policy UUID.

Get Account

Retrieve one Cloudflare account by its exact account ID.

Get Account Build Limits

Return whether an account has exhausted its Worker build minutes and when they refresh.

Get Account Member

Retrieve the identity, roles, policies, and status of an account member.

Get Account Token

Retrieve metadata and policies for one account-owned API token.

Get Bot Management Settings

Tool to retrieve a zone's Bot Management configuration (Bot Fight Mode / Super Bot Fight Mode / Enterprise Bot Management).

Get Current User

Retrieve identity and account-membership details for the current user.

Get D1 Database

Get details for one D1 database, optionally selecting response fields.

Get KV Namespace

Retrieve metadata for one Cloudflare Workers KV namespace.

Get KV Value

Retrieve a key's value from a Workers KV namespace.

List WAF Lists

Fetch WAF lists for a Cloudflare account without their items.

Get MCP Server

Retrieve one Access AI Controls MCP server and its synchronization state.

Get Pages Deployment

Retrieve one Cloudflare Pages deployment and its current build status.

Get Pages Deployment Logs

Retrieve build log lines for one Cloudflare Pages deployment.

Get Pages Project

Retrieve one Cloudflare Pages project and its configuration.

Get Pages Upload Token

Request a short-lived JWT for Cloudflare Pages Direct Upload assets.

Get R2 Bucket

Retrieve properties for one named Cloudflare R2 bucket.

Get R2 Bucket Lock

Return the object-lock rules configured for an R2 bucket.

Get R2 Managed Domain

Retrieve the managed r2.

Get R2 Object

Download an object's stored content and metadata from an R2 bucket.

Get Tunnel Configuration

Retrieve the current configuration of a remotely managed Cloudflare Tunnel.

Get User API Token

Retrieve metadata and policies for one user-owned API token.

Get Worker

Retrieve one beta Worker resource by its exact ID or name.

Get Worker Build Logs

Retrieve cursor-paginated log output for one Workers CI build.

Get Worker Preview Deployment

Retrieve a specific or latest deployment for a Worker Preview.

Get Workers AI Model Schema

Retrieve the input and output JSON Schemas for a Workers AI model.

Get Worker Script Content

Retrieve the deployed content of one Cloudflare Worker script.

Get Worker Script Settings

Retrieve a Worker script's metadata and runtime configuration.

Get Worker Script Subdomain

Inspect workers.

Get Worker Script Version

Retrieve detailed information for one classic Worker script version.

Get Worker Service Environment Content

Retrieve deployed content for a legacy Worker service environment.

Get Workers Subdomain

Return the workers.

Get Worker Version

Retrieve one beta Worker version; optional code modules may add megabytes.

Get Workflow

Retrieve one Workflow's configuration, metadata, schedules, and counts.

Get Workflow Instance

Retrieve logs, status, and execution details for one Workflow instance.

Get Zero Trust Organization

Retrieve the configuration of a Cloudflare Zero Trust organization.

Get Zone

Retrieve one Cloudflare zone and its configuration, status, and metadata.

Get Zone Ruleset Phase Entrypoint

Retrieve the latest active zone entrypoint ruleset for a Rulesets phase.

Get Zone Setting

Fetch one setting for a Cloudflare zone by setting name.

Inventory Developer Resources

Return one page each of KV namespaces, Workflows, and D1 databases.

List Access Application Policies

List policies attached to one Cloudflare Access application.

List Access Applications

List and filter Cloudflare Access applications in an account.

List Access Reusable Policies

List reusable Cloudflare Access policies for an account.

List Account Members

List a page of Cloudflare account members with their user details, roles, permissions, status, and access policies when available.

List Accounts

List all Cloudflare accounts you have ownership or verified access to.

List Account Subscriptions

List billing subscriptions and plan details for one Cloudflare account.

List Account Tokens

List account-owned API token metadata and policies with pagination.

List D1 Databases

List one page of D1 databases in an account.

List DNS records

List and search one page of DNS records in a Cloudflare zone, including record IDs and properties.

List Email Routing Addresses

List one page of Email Routing destination addresses configured for an account, optionally filtering by verification status.

List Firewall Rules

List one page of firewall rules for a specific DNS zone for auditing.

List KV Keys

List key names and metadata in a Cloudflare Workers KV namespace.

List KV Namespaces

List Workers KV namespaces in a Cloudflare account.

List MCP Portals

List Cloudflare Access AI Controls MCP portals with pagination and search.

List Monitors

Tool to list all load-balancer monitors in a Cloudflare account.

List Pages Deployments

List production or preview deployments for a Cloudflare Pages project.

List Pages Project Domains

List custom domains attached to a Cloudflare Pages project, including their validation and verification state.

List Pages Projects

List Pages projects in a Cloudflare account.

List Pools

Tool to list all load balancer pools in a Cloudflare account.

List Queues

List queues owned by a Cloudflare account.

List R2 Buckets

List and filter R2 buckets in a Cloudflare account.

List R2 Objects

List object metadata in an R2 bucket with cursor pagination.

List Registrar Registrations

List domains registered through Cloudflare Registrar.

List Rule List Entries

List entries in one Cloudflare account rule list.

List Web Analytics Sites

List Cloudflare Web Analytics sites for an account.

List Tunnels

List Cloudflare Tunnel (cloudflared) tunnels in an account to discover tunnel IDs, names, and statuses.

List Turnstile Widgets

List Turnstile widgets configured for a Cloudflare account, returning widget summaries without secret keys.

List User API Tokens

List one page of metadata for API tokens created by the connected Cloudflare user without returning token secrets.

List Worker Builds

List one page of Workers CI builds associated with an immutable Worker tag.

List Worker Build Triggers

List Workers Builds trigger configurations associated with one Worker tag.

List Worker Deployments

List one page of deployment history for a classic Worker script.

List Worker Routes

List Worker route patterns and script assignments for a Cloudflare zone.

List Workers

List account Workers with optional sorting and page-based pagination.

List Workers Build Tokens

List Workers Builds authentication token metadata for an account, with optional pagination.

List Worker Scripts

List uploaded classic Worker scripts, optionally filtering by tag rules.

List Worker Script Versions

List classic Worker script versions, optionally filtering to deployable versions.

List Workers Domains

List custom domains routed to Workers in a Cloudflare account.

List Worker Secrets

List the names and types of secrets bound to one Worker script.

List Worker Telemetry Values

List unique values observed for a Workers telemetry field.

List Worker Versions

List paginated versions of a Cloudflare Worker.

List Workflow Instances

List Workflow executions with state, UTC date, and cursor filters.

List Workflows

List and search account Workflows.

List Zones

List, search, sort, and filter accessible Cloudflare zones.

Manage Worker Schedules

Get a Worker's Cron Triggers, or replace all triggers when schedules is supplied.

Query Analytics SQL

Execute a parameterized Cloudflare Analytics SQL SELECT statement.

Query GraphQL Analytics

Run a read-only query against Cloudflare's GraphQL Analytics API.

Query Worker Telemetry

Run a saved or ad-hoc Workers Observability telemetry query.

Replace Rules List Items

Replace every item in a Rules List and poll for the bulk operation outcome.

Rerun Zone Activation Check

Trigger a fresh activation check for a pending Cloudflare zone.

Roll Account Token

Irreversibly rotate an Account Owned API token secret.

Roll Back Pages Deployment

Promote a previous successful Pages deployment back to production.

Run Workers AI Model

Run a Workers AI model and return non-streaming JSON; streaming is unsupported.

Scrape Page Elements

Render a URL or supplied HTML and return elements matching CSS selectors.

Start Worker Asset Upload Session

Register a Worker static-asset manifest and return a one-hour JWT and hash buckets for later asset-upload calls; this action does not upload asset bytes.

Start Worker Build

Start a Workers CI run that executes the trigger's configured build and deploy commands and may deploy the Worker.

Update Access Application

Replace one account-scoped Cloudflare Access application with a full PUT.

Update DNS record

Tool to update an existing DNS record within a specific zone.

Update WAF List

Tool to update the description of a WAF list (cannot update items).

Update Pages Project

Rename a Pages project or update its production branch, build configuration, deployment environments, or source repository settings.

Update Tunnel Configuration

Tool to update a remotely-managed Cloudflare Tunnel's configuration (ingress rules and routing).

Update Worker Build Trigger

Update commands, caching, and filters for a Workers build trigger.

Update Worker Preview Deployment

Create a new Preview deployment by merge-patching bindings or annotations on an existing Preview deployment.

Update Worker Script Settings

Patch Worker configuration and metadata, creating a new version.

Update Worker Script Subdomain

Enable or disable a Worker script and its previews on workers.

Update Zone

Tool to update properties of an existing zone; changes apply immediately to the live zone.

Update Zone Ruleset Phase Entrypoint

Replace a zone phase entrypoint ruleset.

Upload Pages Assets

Upload static assets and register their hashes for a Pages deployment.

Upload R2 Object

Upload binary content to an R2 key, replacing its content if it exists.

Upload Worker Assets

Upload one bucket of base64-encoded Worker static assets.

Upload Worker Script Version

Upload a module-syntax classic Worker version without deploying it.

Upsert Worker Secret

Add or replace one secret binding, creating a new Worker version.

Write KV Value

Create or replace a UTF-8 value in a Cloudflare Workers KV namespace.

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FAQ

Frequently asked questions

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