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Weights & Biases
Query W&B runs, sweeps and artifacts.
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About
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Weights & Biases is a Model Context Protocol server in the Analytics & Monitoring category. It lets AI assistants that speak MCP call its tools and read its resources over STDIO.
Example tools
Illustrative tool names — the actual tool set is defined by the server at runtime.
list_resources
Enumerate resources exposed by this MCP
get_resource
Fetch a resource by ID
invoke
Invoke the primary action of this MCP
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Frequently Asked Questions
Common questions about Weights & Biases.
- What is the Weights & Biases MCP server for?
- The Weights & Biases MCP server is for querying W&B runs, sweeps, and artifacts. It provides monitoring and analytics capabilities for machine learning operations.
- How do I install the Weights & Biases MCP server into a client?
- Installation typically involves adding the MCP's slug, 'wandb', to your client's configuration. This server communicates via standard I/O (stdio) for integration.
- Does the Weights & Biases MCP server require authentication?
- Yes, this MCP server uses an API key for authentication. You will need to provide a valid API key to access its functionalities.
- What are the key capabilities exposed by this MCP server?
- This MCP server focuses on querying and monitoring. It allows users to retrieve data about their W&B runs, sweeps, and machine learning artifacts for analysis.
- What are the common limitations of the Weights & Biases MCP server?
- A common limitation is that its functionality is tied directly to the data available within your Weights & Biases projects. It cannot query data outside of your W&B ecosystem.
- Is there a cost associated with using the Weights & Biases MCP server?
- The server itself is community-provided and open-source, implying no direct cost for the server software. However, usage costs may depend on your underlying Weights & Biases service tier.
Install Weights & Biases
Claude Desktop
Add this to claude_desktop_config.json.
{
"mcpServers": {
"wandb": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-wandb"
]
}
}
}Cursor
Add this to ~/.cursor/mcp.json.
{
"mcpServers": {
"wandb": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-wandb"
]
}
}
}VS Code
Add this to your workspace settings.json.
{
"mcp.servers": {
"wandb": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-wandb"
]
}
}
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