Model Ledger MCP Server

Model inventory and governance: trace deployed models and their dependencies as an append-only log

Local serverstdioPython

What is the Model Ledger MCP Server?

Model inventory and governance: trace deployed models and their dependencies as an append-only log

What you get

model-ledger is a model inventory for any organization with deployed models. It discovers models, heuristic rules, and ETL across your platforms, maps the dependency graph automatically, and records every change as an immutable event. Unlike registries tied to a single platform (MLflow, SageMaker, W&B), it spans all of them — as one connected graph — and it's built to be driven by AI agents through a native MCP server.

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

How to install the Model Ledger MCP Server

{
  "mcpServers": {
    "model-ledger": {
      "command": "uvx",
      "args": ["model-ledger"]
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Frequently asked questions

Model inventory and governance: trace deployed models and their dependencies as an append-only log Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.