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How to Use the Weights & Biases MCP in Cursor

Write ML code that talks to Weights & Biases using Cursor.

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Connect Weights & Biases MCP to Cursor

Create your Vinkius account to connect Weights & Biases to Cursor and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Inject Live Run Data into Code

The `get_run_details` tool allows the AI agent to pull live metrics and configuration data from a specific Weights & Biases run. The unique part is that this response gets injected directly into the code you're writing. You don't get mock data or stubs; the generated function calls use real API responses, making your code immediately actionable.

Discover Project Structure in Cursor

Need to reference a specific dataset or model? Use `list_project_artifacts` to pull that context. The agent then uses this live list when writing the surrounding boilerplate code. If you're debugging, running `list_project_runs` gives the current project scope so the AI knows exactly which experiments it should reference.

Manage Hyperparameters via Cursor

The `list_project_sweeps` tool lets your agent retrieve all the hyperparameter searches done in a Weights & Biases project. This context is critical when you're writing logic that needs to account for sweep boundaries. Pairing this with `list_project_reports` lets the AI write code that consumes specific analysis findings from those reports.

Setup guide

Set up Weights & Biases MCP in Cursor

Prerequisites

  • Cursor installed (macOS, Windows, or Linux)
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Open MCP Settings

    Go to Cursor Settings → MCP or open the Command Palette (Cmd+Shift+P / Ctrl+Shift+P) and search for "MCP: Add Server".

  2. 2

    Add the Weights & Biases MCP

    Cursor will create or open .cursor/mcp.json in your project root. Paste the JSON snippet on the right. Replace [YOUR_TOKEN_HERE] with your endpoint token from cloud.vinkius.com.

  3. 3

    Enable Agent mode

    Open Composer (Cmd+I / Ctrl+I) and switch to Agent mode using the dropdown at the top. MCP tools are only available in Agent mode.

  4. 4

    Verify the connection

    Ask Cursor something like "List my recent Weights & Biases transactions." If the MCP tools are loaded correctly, Cursor will call the Weights & Biases tools automatically. You can also check Settings → MCP for a green status indicator.

.cursor/mcp.json
{
  "mcpServers": {
    "weights-biases-mcp": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Weights & Biases. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about Weights & Biases MCP in Cursor

Cursor's Agent mode calls the MCP tools. Instead of just giving you a text summary, it feeds the resulting JSON data directly into your code buffer, letting you write against live API responses.
Absolutely. Calling `list_wandb_projects` is a quick way for the AI to map out your entire Weights & Biases entity, ensuring all relevant projects are available for the current task.
This MCP Server handles ML metadata like run metrics and artifact identifiers. The focus is on experiment tracking details, not raw user inputs or sensitive personal identifying information (PII).
You'll use the `list_wandb_projects` tool. The AI can then incorporate that comprehensive list into your code, perhaps as a source variable or validation check.
Yes, you configure the server connection via `.cursor/mcp.json`. This lets the agent access the Weights & Biases tools within your local project scope.

Start using the Weights & Biases MCP today

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