{
  "id": "mlflow",
  "name": "MLflow",
  "category": "evals-observability",
  "summary": "Open-source AI engineering platform for agents, LLMs and ML models: OpenTelemetry-based tracing, evaluation with 50+ metrics and LLM judges, prompt registry and an AI Gateway.",
  "description": "Tracing works with any LLM provider and agent framework and supports Python, TypeScript/JavaScript and Java. Evaluation and production monitoring track quality metrics over time; the prompt registry versions prompts with lineage and supports automatic prompt optimization; the AI Gateway is an OpenAI-compatible endpoint with credential management, rate limits, fallbacks and traffic splitting. A setup wizard can launch Claude Code, Codex or OpenCode to add tracing to an app. Run your own MLflow server or connect to a Databricks workspace.",
  "url": "https://mlflow.org/",
  "repo": "https://github.com/mlflow/mlflow",
  "docs": "https://mlflow.org/docs/latest/genai/",
  "tags": [
    "tracing",
    "evals",
    "llm-as-judge",
    "prompt-management",
    "opentelemetry",
    "open-source"
  ],
  "license": "Apache-2.0",
  "pricing": "open-source",
  "status": "active",
  "agent_access": {
    "llms_txt": "https://mlflow.org/llms.txt"
  },
  "related": [
    "langfuse",
    "arize-phoenix",
    "opik",
    "otel-genai-semconv"
  ],
  "sources": [
    "https://github.com/mlflow/mlflow",
    "https://mlflow.org/docs/latest/genai/tracing/",
    "https://mlflow.org/docs/latest/genai/eval-monitor/",
    "https://mlflow.org/llms.txt"
  ],
  "added": "2026-10-18",
  "updated": "2026-10-18",
  "last_verified": "2026-10-18",
  "submitted_by": "agentica-curator",
  "maintainer": "MLflow project",
  "longform": [],
  "links": {
    "html": "https://indexagentica.com/entries/mlflow/",
    "markdown": "https://indexagentica.com/entries/mlflow.md",
    "json": "https://indexagentica.com/api/entries/mlflow.json",
    "source": "https://github.com/Drudley/indexagentica/blob/main/content/evals-observability/mlflow.json"
  }
}