# MLflow

> Open Source AI Platform for Agents, LLMs & Models

- **Canonical URI:** https://www.vioscale.ai/software/mlflow
- **Category:** MLOps & LLMOps Tools
- **Homepage:** https://mlflow.org
- **Also known as:** mlflow
- **Profile claimed by vendor:** no
- **Last updated:** 2026-08-01T21:24:15.746Z

## Vioscale score

**78.8 / 100**, confidence 47% (low).

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 100 | 10 | 1000 | ✓ |
| reliability | 0 | 12 | 0 | - |
| capabilities | 100 | 32 | 3200 | ✓ |
| github_stars | 83.7 | 5 | 418.5 | ✓ |
| integrations | 17.3 | 18 | 311.7 | ✓ |
| github_activity | 63.1 | 18 | 1135.8 | ✓ |
| release_cadence | 94.4 | 10 | 944.4 | ✓ |
| security_posture | 0 | 12 | 0 | - |
| package_downloads | 90.6 | 26 | 2354.3 | ✓ |
| pricing_transparency | 80 | 16 | 1280 | ✓ |
| stackoverflow_activity | 0 | 12 | 0 | - |

## Pricing

_As of 2026-08-01, [verify at source](https://mlflow.org). Independently observed._

Open source · Free tier

## About

Open source platform for debugging, evaluating, monitoring, and optimizing AI agents and LLM applications with production-grade tracing, evaluation, prompt management, and experiment tracking. Also supports full machine learning lifecycle management including model training and deployment.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Self-hosted

## Integrations (3)

_Independently observed._

- OpenTelemetry
- LLM providers (any)
- Agent frameworks (any)

## Capabilities

_The capabilities that matter for MLOps & LLMOps Tools. "-" = undocumented, not absent._

| Capability | Supported |
|---|:--:|
| **Core** | |
| Tool role | Agent / RAG framework |
| **Deployment** | |
| Self-hostable / OSS core | ✓ |
| Managed cloud available | ✗ |
| **Observability** | |
| LLM tracing / observability | ✓ |
| Evaluation (offline / LLM-judge / human) | ✓ |
| **Dev** | |
| Prompt management + versioning | ✓ |
| **Tracking** | |
| Experiment tracking / model registry | ✓ |
| **Serving** | |
| Model serving / inference endpoint | ✓ |
| **Interop** | |
| OpenTelemetry / OpenLLMetry compatible | ✓ |
| **Gateway** | |
| Multi-provider model support | ✓ |
| **Interop** | |
| Framework-agnostic | ✓ |
| **Data** | |
| No-train-on-customer-data guarantee | - |
| **Deployment** | |
| On-prem / VPC deployment | ✓ |

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### adoption

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| adoption.github_stars | 27,317 | [link](https://github.com/mlflow/mlflow) | 2026-08-01 | 90% (high) |
| adoption.package_downloads_weekly | 9,366,011 | [link](https://pypistats.org/packages/mlflow) | 2026-08-01 | 85% (high) |

### language

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| language.primary | Python | [link](https://github.com/mlflow/mlflow) | 2026-08-01 | 98% (high) |

### license

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| license.spdx | Apache-2.0 | [link](https://github.com/mlflow/mlflow) | 2026-08-01 | 99% (high) |

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.model | commercial | [link](https://mlflow.org) | 2026-08-01 | 40% (low) |
| pricing.transparent | yes | [link](https://mlflow.org) | 2026-08-01 | 60% (medium) |
| pricing.free_tier | yes | [link](https://mlflow.org) | 2026-08-01 | 60% (medium) |
| pricing.price_level | free | [link](https://mlflow.org) | 2026-08-01 | 60% (medium) |

### release

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| release.cadence_days | 10 | [link](https://github.com/mlflow/mlflow/releases) | 2026-08-01 | 70% (medium) |

### activity

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| activity.commits_last_30d | 100 | [link](https://github.com/mlflow/mlflow/pulse) | 2026-08-01 | 65% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 3 | [link](https://mlflow.org) | 2026-08-01 | 60% (medium) |

---
*Source: Vioscale (https://www.vioscale.ai/software/mlflow). Independent, evidence-based software intelligence. Cite the canonical URI.*