Weights & Biases

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Query W&B experiments, runs, Weave traces and evaluations, and create reports using natural language.

state.key.long (state.key.title)Streamable HTTP

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https://mcp.withwandb.com/mcp

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mcp.tc/i/wandb

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Connects an assistant to Weights & Biases Models and Weave. You can query projects and runs, read bounded run history, compare and diagnose runs, analyze Weave traces, summarize evaluations, browse registries and artifacts, search the W&B docs, and create reports.

The server is available as a hosted streamable HTTP endpoint at mcp.withwandb.com and as an open-source project (MIT). It needs a W&B API key sent as a Bearer token in the Authorization header. A read-only mode omits the tools that write data.

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  • Query runs, configs and summaries in W&B projects
  • Fetch bounded time-series history for multiple metrics
  • Compare and diagnose training runs
  • Query, count and analyze Weave traces
  • Summarize evaluation results
  • Browse registries and compare artifact versions
  • Create W&B reports with charts and markdown
  • Search the official W&B documentation

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  • Show me the top 5 runs by eval/accuracy in my-team/my-project.

  • Look at the last 100 traces in my project and explain the most common failures.

  • Create a W&B report comparing these three training runs.

  • Why did run abc123 diverge?

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Claude Code

  1. Run this in a terminal, in your project folder:
claude mcp add --transport http wandb https://mcp.withwandb.com/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
  1. Replace the placeholder with your key before you run it, then check it with /mcp inside Claude Code.

Add --scope user to make it available in every project, not just this one.

Claude Desktop

  1. Custom connectors can't send this server's key header, so use the mcp-remote bridge. Open Settings → Developer → Edit Config and add:
claude_desktop_config.json
{
  "mcpServers": {
    "wandb": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.withwandb.com/mcp",
        "--header",
        "Authorization: Bearer <YOUR_API_KEY>"
      ]
    }
  }
}
  1. Replace the placeholder with your key and restart Claude Desktop.

The bridge needs Node.js on your computer.

Cursor

Or add it by hand to ~/.cursor/mcp.json (all projects) or .cursor/mcp.json (this project):

mcp.json
{
  "mcpServers": {
    "wandb": {
      "url": "https://mcp.withwandb.com/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}

VS Code

Add it to .vscode/mcp.json. VS Code asks for the key the first time and stores it securely:

.vscode/mcp.json
{
  "servers": {
    "wandb": {
      "type": "http",
      "url": "https://mcp.withwandb.com/mcp",
      "headers": {
        "Authorization": "Bearer ${input:api-key}"
      }
    }
  },
  "inputs": [
    {
      "type": "promptString",
      "id": "api-key",
      "description": "API key",
      "password": true
    }
  ]
}

Devin Desktop

  1. Add it to ~/.config/devin/mcp_config.json (macOS and Linux) or %APPDATA%\devin\mcp_config.json (Windows):
mcp_config.json
{
  "mcpServers": {
    "wandb": {
      "serverUrl": "https://mcp.withwandb.com/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
  1. Refresh the MCP server list in Cascade.

Devin Desktop is the new name for Windsurf. It reads serverUrl (or url) for remote servers.

Codex

codex mcp add wandb --url https://mcp.withwandb.com/mcp --bearer-token-env-var WANDB_API_KEY

Or edit ~/.codex/config.toml directly:

config.toml
[mcp_servers.wandb]
url = "https://mcp.withwandb.com/mcp"
bearer_token_env_var = "WANDB_API_KEY"

Set WANDB_API_KEY to your key in the shell that runs Codex.

Gemini CLI

gemini mcp add --transport http --header "Authorization: Bearer <YOUR_API_KEY>" wandb https://mcp.withwandb.com/mcp

This adds it to the current project. Add -s user to use it everywhere.

Any client

Most clients accept this shape. Some name the URL field differently: serverUrl in Devin Desktop, httpUrl in Gemini CLI's settings file.

{
  "mcpServers": {
    "wandb": {
      "type": "http",
      "url": "https://mcp.withwandb.com/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}

Zed puts servers under context_servers in its settings. Cline needs "type": "streamableHttp", or it assumes SSE.

Client only starts local servers? Bridge it with npx -y mcp-remote https://mcp.withwandb.com/mcp.

listing.faq

Can I paste mcp.tc/i/wandb into my MCP client?

No. mcp.tc links are pages, not server addresses. Connect with https://mcp.withwandb.com/mcp, so your client talks to Weights & Biases directly. Your key goes there too, never to mcp.tc. The quick link is for sharing: it opens this page, with setup steps for every client.

Does Weights & Biases need an API key or a sign-in?

Yes. Weights & Biases needs an API key, sent as the Authorization header. Get one from Weights & Biases (CoreWeave) and keep it in your client's config, never in a shared file.

Is Weights & Biases a remote or a local server?

Remote. Weights & Biases (CoreWeave) hosts it at https://mcp.withwandb.com/mcp, and it speaks Streamable HTTP. There's nothing to install.

What can Weights & Biases do?

You can query runs, configs and summaries in W&B projects, fetch bounded time-series history for multiple metrics and compare and diagnose training runs.

Which clients can use it?

Any client that supports remote MCP servers and can send your key: Claude Code, Cursor, VS Code, Devin Desktop, Codex, Gemini CLI, Zed and others, and Claude Desktop through the mcp-remote bridge. claude.ai and ChatGPT can't send a key, so they can't use it.

Who wrote this page?

mcp.tc's robot read Weights & Biases's own metadata (its MCP handshake, tool list and public pages), and an AI model drafted the text from it. A person reviews anything the checks can't confirm. The text can still be wrong, so if you spot a mistake, use Report this listing on this page.

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