How to integrate Bugsnag MCP with Pydantic AI

This guide walks you through connecting Bugsnag to Pydantic AI using the Composio tool router. By the end, you'll have a working Bugsnag agent that can bulk update error statuses for project x, invite new collaborator to your organization, create a saved search for critical errors through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Bugsnag account through Composio's Bugsnag MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved.

Bugsnag logoBugsnag
Api Key

Bugsnag is an error monitoring and stability management platform for software teams. It helps developers quickly detect, prioritize, and resolve application bugs for a smoother user experience.

60 Tools

Introduction

This guide walks you through connecting Bugsnag to Pydantic AI using the Composio tool router. By the end, you'll have a working Bugsnag agent that can bulk update error statuses for project x, invite new collaborator to your organization, create a saved search for critical errors through natural language commands.

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

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

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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 Bugsnag
  • 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 Bugsnag 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 Bugsnag MCP server, and what's possible with it?

The Bugsnag MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Bugsnag account. It provides structured and secure access to your error monitoring environment, so your agent can perform actions like managing errors, configuring integrations, inviting collaborators, and customizing project event fields on your behalf.

  • Bulk error management and updates: Let your agent update or clear multiple errors across your projects to streamline incident response and maintenance.
  • Integration configuration and cleanup: Have your agent set up new third-party integrations or remove existing ones, ensuring your Bugsnag projects are always connected to the right tools.
  • User and collaborator management: Easily invite new collaborators to your organization or remove access for old members, keeping your team roster up to date.
  • Custom event field creation and deletion: Direct your agent to add or remove custom event fields for advanced filtering and analytics within your projects.
  • Project-level administration and cleanup: Instruct your agent to perform large-scale actions such as deleting all errors or even entire projects, giving you powerful administrative control when needed.

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 Bugsnag
  • 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 Bugsnag
  • MCPServerStreamableHTTP connects to the Bugsnag 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 Bugsnag
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["bugsnag"],
    )
    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 Bugsnag 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
bugsnag_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
agent = Agent(
    "openai:gpt-5",
    toolsets=[bugsnag_mcp],
    instructions=(
        "You are a Bugsnag assistant. Use Bugsnag tools to help users "
        "with their requests. Ask clarifying questions when needed."
    ),
)
What's happening:
  • The MCP client connects to the Bugsnag endpoint
  • The agent uses GPT-5 to interpret user commands and perform Bugsnag 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 Bugsnag.\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
  • Bugsnag 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 Bugsnag 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 Bugsnag
    composio = Composio(api_key=api_key)
    session = composio.create(
        user_id=user_id,
        toolkits=["bugsnag"],
    )
    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
    bugsnag_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY})
    agent = Agent(
        "openai:gpt-5",
        toolsets=[bugsnag_mcp],
        instructions=(
            "You are a Bugsnag assistant. Use Bugsnag 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 Bugsnag.\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 Bugsnag through Composio's Tool Router. With this setup, your agent can perform real Bugsnag 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 + Bugsnag 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 Bugsnag action and event your agent gets out of the box.

Add Collaborator to Teams

Tool to add a collaborator to a group of teams in a Bugsnag organization.

Add Collaborators to Team

Tool to add collaborators to a team in a Bugsnag organization.

Bulk Update Errors

Bulk update multiple errors in a Bugsnag project.

Configure Integration

Tool to configure a new integration for a Bugsnag project.

Confirm Project Event Data Deletion

Confirms a project event data deletion request in Bugsnag.

Invite Collaborator

Invites a new collaborator to a Bugsnag organization by email.

Create Custom Event Field

Creates a custom event field for a Bugsnag project, enabling filtering and pivoting on custom metadata.

Create Organization Project

Tool to create a new project in a Bugsnag organization.

Create Organization Team

Tool to create a new team in a Bugsnag organization.

Create Organization Data Deletion Request

Tool to create an event data deletion request for GDPR/CCPA compliance.

Create Organization Data Request

Tool to create an event data request for a Bugsnag organization (GDPR/CCPA compliance).

Create Project Event Data Deletion Request

Tool to create an event data deletion request for a specific project.

Create Project Event Data Request

Tool to create an event data request for a Bugsnag project.

Create Saved Search

Creates a saved search (filterset) for a Bugsnag project that persists filter and sort configurations.

Delete All Errors in a Project

Permanently deletes all errors and event data from a Bugsnag project.

Delete Collaborator

Removes a collaborator from a Bugsnag organization.

Delete a configured integration

Tool to delete a configured integration.

Delete Custom Event Field

Deletes a custom event field from a Bugsnag project.

Delete Organization

Permanently deletes a Bugsnag organization.

Delete Organization Team

Tool to delete a team from a Bugsnag organization.

Delete Project

Permanently deletes a Bugsnag project.

Delete Saved Search

Permanently deletes a saved search (filterset) from a Bugsnag project.

Get Configured Integration

Tool to retrieve details of a specific configured integration by its ID.

Get Organization By ID

Tool to view an organization by its ID.

Get Organization Collaborator Project Access Counts

Tool to view the project count of collaborators in an organization.

Get Organization Collaborator Projects

Tool to view projects a collaborator has access to in an organization.

Get Organization Event Data Request

Tool to check the status of an organization event data request.

Get Organization Team

Tool to show the details of a team in an organization.

Get Organization Data Deletion Status

Tool to check the status of an organization event data deletion request in Bugsnag.

Get Pivot Values on a Project

List pivot values for a project, showing how events are distributed across different values of a field.

Get Project Data Deletion Status

Tool to check the status of a project event data deletion request in Bugsnag.

Get Project Event Data Request

Tool to check the status of a project event data request.

Get Project Network Grouping Ruleset

Tool to retrieve a project's network grouping ruleset.

Get Saved Search

Retrieves the details of a specific saved search by its unique ID.

Get Saved Search Usage Summary

Retrieves usage statistics for a saved search, showing how it is being used across the project.

List Collaborator Access Details for Projects

Tool to list summary details of the projects a collaborator has access to.

List Collaborators

Tool to list collaborators in an organization.

List Collaborators on Project

Tool to list collaborators on a project.

List Configured Integrations for Project

Retrieves all configured integrations for a Bugsnag project.

List Errors on Project

List all errors in a Bugsnag project with optional filtering and sorting.

List Event Fields for Project

Lists all event fields available for filtering and pivoting in a Bugsnag project.

List Events for Error

Lists individual error event occurrences for a specific error group.

List Events on Project

List all error events for a Bugsnag project.

List Organizations

Tool to list organizations for the authenticated user.

List Organization Teams

Tool to list teams in an organization.

List Pivots for Project

Lists all pivot field definitions for a Bugsnag project.

List Project Feature Flags

List feature flags on a Bugsnag project for a specific release stage.

List Project Feature Flag Summaries

List feature flag summaries for a Bugsnag project with optional search filtering.

List Projects

Tool to list projects in an organization.

List Release Groups

Tool to list release groups for a project.

List Releases

List all releases (deployed versions) of a Bugsnag project.

List Saved Searches on Project

Lists all saved searches for a Bugsnag project.

List Supported Integrations

Tool to list all supported integrations.

List Trends for Project Buckets

Retrieves time-segmented event counts (trend buckets) for a Bugsnag project.

Regenerate Project API Key

Regenerates a Bugsnag project's notifier API key.

Show Collaborator Access Details for Project

Tool to show a collaborator's access details for a project.

Show Collaborator on Organization

Tool to show a collaborator in an organization.

Show Collaborator on Project

Tool to show a collaborator in a project.

Test Integration

Tool to test an integration configuration before deploying it.

Update Collaborator Permissions

Tool to update a collaborator's project access permissions.

FAQ

Frequently asked questions

With a standalone Bugsnag MCP server, the agents and LLMs can only access a fixed set of Bugsnag tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Bugsnag and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Pydantic AI fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Bugsnag tools.

Yes, absolutely. You can configure which Bugsnag scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Bugsnag data and credentials are handled as safely as possible.

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