Comparison

MLflow vs Tyk

On the evidence we track, MLflow leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

MLflow full profile →Tyk full profile →

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.

★MLflow70

Tyk55

Attribute comparison across 2 tools
Attribute	MLflowLeader	Tyk
vioscaleAI score	70 / 100medium · 67%	55 / 100high · 75%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	open_source	freemium
Price levelpricing.price_level	free	low
Transparentpricing.transparent	✓	✗
Integrations
Countintegrations.count	9	5
Security
Certificationssecurity.certifications	-	ISO 9001, ISO 27001, SOC 2
Gdprsecurity.gdpr	-	✓
Iso27001security.iso27001	-	✓
Scorecardsecurity.scorecard	5.4	5
Soc2security.soc2	-	✓
Trust centersecurity.trust_center	https://mlflow.org/articles/tags/ai-compliance-policies/	https://tyk.io/blog/why-compliance-matters-to-tyk/
Vulnerabilitiessecurity.vulnerabilities	Count: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2FTykTechnologies%2Ftyk&per_page=100 · Last 12m: 0
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	5,089	35
Github starsadoption.github_stars	28,260	10,860
Package downloads weeklyadoption.package_downloads_weekly	9,993,245	-
Activity
Commits last 30dactivity.commits_last_30d	100	22
Release
Cadence daysrelease.cadence_days	9	11
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	Python	Go
Market
Availabilitymarket.availability	-	Available worldwide
Content
Faqcontent.faq	6 items	6 items

Score

vioscaleAI score

MLflow70 / 100medium · 67%

Tyk55 / 100high · 75%

Pricing

Free tier

MLflow✓

Tyk✓

Model

MLflowopen_source

Tykfreemium

Price level

MLflowfree

Tyklow

Transparent

MLflow✓

Tyk✗

Integrations

Count

MLflow9

Tyk5

Security

Certifications

MLflow–

TykISO 9001, ISO 27001, SOC 2

Gdpr

MLflow–

Tyk✓

Iso27001

MLflow–

Tyk✓

Scorecard

MLflow5.4

Tyk5

Soc2

MLflow–

Tyk✓

Trust center

MLflowhttps://mlflow.org/articles/tags/ai-compliance-policies/

Tykhttps://tyk.io/blog/why-compliance-matters-to-tyk/

Vulnerabilities

MLflowCount: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL

TykCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2FTykTechnologies%2Ftyk&per_page=100 · Last 12m: 0

Reliability

Status page

MLflow–

Tyk✓

Adoption

Dependent repos

MLflow5,089

Tyk35

Github stars

MLflow28,260

Tyk10,860

Package downloads weekly

MLflow9,993,245

Tyk–

Activity

Commits last 30d

MLflow100

Tyk22

Release

Cadence days

MLflow9

Tyk11

History

MLflow20 items

Tyk20 items

License

Spdx

MLflowApache-2.0

Tyk–

Language

Primary

MLflowPython

TykGo

Market

Availability

MLflow–

TykAvailable worldwide

Content

Faq

MLflow6 items

Tyk6 items

Capabilities

Feature-by-feature on the axes that matter for ai gateway security. “-” means undocumented, not absent.

Capability comparison for AI Gateway Security
Capability	MLflow	Tyk
Capabilities
Architecture model	Open source proxy	Open source proxy
Universal API key for 100 plus LLM providers	-	-
Auto fallback routing on rate limit or downtime	✓	-
Semantic caching for repeat queries and cost savings	-	-
Organization wide cost tracking and chargebacks	✓	✓
Custom rate limiting by user or tenant id	-	-
Pii redaction and data masking in flight	-	✓
Streaming token support server sent events	-	-
Bring your own keys byok routing	-	✓
Zero data retention and prompt logging opt out	-	-
SOC2 type ii	-	-
Mit or apache permissive oss license	✓	-
Pricing model	Free open source	Free open source

Capabilities

Architecture model

MLflowOpen source proxy

TykOpen source proxy

Universal API key for 100 plus LLM providers

MLflow-

Tyk-

Auto fallback routing on rate limit or downtime

MLflow✓

Tyk-

Semantic caching for repeat queries and cost savings

MLflow-

Tyk-

Organization wide cost tracking and chargebacks

MLflow✓

Tyk✓

Custom rate limiting by user or tenant id

MLflow-

Tyk-

Pii redaction and data masking in flight

MLflow-

Tyk✓

Streaming token support server sent events

MLflow-

Tyk-

Bring your own keys byok routing

MLflow-

Tyk✓

Zero data retention and prompt logging opt out

MLflow-

Tyk-

SOC2 type ii

MLflow-

Tyk-

Mit or apache permissive oss license

MLflow✓

Tyk-

Pricing model

MLflowFree open source

TykFree open source

What each one is

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

MLflow

Leader

A comprehensive platform that helps teams debug, evaluate, monitor, and optimize production AI applications. Provides experiment tracking, prompt management, model deployment, systematic evaluation tools, and a unified API gateway for managing access to multiple LLM providers with cost controls.

Independently observed

Tyk

An open-source, self-hosted or cloud-managed API gateway and management platform that provides centralized governance, rate limiting, authentication, PII protection, and observability for APIs and AI agent traffic across multiple protocols and deployment modes.

Independently observed

Pricing

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

MLflow

Leader

Open source

as of 2026-10-05verify ↗

Tyk

HybridFree tier

Open source (MPL v2.0) with commercial licensing available

as of 2026-09-14verify ↗

Platform & deployment

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

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

Platforms

Web

MLflow✓

Tyk✓

Linux

MLflow✗

Tyk✓

CLI

MLflow✓

Tyk✓

Deployment

Cloud / SaaS

MLflow✓

Tyk✓

Self-hosted

MLflow✓

Tyk✓

On-premise

MLflow✓

Tyk✗

Integrations

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

In common (3)

Kubernetes
OpenTelemetry
Docker

MLflow

Leader

32 total - 29 not shared

Databricks
AWS S3
Google Cloud Storage
Azure Storage
AzureML
LangChain
Pydantic AI
Anthropic Claude
OpenAI
Google Gemini
SAP AI Core
JFrog
Aliyun
PostgreSQL
MySQL
MSSQL
Claude Code
OpenAI Codex
Gemini
Anthropic
Ollama
OpenClaw
Qwen Code
LiteLLM
+5 more

Independently observed

Tyk

8 total - 5 not shared

OpenAPI
GraphQL
OpenAPI/Swagger
Kafka
MQTT

Independently observed

Still deciding?

MLflow or Tyk: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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