vioscaleAI
Comparison

Higress vs MLflow

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.

Higress full profile →MLflow full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Higress58
★MLflow70
Score
vioscaleAI score
Higress58 / 100medium · 55%
MLflow70 / 100medium · 67%
Pricing
Free tier
Higress✓
MLflow✓
Model
Higressfreemium
MLflowopen_source
Price level
Higresslow
MLflowfree
Transparent
Higress✗
MLflow✓
Integrations
Count
Higress8
MLflow9
Security
Scorecard
Higress–
MLflow5.4
Trust center
Vulnerabilities
Reliability
Sla pct
Higress99.95
MLflow–
Adoption
Dependent repos
Higress4
MLflow5,089
Github stars
Higress9,567
MLflow28,260
Package downloads weekly
Higress–
MLflow9,993,245
Activity
Commits last 30d
Higress93
MLflow100
Release
Cadence days
Higress28
MLflow9
History
Higress20 items
MLflow20 items
License
Spdx
Language
Primary
HigressGo
MLflowPython
Market
Availability
Content
Faq
Higress7 items
MLflow6 items

Capabilities

Feature-by-feature on the axes that matter for llm gateways. “-” means undocumented, not absent.

Capabilities
Openai compatible API
Higress✓
MLflow✓
Automatic failover
Higress✓
MLflow-
Routing strategy
HigressLoad based
MLflow-
Caching
HigressSemantic
MLflow-
Virtual key management
Higress-
MLflow-
Budget spend controls
Higress-
MLflow✓
Rate limiting
Higress✓
MLflow✓
Guardrails moderation
Higress-
MLflowBuilt in
Request cost observability
Higress✓
MLflow✓
Streaming support
Higress✓
MLflow✓
Deployment model
HigressSelf hosted
MLflowSelf hosted
Open source
Higress✓
MLflow✓
Pricing model
HigressOpen source self host
MLflowfree_open_source

What each one is

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

Higress

Higress is an open-source API gateway designed to manage AI workloads, language model integrations, and tool services. It supports both self-hosted deployment and commercial cloud offerings, with production-grade reliability including 99.95% SLA for enterprise deployments.

Independently observed

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

Pricing

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

Higress

HybridFree tier

Free open source self-hosted, plus commercial cloud offering

  • Open SourceFree
  • Cloud CommercialContact sales
as of verify ↗

MLflow

Leader
Open source
as of verify ↗

Platform & deployment

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

Platforms
Web
Higress✓
MLflow✓
Linux
Higress✓
MLflow✗
CLI
Higress✗
MLflow✓
Deployment
Cloud / SaaS
Higress✓
MLflow✓
Self-hosted
Higress✓
MLflow✓
On-premise
Higress✗
MLflow✓

Integrations

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

In common (2)
  • OpenAI
  • Kubernetes

Higress

16 total - 14 not shared
  • Claude
  • DeepSeek
  • Azure OpenAI
  • Aliyun Dashscope
  • Aliyun DashVector
  • Doubao
  • Istio
  • Nginx Ingress
  • Let's Encrypt
  • Tongyiqianwen
  • Doubaoquantum
  • Envoy
  • NGINX
  • Sealos
Independently observed

MLflow

Leader
32 total - 30 not shared
  • Databricks
  • AWS S3
  • Google Cloud Storage
  • Azure Storage
  • AzureML
  • LangChain
  • Pydantic AI
  • Anthropic Claude
  • Google Gemini
  • SAP AI Core
  • JFrog
  • Aliyun
  • PostgreSQL
  • MySQL
  • MSSQL
  • Claude Code
  • OpenAI Codex
  • Gemini
  • Anthropic
  • Ollama
  • OpenClaw
  • Qwen Code
  • LiteLLM
  • Amazon S3
  • +6 more
Independently observed
Still deciding?

Higress or MLflow: 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.