mlflow-mcp-server

MLflow MCP — 82 tools for experiments, runs, registered models, traces, assessments. MLflow 3 GenAI traces support with analyze-failed-traces workflow Prompt.

→ us-all/mlflow-mcp-server · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 2 credentials: MLFLOW_TRACKING_PASSWORD, MLFLOW_TRACKING_TOKEN

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configMLFLOW_ALLOW_WRITE— ❌ false Set true to enable mutations (create/update/delete)

configMLFLOW_DISABLE— Token-efficient by design — extractFields projection on get-run / search-runs / search-traces / get-trace / fat reads, MLFLOW_TOOLS / 8 categories, search-tools meta-tool.

configMLFLOW_EXPERIMENT_ID— ❌ — Default experiment ID for tools that accept it implicitly

configMLFLOW_TOOLS— Token-efficient by design — extractFields projection on get-run / search-runs / search-traces / get-trace / fat reads, / MLFLOW_DISABLE 8 categories, search-tools meta-tool.

🔐 secretMLFLOW_TRACKING_PASSWORD— ❌ — Basic-auth password

🔐 secretMLFLOW_TRACKING_TOKEN— ❌ — Bearer token. Use for Databricks PAT (dapi…)

configMLFLOW_TRACKING_URI— "": "http://localhost:5000"

configMLFLOW_TRACKING_USERNAME— ❌ — Basic-auth username (alternative to token)

configTOKEN_BUDGET

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/us-all-mlflow-mcp-server-1slm3k)](https://m8ven.ai/mcp/us-all-mlflow-mcp-server-1slm3k)

commit: ec473c6c34f92aeb72be87d0a9023e6e232c21f0

code hash: 02c90fbe612545a6d230b0ad02f1c0c91c883debf9d8db23092c5bb690149640

verified: 6/10/2026, 11:19:40 AM

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