How to integrate Weights & Biases MCP with Codex

Codex is one of the most popular coding harnesses out there. And MCP makes the experience even better. With Weights & Biases MCP integration, you can draft, triage, summarise emails, and much more, all without leaving the terminal or the app, whichever you prefer.

Weights & Biases logoWeights & Biases
Api Key

Weights & Biases is an MLOps platform for tracking experiments, models, sweeps, artifacts, and reports. It helps ML teams monitor runs, compare results, and manage model development in one place.

10 Tools

Introduction

Codex is one of the most popular coding harnesses out there. And MCP makes the experience even better. With Weights & Biases MCP integration, you can draft, triage, summarise emails, and much more, all without leaving the terminal or the app, whichever you prefer.

Also integrate Weights & Biases with

Why use Composio?

Apart from a managed and hosted MCP server, you will get:

  • CodeAct: A dedicated workbench that allows GPT to write its code to handle complex tool chaining. Reduces to-and-fro with LLMs for frequent tool calling.
  • Large tool responses: Handle them to minimise context rot.
  • Dynamic just-in-time access to 20,000 tools across 1000+ other Apps for cross-app workflows. It loads the tools you need, so GPTs aren't overwhelmed by tools you don't need.

How to install Weights & Biases MCP in Codex

Run the setup command

Run this command in your terminal to add the Composio MCP server to Codex.

Terminal

It will initiate the authentication in a browser window, authorize Codex to access your Composio account.

Composio authentication page

(Optional) Authenticate with OAuth

To authenticate manually, run the login command to open a browser window and authorize Codex to access your Composio account.

bash
codex mcp login composio

Verify the connection

Run codex mcp list to confirm Composio appears as a registered MCP server.

bash
codex mcp list

Codex App

Codex App follows the same approach as VS Code.

  1. Click ⚙️ on the bottom left → MCP Servers → + Add servers → Streamable HTTP:
  2. Fill the header and Key fields with { "x-consumer-api-key" = "ck_*******" }.
  3. The Key is the Composio API key, that you can find on dashboard.composio.dev
  4. Click on Authenticate and authorize Codex to your Composio account and you're all set.
Codex App MCP setup
  1. Restart and verify if it's there in .codex/config.toml
bash
[mcp_servers.composio]
url = "https://connect.composio.dev/mcp"
http_headers = { "x-consumer-api-key" = "ck_*******" }

What is the Weights & Biases MCP server, and what's possible with it?

The Weights & Biases MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Weights & Biases account. It provides structured and secure access to your W&B projects, runs, sweeps, artifacts, reports, automations, integrations, teams, and organizations, so your agent can explore projects, review experiment runs, inspect sweeps and reports, check workflows, and understand account access on your behalf.

  • Project and experiment review: Have your agent list visible projects and review runs by name, state, and creation time.
  • Sweep and artifact discovery: Direct your agent to find hyperparameter sweeps and inspect the artifact types defined in a project.
  • Report exploration: Let the agent list available W&B reports for a project so you can quickly find relevant experiment analysis.
  • Automation and integration checks: Instruct your agent to review accessible automations, Slack connections, channels, and webhook integration names for an entity.
  • Account and team context: Have your agent identify the authenticated user, default entity, teams, organization details, and team membership information.

Conclusion

You've successfully integrated Weights & Biases with Codex using Composio's MCP server. Now you can interact with Weights & Biases directly from your terminal, VS Code, or the Codex App using natural language commands.

Key benefits of this setup:

  • Seamless integration across CLI, VS Code, and standalone app
  • Natural language commands for Weights & Biases operations
  • Managed authentication through Composio
  • Access to 20,000+ tools across 1000+ apps for cross-app workflows
  • CodeAct workbench for complex tool chaining

Next steps:

  • Try asking Codex to perform various Weights & Biases operations
  • Explore cross-app workflows by connecting more toolkits
  • Build automation scripts that leverage Codex's AI capabilities
TOOLS

Supported Tools

Every Weights & Biases action and event your agent gets out of the box.

Get Current Viewer

Return the authenticated W&B user, default entity, and team names for connection context.

Get Organization

Return a W&B organization's identifiers and organization entity by exact name.

Get Team

Return a W&B team's identity and bounded membership metadata by exact team entity name.

List Artifact Types

Return one page of artifact types defined in a W&B project.

List Automations

Return one page of W&B automations accessible under an entity.

List Integrations

List one page of Slack workspace/channel metadata and webhook integration names for a W&B entity.

List Projects

Return one page of W&B projects visible under an entity.

List Reports

Return one page of beta W&B reports for a project.

List Runs

List one page of runs with IDs, display names, states, and creation times.

List Sweeps

Return one page of hyperparameter sweeps from a W&B project when sweeps are enabled for the account.

FAQ

Frequently asked questions

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

Yes, you can. Codex 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 Weights & Biases tools.

Yes, absolutely. You can configure which Weights & Biases 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 Weights & Biases data and credentials are handled as safely as possible.

Start with Weights & Biases.It takes 30 seconds.

Managed auth, hosted MCP servers, and every Weights & Biases tool your agent needs.Free to start.

Start building