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maintenance45-tool MCP server for video analysis, deep research, content extraction, web search, and Weaviate knowledge storage. Powered by Gemini 3.1 Pro.
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Best MLflow MCP Servers
MLflow is an open-source platform for managing the end-to-end machine learning lifecycle, including experiment tracking, reproducible runs, and model deployment.
Why this server?
Provides tools for querying, debugging, and evaluating MLflow traces generated during research and analysis workflows.
Why this server?
Discovers and scans MLflow platforms to identify security risks and verify the provenance of AI models.
AlicenseAqualityBmaintenanceAI supply chain security scanner for MCP servers and AI agents. 18 tools for CVE scanning, blast radius mapping, CIS benchmarks, SBOM generation, and compliance enforcement across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.Last updated7328Apache 2.0Why this server?
Provides comprehensive tools for managing MLflow experiments, runs, registered models, model versions, logged models (MLflow 3), traces, assessments, webhooks, and prompt-optimization jobs. Includes aggregation tools and MCP resources for efficient AI-driven workflows.
AlicenseBqualityAmaintenanceMLflow MCP — 82 tools for experiments, runs, registered models, traces, assessments. MLflow 3 GenAI traces support with analyze-failed-traces workflow Prompt.Last updated82561MITWhy this server?
Provides tools for interacting with MLflow, enabling AI agents to retrieve deployment history, diff deployments, and execute rollbacks on the MLflow model registry.
AlicenseAqualityBmaintenanceMCP server for autonomous MLOps incident response, enabling drift detection, deployment history analysis, and human-approved rollback execution via gated tools.Last updated7MITWhy this server?
Provides tools for managing MLflow experiments, runs, models, registered models, model versions, and webhooks.
AlicenseBqualityCmaintenanceExposes Databricks REST APIs as MCP tools for managing and querying a Databricks workspace, including clusters, jobs, SQL, Unity Catalog, and more.Last updated100MITWhy this server?
Provides tools for managing MLflow experiments, runs, metrics, parameters, artifacts, logged models, and the model registry, enabling LLMs to interact with MLflow tracking servers.
AlicenseAqualityDmaintenanceA Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare metrics, manage the model registry, and promote models through natural language.Last updated4013MITWhy this server?
Allows referencing MLflow runs as external run stores for experiments.
AlicenseAqualityCmaintenanceA scientific experiment log MCP server for AI agents that stores predictions, causal claims, and verdicts, enabling queryable causal maps and calibration of intuition over diagnostics.Last updated17MITWhy this server?
Provides tools for retrieving training run metrics from MLflow experiments (planned integration).
FlicenseAqualityBmaintenanceEnables semantic search across personal PDF paper collections with page-level citations, allowing users to query their library from any MCP-capable client.Last updated9Why this server?
Spans MLflow to discover models and integrate them into the dependency graph.
Alicense-qualityBmaintenanceProvides AI agents with a toolset to query model inventories, trace dependencies, and analyze the impact of changes across machine learning models and data pipelines.Last updated11Apache 2.0
