SERVER

mlflow-mcp-server

Rank #40,046

io.github.us-all/mlflow

MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3)

6 versions

1 GitHub stars

by us-all (8 servers)View repository ↗

First listed

Apr 27, 2026

Last publish date

Jun 19, 2026

PURPOSE

What you can do with mlflow-mcp-server

mlflow-mcp-server is a Model Context Protocol (MCP) server published by us-all. It ranks #40,046 of 144,396 active servers on MCP Toplist, and its repository has 1 GitHub stars. mlflow-mcp-server is listed across 3 registries — Official MCP, Glama and PulseMCP, with 6 tracked versions. It was first listed on Apr 27, 2026 and most recently updated on Jun 19, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What mlflow-mcp-server can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using mlflow-mcp-server

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

MLFLOW_TRACKING_URI · required
MLFLOW_TRACKING_TOKEN · optional
MLFLOW_TRACKING_USERNAME · optional
MLFLOW_TRACKING_PASSWORD · optional
MLFLOW_EXPERIMENT_ID · optional
MLFLOW_TOOLS · optional
MLFLOW_DISABLE · optional
MLFLOW_ALLOW_WRITE · optional

INSTALLATION AND FIRST TASK

Connect mlflow-mcp-server and confirm it works

npm package

claude mcp add mlflow -e "MLFLOW_TRACKING_URI=<your MLFLOW_TRACKING_URI>" -e "MLFLOW_TRACKING_TOKEN=<your MLFLOW_TRACKING_TOKEN>" -e "MLFLOW_TRACKING_USERNAME=<your MLFLOW_TRACKING_USERNAME>" -e "MLFLOW_TRACKING_PASSWORD=<your MLFLOW_TRACKING_PASSWORD>" -e "MLFLOW_EXPERIMENT_ID=<your MLFLOW_EXPERIMENT_ID>" -e "MLFLOW_TOOLS=<your MLFLOW_TOOLS>" -e "MLFLOW_DISABLE=<your MLFLOW_DISABLE>" -e "MLFLOW_ALLOW_WRITE=<your MLFLOW_ALLOW_WRITE>" -- npx -y @us-all/mlflow-mcp

Replace each placeholder with your own value before saving.

npm package

[mcp_servers.mlflow]
command = "npx"
args = ["-y", "@us-all/mlflow-mcp"]

[mcp_servers.mlflow.env]
MLFLOW_TRACKING_URI = "<your MLFLOW_TRACKING_URI>"
MLFLOW_TRACKING_TOKEN = "<your MLFLOW_TRACKING_TOKEN>"
MLFLOW_TRACKING_USERNAME = "<your MLFLOW_TRACKING_USERNAME>"
MLFLOW_TRACKING_PASSWORD = "<your MLFLOW_TRACKING_PASSWORD>"
MLFLOW_EXPERIMENT_ID = "<your MLFLOW_EXPERIMENT_ID>"
MLFLOW_TOOLS = "<your MLFLOW_TOOLS>"
MLFLOW_DISABLE = "<your MLFLOW_DISABLE>"
MLFLOW_ALLOW_WRITE = "<your MLFLOW_ALLOW_WRITE>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

npm package

{
  "mcpServers": {
    "mlflow": {
      "command": "npx",
      "args": [
        "-y",
        "@us-all/mlflow-mcp"
      ],
      "env": {
        "MLFLOW_TRACKING_URI": "<your MLFLOW_TRACKING_URI>",
        "MLFLOW_TRACKING_TOKEN": "<your MLFLOW_TRACKING_TOKEN>",
        "MLFLOW_TRACKING_USERNAME": "<your MLFLOW_TRACKING_USERNAME>",
        "MLFLOW_TRACKING_PASSWORD": "<your MLFLOW_TRACKING_PASSWORD>",
        "MLFLOW_EXPERIMENT_ID": "<your MLFLOW_EXPERIMENT_ID>",
        "MLFLOW_TOOLS": "<your MLFLOW_TOOLS>",
        "MLFLOW_DISABLE": "<your MLFLOW_DISABLE>",
        "MLFLOW_ALLOW_WRITE": "<your MLFLOW_ALLOW_WRITE>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

npm package

{
  "mcpServers": {
    "mlflow": {
      "command": "npx",
      "args": [
        "-y",
        "@us-all/mlflow-mcp"
      ],
      "env": {
        "MLFLOW_TRACKING_URI": "<your MLFLOW_TRACKING_URI>",
        "MLFLOW_TRACKING_TOKEN": "<your MLFLOW_TRACKING_TOKEN>",
        "MLFLOW_TRACKING_USERNAME": "<your MLFLOW_TRACKING_USERNAME>",
        "MLFLOW_TRACKING_PASSWORD": "<your MLFLOW_TRACKING_PASSWORD>",
        "MLFLOW_EXPERIMENT_ID": "<your MLFLOW_EXPERIMENT_ID>",
        "MLFLOW_TOOLS": "<your MLFLOW_TOOLS>",
        "MLFLOW_DISABLE": "<your MLFLOW_DISABLE>",
        "MLFLOW_ALLOW_WRITE": "<your MLFLOW_ALLOW_WRITE>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

npm package

{
  "servers": {
    "mlflow": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@us-all/mlflow-mcp"
      ],
      "env": {
        "MLFLOW_TRACKING_URI": "<your MLFLOW_TRACKING_URI>",
        "MLFLOW_TRACKING_TOKEN": "<your MLFLOW_TRACKING_TOKEN>",
        "MLFLOW_TRACKING_USERNAME": "<your MLFLOW_TRACKING_USERNAME>",
        "MLFLOW_TRACKING_PASSWORD": "<your MLFLOW_TRACKING_PASSWORD>",
        "MLFLOW_EXPERIMENT_ID": "<your MLFLOW_EXPERIMENT_ID>",
        "MLFLOW_TOOLS": "<your MLFLOW_TOOLS>",
        "MLFLOW_DISABLE": "<your MLFLOW_DISABLE>",
        "MLFLOW_ALLOW_WRITE": "<your MLFLOW_ALLOW_WRITE>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

npm package

{
  "mcpServers": {
    "mlflow": {
      "command": "npx",
      "args": [
        "-y",
        "@us-all/mlflow-mcp"
      ],
      "env": {
        "MLFLOW_TRACKING_URI": "<your MLFLOW_TRACKING_URI>",
        "MLFLOW_TRACKING_TOKEN": "<your MLFLOW_TRACKING_TOKEN>",
        "MLFLOW_TRACKING_USERNAME": "<your MLFLOW_TRACKING_USERNAME>",
        "MLFLOW_TRACKING_PASSWORD": "<your MLFLOW_TRACKING_PASSWORD>",
        "MLFLOW_EXPERIMENT_ID": "<your MLFLOW_EXPERIMENT_ID>",
        "MLFLOW_TOOLS": "<your MLFLOW_TOOLS>",
        "MLFLOW_DISABLE": "<your MLFLOW_DISABLE>",
        "MLFLOW_ALLOW_WRITE": "<your MLFLOW_ALLOW_WRITE>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

npm package

{
  "mcpServers": {
    "mlflow": {
      "command": "npx",
      "args": [
        "-y",
        "@us-all/mlflow-mcp"
      ],
      "env": {
        "MLFLOW_TRACKING_URI": "<your MLFLOW_TRACKING_URI>",
        "MLFLOW_TRACKING_TOKEN": "<your MLFLOW_TRACKING_TOKEN>",
        "MLFLOW_TRACKING_USERNAME": "<your MLFLOW_TRACKING_USERNAME>",
        "MLFLOW_TRACKING_PASSWORD": "<your MLFLOW_TRACKING_PASSWORD>",
        "MLFLOW_EXPERIMENT_ID": "<your MLFLOW_EXPERIMENT_ID>",
        "MLFLOW_TOOLS": "<your MLFLOW_TOOLS>",
        "MLFLOW_DISABLE": "<your MLFLOW_DISABLE>",
        "MLFLOW_ALLOW_WRITE": "<your MLFLOW_ALLOW_WRITE>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by us-all

View all us-all servers →

No task-specific alternatives are catalogued for mlflow-mcp-serveryet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Apr 27, 2026
Latest version published: Jun 19, 2026
Version history: 6 versions tracked (below)
Requirements evidence: Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 16, 2026

Registry sightings

Official MCP ↗listed since May 6, 2026 · still listed
Glama ↗listed since Jun 4, 2026 · still listed
PulseMCP ↗listed since Jun 4, 2026 · still listed

Do you maintain mlflow-mcp-server? to correct or enrich this profile.

VERSIONS

Available versions (6)

Version	Published
1.12.7	Jun 19, 2026
1.12.6	Jun 16, 2026
1.12.5	Jun 16, 2026
1.12.4	May 30, 2026
1.12.3	May 21, 2026
1.11.2	May 6, 2026

STANDING

#40,046of 144,396 active serversTop 50%

Ranks ahead of 104,350 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.us-all%2Fmlflow.svg)](https://mcptoplist.com/server/io.github.us-all%2Fmlflow)

HTML

<a href="https://mcptoplist.com/server/io.github.us-all%2Fmlflow"><img src="https://mcptoplist.com/badge/io.github.us-all%2Fmlflow.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains mlflow-mcp-server?: mlflow-mcp-server is maintained by us-all, which publishes 8 MCP servers (62 total versions) tracked on MCP Toplist.
Is mlflow-mcp-server listed on the Official MCP Registry?: Yes — mlflow-mcp-server is listed on the Official MCP Registry, alongside Glama and PulseMCP.
How many versions does mlflow-mcp-server have?: MCP Toplist tracks 6 versions of mlflow-mcp-server, most recently published on Jun 19, 2026.
Where can I find the source code for mlflow-mcp-server?: The source code for mlflow-mcp-server is hosted at github.com/us-all/mlflow-mcp-server.

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