Name: mlflow/mlflow
Author: MLflow

<h1 align="center" style="border-bottom: none"> <a href="https://mlflow.org/"> <img alt="MLflow logo" src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/assets/logo.svg" width="200" /> </a> </h1> <h2 align="center" style="border-bottom: none">The Open Source AI Engineering Platform for Agents, LLMs & Models</h2>

MLflow is the largest open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data. With over 60 million monthly downloads, thousands of organizations rely on MLflow each day to ship AI to production with confidence.

MLflow's comprehensive feature set for agents and LLM applications includes production-grade observability, evaluation, prompt management, prompt optimization and an AI Gateway for managing costs and model access. Learn more at MLflow for LLMs and Agents.

</div> <div align="center"> <div> <a href="https://mlflow.org/">Website</a> · <a href="https://demo.mlflow.org/">Try Demo</a> · <a href="https://mlflow.org/docs/latest">Docs</a> · <a href="https://mlflow.org/blog">News</a> · <a href="https://lu.ma/mlflow?k=c">Events</a> </div> </div>

Get Started in 3 Simple Steps

From zero to full-stack LLMOps in minutes. No complex setup or major code changes required. Get Started →

Fastest start — set up tracing with our CLI
uvx mlflow@latest agent setup
One command installs the MLflow skills and launches your coding agent of choice to add tracing to your app. Prefer to wire it up yourself? Follow the three steps below.

1. Start MLflow Server

uvx mlflow server

2. Enable Logging

import mlflow

mlflow.set_tracking_uri("http://localhost:5000")
mlflow.openai.autolog()

3. Run Your Code

from openai import OpenAI

client = OpenAI()
client.responses.create(
    model="gpt-5.4-mini",
    input="Hello!",
)

Explore traces and metrics in the MLflow UI at http://localhost:5000.

LLMs & Agents

MLflow provides everything you need to build, debug, evaluate, and deploy production-quality LLM applications and AI agents. Supports Python, TypeScript/JavaScript, Java and any other programming language. MLflow also natively integrates with OpenTelemetry and MCP.

<table> <tr> <td width="50%"> <img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/assets/readme-tracing.png" alt="Observability" width=100%> <div align="center"> <a href="https://mlflow.org/docs/latest/genai/tracing/">Observability</a> <div>Capture complete traces of your LLM applications and agents for deep behavioral insights. Built on OpenTelemetry, supporting any LLM provider and agent framework. Monitor production quality, costs, and safety.</div> <a href="https://mlflow.org/docs/latest/genai/tracing/quickstart/">Getting Started →</a> <a href="https://demo.mlflow.org/#/experiments/1/traces?startTimeLabel=CUSTOM&startTime=2026-04-17T16%3A47%3A15.258Z&endTime=2026-04-24T21%3A20%3A50.781Z">Try Demo →</a> </div> </td> <td width="50%"> <img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/assets/readme-llm-eval.png" alt="Evaluation" width=100%> <div align="center"> <a href="https://mlflow.org/docs/latest/genai/eval-monitor/">Evaluation</a> <div>Run systematic evaluations, track quality metrics over time, and catch regressions before they reach production. Choose from 50+ built-in metrics and LLM judges, or define your own.</div> <a href="https://mlflow.org/docs/latest/genai/eval-monitor/">Getting Started →</a> <a href="https://demo.mlflow.org/#/experiments/1/runs/d690ad8bb7a546c5a74b79691bb32b27/evaluations">Try Demo →</a> </div> </td> </tr> <tr> <td width="50%"> <img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/assets/readme-prompt.png" alt="Prompts & Optimization" width=100%> <div align="center"> <a href="https://mlflow.org/docs/latest/genai/prompt-registry/">Prompts & Optimization</a> <div>Version, test, and deploy prompts with full lineage tracking. <a href="https://mlflow.org/prompt-optimization">Automatically optimize prompts</a> with state-of-the-art algorithms to improve performance.</div> <a href="https://mlflow.org/docs/latest/genai/prompt-registry/create-and-edit-prompts/">Getting Started →</a> <a href="https://demo.mlflow.org/#/experiments/1/prompts/mlflow-demo.prompts.code-reviewer?promptVersion=4">Try Demo →</a> </div> </td> <td width="50%"> <img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/assets/readme-gateway.png" alt="AI Gateway" width=100%> <div align="center"> <a href="https://mlflow.org/docs/latest/genai/governance/ai-gateway/">AI Gateway</a> <div>Unified API gateway for all LLM providers. Route requests, manage rate limits, handle fallbacks, and control costs through an OpenAI-compatible interface with built-in credential management, guardrails and traffic splitting for A/B testing.</div> <a href="https://mlflow.org/docs/latest/genai/governance/ai-gateway/quickstart/">Getting Started →</a> </div> </td> </tr> </table>

Model Training

For machine learning and deep learning model development, MLflow provides a full suite of tools to manage the ML lifecycle:

Experiment Tracking — Track models, parameters, metrics, and evaluation results across experiments
Model Evaluation — Automated evaluation tools integrated with experiment tracking
Model Registry — Collaboratively manage the full lifecycle of ML models
Deployment — Deploy models to batch and real-time scoring on Docker, Kubernetes, Azure ML, AWS SageMaker, and more

Learn more at MLflow for Model Training.

Integrations

MLflow supports all agent frameworks, LLM providers, tools, and programming languages. We offer one-line automatic tracing for more than 60 frameworks. See the full integrations list.

OpenTelemetry

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/app-instrumentation/opentelemetry"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/opentelemetry-logo-only.png" height="40"> OpenTelemetry</a></td> </tr> </table>

Agent Frameworks (Python)

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/langchain"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/langchain-logo-only.png" height="40"> LangChain</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/langgraph"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/langgraph-logo-only.png" height="40"> LangGraph</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/openai-agent"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/openai-logo-only.png" height="40"> OpenAI Agent</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/dspy"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/dspy-logo.png" height="40"> DSPy</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/pydantic_ai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/pydantic-ai-logo-only.png" height="40"> PydanticAI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/google-adk"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/google-adk-logo.png" height="40"> Google ADK</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/microsoft-agent-framework"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/microsoft-agent-framework-logo.png" height="40"> Microsoft Agent</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/crewai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/crewai-logo.svg" height="40"> CrewAI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/llama_index"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/llamaindex-logo.svg" height="40"> LlamaIndex</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/autogen"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/autogen-logo.png" height="40"> AutoGen</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/strands"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/strands-logo.png" height="40"> Strands</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/livekit"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/livekit-logo.png" height="40"> LiveKit Agents</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/agno"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/agno-logo.png" height="40"> Agno</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/bedrock-agentcore"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/bedrock-logo.png" height="40"> Bedrock AgentCore</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/smolagents"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/smolagents-logo.png" height="40"> Smolagents</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/semantic_kernel"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/semantic-kernel-logo.png" height="40"> Semantic Kernel</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/deepagent"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/deepagent-logo.svg" height="40"> DeepAgent</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/ag2"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/ag2-logo.png" height="40"> AG2</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/haystack"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/haystack-logo.png" height="40"> Haystack</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/koog"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/koog.png" height="40"> Koog</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/txtai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/txtai-logo.png" height="40"> txtai</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/pipecat"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/pipecat.png" height="40"> Pipecat</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/watsonx-orchestrate"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/watsonx-orchestrate.png" height="40"> Watsonx</a></td> </tr> </table>

Agent Frameworks (TypeScript)

Agent Frameworks (Java)

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/spring-ai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/spring-ai-logo.png" height="40"> Spring AI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/quarkus-langchain4j"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/langchain4j.svg" height="40"> Quarkus LangChain4j</a></td> </tr> </table>

Model Providers

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/openai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/openai-logo-only.png" height="40"> OpenAI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/anthropic"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/anthropic-logo.png" height="40"> Anthropic</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/databricks"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/databricks-logo.png" height="40"> Databricks</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/gemini"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/google-gemini-logo.svg" height="40"> Gemini</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/bedrock"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/bedrock-logo.png" height="40"> Amazon Bedrock</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/litellm"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/litellm-logo.png" height="40"> LiteLLM</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/mistral"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/mistral-ai-logo.svg" height="40"> Mistral</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/xai-grok"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/grok-logo.png" height="40"> xAI / Grok</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/ollama"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/ollama-logo.png" height="40"> Ollama</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/groq"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/groq-logo.svg" height="40"> Groq</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/deepseek"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/deepseek-logo.png" height="40"> DeepSeek</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/qwen"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/qwen-logo.jpg" height="40"> Qwen</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/moonshot"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/kimi-logo.png" height="40"> Moonshot AI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/cohere"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/cohere-logo.png" height="40"> Cohere</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/byteplus"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/byteplus-logo.png" height="40"> BytePlus</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/novitaai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/novitaai-logo.jpg" height="40"> Novita AI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/fireworksai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/fireworks-ai-logo.png" height="40"> FireworksAI</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/togetherai"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/together-ai-logo.png" height="40"> Together AI</a></td> </tr> </table>

Gateways

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/databricks-ai-gateway"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/databricks-logo.png" height="40"> Databricks</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/litellm-proxy"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/litellm-logo.png" height="40"> LiteLLM Proxy</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/vercel-ai-gateway"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/vercel-logo.svg" height="40"> Vercel AI Gateway</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/openrouter"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/openrouter-logo.png" height="40"> OpenRouter</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/portkey"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/portkey-logo.png" height="40"> Portkey</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/helicone"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/helicone-logo.png" height="40"> Helicone</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/kong"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/kong-logo.png" height="40"> Kong AI Gateway</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/pydantic-ai-gateway"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/pydantic-ai-logo-only.png" height="40"> PydanticAI Gateway</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/truefoundry"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/truefoundry-logo.png" height="40"> TrueFoundry</a></td> </tr> </table>

Tools & No-Code

<table> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/instructor"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/instructor-logo.svg" height="40"> Instructor</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/claude_code"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/claude-code-logo.png" height="40"> Claude Code</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/opencode"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/opencode-logo.png" height="40"> Opencode</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/langfuse"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/langfuse-logo.png" height="40"> Langfuse</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/arize"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/arize-phoenix-logo.png" height="40"> Arize / Phoenix</a></td> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/goose"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/goose-logo.png" height="40"> Goose</a></td> </tr> <tr> <td align="center" width="110"><a href="https://mlflow.org/docs/latest/genai/tracing/integrations/listing/langflow"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/langflow.svg" height="40"> Langflow</a></td> </tr> </table>

Hosting MLflow

MLflow can be used in a variety of environments, including your local environment, on-premises clusters, cloud platforms, and managed services. Being an open-source platform, MLflow is vendor-neutral — whether you're building AI agents, LLM applications, or ML models, you have access to MLflow's core capabilities.

<table> <tr> <td align="center" width="130"><a href="https://docs.databricks.com/aws/en/mlflow3/genai/"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/databricks-logo.png" height="40"> Databricks</a></td> <td align="center" width="130"><a href="https://aws.amazon.com/sagemaker-ai/experiments/"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/amazon-sagemaker-logo.png" height="40"> Amazon SageMaker</a></td> <td align="center" width="130"><a href="https://learn.microsoft.com/en-us/azure/machine-learning/concept-mlflow?view=azureml-api-2"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/azure-ml-logo.png" height="40"> Azure ML</a></td> <td align="center" width="130"><a href="https://nebius.com/services/managed-mlflow"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/nebius-logo.png" height="40"> Nebius</a></td> <td align="center" width="130"><a href="https://mlflow.org/docs/latest/ml/tracking/"><img src="https://raw.githubusercontent.com/mlflow/mlflow/refs/heads/master/docs/static/images/logos/kubernetes-logo.png" height="40"> Self-Hosted</a></td> </tr> </table>

💭 Support

For help or questions about MLflow usage (e.g. "how do I do X?") visit the documentation.
In the documentation, you can ask the question to our AI-powered chat bot. Click on the "Ask AI" button at the right bottom.
Join the virtual events like office hours and meetups.
To report a bug, file a documentation issue, or submit a feature request, please open a GitHub issue.
For release announcements and other discussions, please subscribe to our mailing list (mlflow-users@googlegroups.com) or join us on Slack.

🤝 Contributing

We happily welcome contributions to MLflow!

Submit bug reports and feature requests
Contribute for good-first-issues and help-wanted
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Please see our contribution guide to learn more about contributing to MLflow.

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✏️ Citation

If you use MLflow in your research, please cite it using the "Cite this repository" button at the top of the GitHub repository page, which will provide you with citation formats including APA and BibTeX.

👥 Core Members

MLflow is currently maintained by the following core members with significant contributions from hundreds of exceptionally talented community members.

mlflow/mlflow