Comparison

CrewAI vs MLflow

On the evidence we track, MLflow leads this comparison with a composite score of 76/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

CrewAI full profile →MLflow full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

CrewAI62

★MLflow76

Attribute comparison across 2 tools
Attribute	CrewAI	MLflowLeader
Vioscale score	62 / 100high · 76%	76 / 100medium · 63%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	commercial
Price levelpricing.price_level	low	free
Transparentpricing.transparent	✗	✓
Integrations
Countintegrations.count	15	15
Security
Disclosure policysecurity.disclosure_policy	✓	-
Fedrampsecurity.fedramp	✓	-
Hipaasecurity.hipaa	✓	-
Scorecardsecurity.scorecard	-	5.5
Soc2security.soc2	✓	-
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=crewai-clean&per_page=100 · Last 12m: 0	Count: 80 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 27 · Max severity: CRITICAL
Reliability
Status pagereliability.status_page	✓	-
Adoption
Dependent reposadoption.dependent_repos	0	5,089
Github starsadoption.github_stars	57,642	27,687
Package downloads weeklyadoption.package_downloads_weekly	4,500,329	9,993,245
Activity
Commits last 30dactivity.commits_last_30d	100	100
Release
Cadence daysrelease.cadence_days	1	10
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	MIT	Apache-2.0
Language
Primarylanguage.primary	Python	Python
Market
Availabilitymarket.availability	Available worldwide	-

Score

Vioscale score

CrewAI62 / 100high · 76%

MLflow76 / 100medium · 63%

Pricing

Free tier

CrewAI✓

MLflow✓

Model

CrewAIcommercial

MLflowcommercial

Price level

CrewAIlow

MLflowfree

Transparent

CrewAI✗

MLflow✓

Integrations

Count

CrewAI15

MLflow15

Security

Disclosure policy

CrewAI✓

MLflow–

Fedramp

CrewAI✓

MLflow–

Hipaa

CrewAI✓

MLflow–

Scorecard

CrewAI–

MLflow5.5

Soc2

CrewAI✓

MLflow–

Vulnerabilities

CrewAICount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=crewai-clean&per_page=100 · Last 12m: 0

MLflowCount: 80 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 27 · Max severity: CRITICAL

Reliability

Status page

CrewAI✓

MLflow–

Adoption

Dependent repos

CrewAI0

MLflow5,089

Github stars

CrewAI57,642

MLflow27,687

Package downloads weekly

CrewAI4,500,329

MLflow9,993,245

Activity

Commits last 30d

CrewAI100

MLflow100

Release

Cadence days

CrewAI1

MLflow10

History

CrewAI20 items

MLflow20 items

License

Spdx

CrewAIMIT

MLflowApache-2.0

Language

Primary

CrewAIPython

MLflowPython

Market

Availability

CrewAIAvailable worldwide

MLflow–

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Capability comparison for MLOps & LLMOps Tools
Capability	CrewAI	MLflow
Core
Tool role	End-to-end ML platform	End-to-end ML platform
Deployment
Self-hostable / OSS core	✓	✓
Managed cloud available	✓	✓
On-prem / VPC deployment	✓	✓
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	✓	✓
Framework-agnostic	✗	✓
Gateway
Multi-provider model support	✓	✓
Data
No-train-on-customer-data guarantee	Unknown	-

Core

Tool role

CrewAIEnd-to-end ML platform

MLflowEnd-to-end ML platform

Deployment

Self-hostable / OSS core

CrewAI✓

MLflow✓

Managed cloud available

CrewAI✓

MLflow✓

On-prem / VPC deployment

CrewAI✓

MLflow✓

Observability

LLM tracing / observability

CrewAI✓

MLflow✓

Evaluation (offline / LLM-judge / human)

CrewAI✓

MLflow✓

Dev

Prompt management + versioning

CrewAI✓

MLflow✓

Tracking

Experiment tracking / model registry

CrewAI✓

MLflow✓

Serving

Model serving / inference endpoint

CrewAI✓

MLflow✓

Interop

OpenTelemetry / OpenLLMetry compatible

CrewAI✓

MLflow✓

Framework-agnostic

CrewAI✗

MLflow✓

Gateway

Multi-provider model support

CrewAI✓

MLflow✓

Data

No-train-on-customer-data guarantee

CrewAIUnknown

MLflow-

What each one is

The product in its own terms, so the numbers below have context.

CrewAI

A comprehensive platform combining an open-source Python framework for multi-agent workflows with a managed cloud control plane that adds governance, security, tracing, and deployment capabilities for enterprise production use.

Independently observed

MLflow

Leader

A comprehensive, open-source platform that provides experiment tracking, model registry, LLM tracing, prompt management, and deployment capabilities across the complete machine learning and AI lifecycle

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

CrewAI

HybridFree tier

Free tier (Basic) with 50 executions/month; Enterprise custom pricing with governance and compliance

BasicFree
- Visual editor and AI copilot
- GitHub integration
- 50 workflow executions/month
- Studio (visual editor)
- Standard tools and triggers
- +20 more
EnterpriseContact sales
- All Basic features, plus:
- Enterprise connectors
- SSO (MS Entra, Okta)
- Role-based access control (RBAC)
- Workload identity
- +13 more

as of 2026-08-14verify ↗

MLflow

Leader

Open sourceFree tier

as of 2026-08-14verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	CrewAI	MLflow
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✗
Self-hostedDeployment	✓	✓
On-premiseDeployment	✓	✓
HybridDeployment	✓	✗

Platforms

Web

CrewAI✓

MLflow✓

CLI

CrewAI✓

MLflow✓

Deployment

Cloud / SaaS

CrewAI✓

MLflow✗

Self-hosted

CrewAI✓

MLflow✓

On-premise

CrewAI✓

MLflow✓

Hybrid

CrewAI✓

MLflow✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (4)

LiteLLM
Anthropic
Ollama
OpenAI

CrewAI

19 total - 15 not shared

NVIDIA NIM
GitHub
Slack
Microsoft Teams
Arize
Galileo
DataDog
Patronus
IBM Db2
OpenTelemetry
E2B
Daytona
AWS Bedrock
Model Context Protocol
SerperDev

Independently observed

MLflow

Leader

28 total - 24 not shared

Databricks
AWS S3
Google Cloud Storage
Azure Storage
AzureML
Kubernetes
LangChain
Pydantic AI
Anthropic Claude
Google Gemini
SAP AI Core
JFrog
Aliyun
PostgreSQL
MySQL
MSSQL
Claude Code
OpenAI Codex
Gemini
OpenClaw
Qwen Code
Amazon S3
OpenTelemetry/OTLP
OpenAI-compatible endpoints

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.