MLflow MCP server — experiments, runs, registered models, model versions, logged models (v3), traces, and assessments
Setup
Choose your client, copy the config, then fill in any required environment variables.
claude mcp add mlflow --env MLFLOW_TRACKING_URI='<MLFLOW_TRACKING_URI>' --env MLFLOW_TRACKING_TOKEN='<MLFLOW_TRACKING_TOKEN>' --env MLFLOW_TRACKING_PASSWORD='<MLFLOW_TRACKING_PASSWORD>' -- npx -y @us-all/mlflow-mcp~/.codex/config.toml
[mcp_servers.mlflow]
command = "npx"
args = ["-y", "@us-all/mlflow-mcp"]
env = { MLFLOW_TRACKING_URI = "<MLFLOW_TRACKING_URI>", MLFLOW_TRACKING_TOKEN = "<MLFLOW_TRACKING_TOKEN>", MLFLOW_TRACKING_PASSWORD = "<MLFLOW_TRACKING_PASSWORD>" }
# codex mcp add mlflow --env MLFLOW_TRACKING_URI='<MLFLOW_TRACKING_URI>' --env MLFLOW_TRACKING_TOKEN='<MLFLOW_TRACKING_TOKEN>' --env MLFLOW_TRACKING_PASSWORD='<MLFLOW_TRACKING_PASSWORD>' -- npx -y @us-all/mlflow-mcp~/.cursor/mcp.json
{
"mcpServers": {
"mlflow": {
"command": "npx",
"args": [
"-y",
"@us-all/mlflow-mcp"
],
"env": {
"MLFLOW_TRACKING_URI": "<MLFLOW_TRACKING_URI>",
"MLFLOW_TRACKING_TOKEN": "<MLFLOW_TRACKING_TOKEN>",
"MLFLOW_TRACKING_PASSWORD": "<MLFLOW_TRACKING_PASSWORD>"
}
}
}
}.vscode/mcp.json
{
"servers": {
"mlflow": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@us-all/mlflow-mcp"
],
"env": {
"MLFLOW_TRACKING_URI": "<MLFLOW_TRACKING_URI>",
"MLFLOW_TRACKING_TOKEN": "<MLFLOW_TRACKING_TOKEN>",
"MLFLOW_TRACKING_PASSWORD": "<MLFLOW_TRACKING_PASSWORD>"
}
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"mlflow": {
"command": "npx",
"args": [
"-y",
"@us-all/mlflow-mcp"
],
"env": {
"MLFLOW_TRACKING_URI": "<MLFLOW_TRACKING_URI>",
"MLFLOW_TRACKING_TOKEN": "<MLFLOW_TRACKING_TOKEN>",
"MLFLOW_TRACKING_PASSWORD": "<MLFLOW_TRACKING_PASSWORD>"
}
}
}
}claude_desktop_config.json
{
"mcpServers": {
"mlflow": {
"command": "npx",
"args": [
"-y",
"@us-all/mlflow-mcp"
],
"env": {
"MLFLOW_TRACKING_URI": "<MLFLOW_TRACKING_URI>",
"MLFLOW_TRACKING_TOKEN": "<MLFLOW_TRACKING_TOKEN>",
"MLFLOW_TRACKING_PASSWORD": "<MLFLOW_TRACKING_PASSWORD>"
}
}
}
}.trae/mcp.json
{
"mcpServers": {
"mlflow": {
"command": "npx",
"args": [
"-y",
"@us-all/mlflow-mcp"
],
"env": {
"MLFLOW_TRACKING_URI": "<MLFLOW_TRACKING_URI>",
"MLFLOW_TRACKING_TOKEN": "<MLFLOW_TRACKING_TOKEN>",
"MLFLOW_TRACKING_PASSWORD": "<MLFLOW_TRACKING_PASSWORD>"
}
}
}
}Environment variables
MLFLOW_TRACKING_URIMLFLOW_TRACKING_TOKENMLFLOW_TRACKING_PASSWORD
Replace the placeholders with your own credentials and keep them out of version control.