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MLflow Tracing

C
C tier on AI Agent Observability ToolsScore 6.8 · #18 of 32
Android app
Not listed
Free plan
Yes
Runs on
api, self-hosted, Web
mlflow.org
The MLflow Tracing homepage
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Summary

MLflow Tracing is ranked #18 of 32 in AI agent observability tools on Everything Xiaomi. It runs on API, Self-hosted, Web. There is a free plan.

MLflow Tracing plans and pricing

All plans
MLflow Tracing Free Open source · trace data hosted on your own infrastructure mlflow.org · 30 Sept 2026

Compared on AI agent observability tools

Free plan
Yesmlflow.org
Session replay
Yesmlflow.org
Prompt and tool tracing
Yesmlflow.org
Deployment options
hybridmlflow.org
Agent framework support
open_standardmlflow.org
Cost tracking
Yesmlflow.org

Facts

Purpose
MLflow Tracing captures inputs, outputs, and metadata from each step of LLM application and agent requests to help diagnose bugs and unexpected behavior.mlflow.org · 30 Sept 2026
Trace views
Trace details include a span tree, per-span latency, inputs and outputs, tool calls, exception details, token counts, cost breakdown, feedback, and ground-truth annotations.mlflow.org · 30 Sept 2026
Automatic tracing
The integrations page lists automatic tracing for more than 40 LLM and AI agent libraries and frameworks.mlflow.org · 30 Sept 2026
Integrations
Listed integrations include OpenTelemetry, OpenAI, Anthropic, LangChain, LangGraph, LlamaIndex, DSPy, Vercel AI, and other frameworks, providers, gateways, and tools.mlflow.org · 30 Sept 2026
Manual instrumentation
The Python and TypeScript SDKs provide manual tracing APIs, and the Python SDK supports synchronous and asynchronous functions with the documented version requirements.mlflow.org · 30 Sept 2026
Production use
The documentation describes tracing as production-ready and recommends asynchronous logging and sampling for production deployments.mlflow.org · 30 Sept 2026
Lightweight SDK
The production tracing package, `mlflow-tracing`, is documented as having a 95% smaller footprint than the full `mlflow` package.mlflow.org · 30 Sept 2026
OpenTelemetry
MLflow Tracing is OpenTelemetry-compatible and supports GenAI Semantic Conventions for trace export and ingestion.mlflow.org · 30 Sept 2026
Sensitive data
Custom span processors can mask sensitive data on the client before spans are sent to the backend.mlflow.org · 30 Sept 2026
Server security
MLflow 3.5.0 and later include middleware for DNS rebinding, CORS, and clickjacking protections; the server documentation recommends a reverse proxy or VPN for TLS and authentication in production.mlflow.org · 30 Sept 2026
OTLP ingestion limit
OpenTelemetry trace ingestion requires MLflow 3.6.0 or later and a SQL-based backend store.mlflow.org · 30 Sept 2026
Browser limitation
The TypeScript SDK works in Node.js backend environments and is not compatible with frontend browser or Edge Runtime environments.mlflow.org · 30 Sept 2026
Maker and community
The MLflow site describes the project as backed by the Linux Foundation and committed to open source for more than five years.mlflow.org · 30 Sept 2026

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Where it ranks on Everything Xiaomi

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