# Higress vs MLflow

**Leader by vioscaleAI score:** MLflow

| Attribute | Higress | MLflow |
|---|---|---|
| **vioscaleAI score** | 58.4 (55% (medium)) | 70.4 (67% (medium)) |
| activity.commits_last_30d | 93 | 100 |
| adoption.dependent_repos | 4 | 5,089 |
| adoption.github_stars | 9,567 | 28,260 |
| adoption.package_downloads_weekly | - | 9,993,245 |
| content.faq | `[{"answer":"An API gateway that routes requests to multiple language models and manages AI agents through pluggable extensions. Provided as open-source for self-hosting or as a managed cloud service with 99.95% availability guarantee. It is indexed under Llm Gateways.","source":"https://higress.io","question":"What is Higress?","confidence":0.6},{"answer":"Higress offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://higress.io","question":"Is Higress free?","confidence":0.6},{"answer":"Higress supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://higress.io","question":"What platforms does Higress support?","confidence":0.6},{"answer":"Yes. Higress can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://higress.io","question":"Can Higress be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for Higress, including OpenAI, Claude, DeepSeek, Aliyun Dashscope, Aliyun DashVector and Doubao. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://higress.io","question":"What does Higress integrate with?","confidence":0.6},{"answer":"Yes. Higress is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/alibaba/higress","question":"Is Higress open source?","confidence":0.95},{"answer":"Higress is available worldwide. Its primary markets are China and the United States. The vendor is headquartered in China.","source":"https://higress.io","question":"Where is Higress available?","confidence":0.75}]` | `[{"answer":"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 It is indexed under MLOps & LLMOps Tools.","source":"https://mlflow.org","question":"What is MLflow?","confidence":0.6},{"answer":"MLflow is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://mlflow.org","question":"Is MLflow free to use?","confidence":0.6},{"answer":"MLflow supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://mlflow.org","question":"What platforms does MLflow support?","confidence":0.6},{"answer":"Yes. MLflow can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://mlflow.org","question":"Can MLflow be self-hosted?","confidence":0.6},{"answer":"We have confirmed 24 integrations for MLflow, including Databricks, AWS S3, Google Cloud Storage, Azure Storage, AzureML, Kubernetes, LangChain and Pydantic AI, plus 16 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://mlflow.org","question":"What does MLflow integrate with?","confidence":0.6},{"answer":"Yes. MLflow is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/mlflow/mlflow","question":"Is MLflow open source?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"caching":"semantic","open_source":true,"pricing_model":"open-source-self-host","rate_limiting":true,"deployment_model":"self-hosted","routing_strategy":"load-based","streaming_support":true,"automatic_failover":true,"openai_compatible_api":true,"request_cost_observability":true}` | `{"role":"platform","evaluation":true,"open_source":true,"managed_cloud":true,"model_serving":true,"pricing_model":"free_open_source","rate_limiting":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"deployment_model":"self-hosted","llm_observability":true,"prompt_management":true,"streaming_support":true,"architecture_model":"open_source_proxy","framework_agnostic":true,"experiment_tracking":true,"budget_spend_controls":true,"guardrails_moderation":"built-in","openai_compatible_api":true,"request_cost_observability":true,"mit_or_apache_permissive_oss_license":true,"auto_fallback_routing_on_rate_limit_or_downtime":true,"organization_wide_cost_tracking_and_chargebacks":true}` |
| integrations.count | 8 | 9 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Claude"},{"name":"DeepSeek"},{"name":"Azure OpenAI"},{"name":"Aliyun Dashscope"},{"name":"Aliyun DashVector"},{"name":"Doubao"},{"name":"Kubernetes","native":true,"direction":"bidirectional"},{"name":"Istio","native":true,"direction":"bidirectional"},{"name":"Nginx Ingress","native":false,"category":"proxy","direction":"inbound"},{"name":"Let's Encrypt","native":true,"category":"certificate","direction":"inbound"},{"name":"Tongyiqianwen","native":true,"category":"llm"},{"name":"Doubaoquantum","native":true,"category":"llm"},{"name":"Envoy","native":true,"category":"infrastructure"},{"name":"NGINX","category":"web-server","direction":"bidirectional"},{"name":"Sealos","category":"platform","direction":"bidirectional"}]` | `[{"name":"Databricks"},{"name":"AWS S3"},{"name":"Google Cloud Storage"},{"name":"Azure Storage"},{"name":"AzureML"},{"name":"Kubernetes"},{"name":"LangChain"},{"name":"Pydantic AI"},{"name":"Anthropic Claude"},{"name":"OpenAI"},{"name":"Google Gemini"},{"name":"SAP AI Core"},{"name":"JFrog"},{"name":"Aliyun"},{"name":"PostgreSQL"},{"name":"MySQL"},{"name":"MSSQL"},{"name":"Claude Code"},{"name":"OpenAI Codex"},{"name":"Gemini"},{"name":"Anthropic"},{"name":"Ollama"},{"name":"OpenClaw"},{"name":"Qwen Code"},{"name":"LiteLLM"},{"name":"Amazon S3"},{"name":"OpenTelemetry/OTLP"},{"name":"OpenAI-compatible endpoints"},{"name":"OpenTelemetry","native":true,"category":"observability"},{"name":"Azure ML","native":true,"category":"platform"},{"name":"AWS SageMaker","native":true,"category":"platform"},{"name":"Docker","native":true,"category":"platform"}]` |
| language.primary | Go | Python |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"hqCountry":"CN","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true,"linux":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Open Source","description":"Self-hosted open source version","contactSales":false},{"free":false,"name":"Cloud Commercial","description":"Managed cloud version with 99.95% SLA","contactSales":true}],"summary":"Free open source self-hosted, plus commercial cloud offering","freeTier":true,"sourceUrl":"https://higress.io","retrievedAt":"2026-10-15T21:10:21.868Z"}` | `{"type":"open_source","sourceUrl":"https://mlflow.org","retrievedAt":"2026-10-05T10:15:00.395Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | low | free |
| pricing.transparent | no | yes |
| release.cadence_days | 28 | 9 |
| release.history | `[{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.5","date":"2026-10-04T19:46:14Z","type":"stable","version":"v2.2.5"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.4","date":"2026-08-13T23:49:46Z","type":"stable","version":"v2.2.4"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.3","date":"2026-06-25T02:58:49Z","type":"stable","version":"v2.2.3"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.2","date":"2026-05-26T01:41:03Z","type":"stable","version":"v2.2.2"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.1","date":"2026-04-09T12:23:09Z","type":"stable","version":"v2.2.1"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.11","date":"2026-02-22T12:29:31Z","type":"stable","version":"v2.1.11"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.2.0","date":"2026-02-11T09:48:13Z","type":"stable","version":"v2.2.0"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.10","date":"2026-02-03T11:30:12Z","type":"stable","version":"v2.1.10"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.9","date":"2025-11-13T11:52:04Z","type":"stable","version":"v2.1.9"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.9-rc.1","date":"2025-10-09T09:33:03Z","type":"stable","version":"v2.1.9-rc.1"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.8","date":"2025-09-21T07:34:39Z","type":"stable","version":"v2.1.8"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.7","date":"2025-09-01T07:59:07Z","type":"stable","version":"v2.1.7"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.6","date":"2025-07-30T13:53:30Z","type":"stable","version":"v2.1.6"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.5","date":"2025-07-02T10:04:17Z","type":"stable","version":"v2.1.5"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.5-rc.1","date":"2025-06-18T01:17:20Z","type":"stable","version":"v2.1.5-rc.1"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.4","date":"2025-06-10T14:24:05Z","type":"stable","version":"v2.1.4"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.3","date":"2025-05-09T07:31:06Z","type":"stable","version":"v2.1.3"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.2","date":"2025-04-29T12:55:59Z","type":"stable","version":"v2.1.2"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.2-rc.1","date":"2025-04-28T15:03:09Z","type":"stable","version":"v2.1.2-rc.1"},{"url":"https://github.com/higress-group/higress/releases/tag/v2.1.1","date":"2025-04-18T08:48:03Z","type":"stable","version":"v2.1.1"}]` | `[{"url":"https://github.com/mlflow/mlflow/releases/tag/model-catalog/latest","date":"2026-04-06T05:49:14Z","type":"stable","version":"model-catalog/latest"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v2.11.5","date":"2026-09-23T06:17:56Z","type":"stable","version":"v2.11.5"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.16.1","date":"2026-09-17T02:40:08Z","type":"stable","version":"v3.16.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.16.0","date":"2026-09-04T08:30:54Z","type":"stable","version":"v3.16.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.2","date":"2026-08-26T08:34:31Z","type":"stable","version":"v3.15.2"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.1","date":"2026-08-03T11:09:58Z","type":"stable","version":"v3.15.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.15.0","date":"2026-07-31T08:59:13Z","type":"stable","version":"v3.15.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.14.0","date":"2026-06-17T08:50:33Z","type":"stable","version":"v3.14.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.13.0","date":"2026-06-01T23:24:24Z","type":"stable","version":"v3.13.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.13.0rc0","date":"2026-05-22T07:41:13Z","type":"prerelease","version":"v3.13.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/ts/v0.2.0","date":"2026-05-15T04:09:03Z","type":"stable","version":"ts/v0.2.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.12.0","date":"2026-05-05T23:48:58Z","type":"stable","version":"v3.12.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.12.0rc0","date":"2026-04-28T23:25:56Z","type":"prerelease","version":"v3.12.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/ts/v0.2.0-rc.1","date":"2026-04-13T09:42:04Z","type":"prerelease","version":"ts/v0.2.0-rc.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.1","date":"2026-04-08T05:29:25Z","type":"stable","version":"v3.11.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.0rc1","date":"2026-04-01T09:14:13Z","type":"prerelease","version":"v3.11.0rc1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.11.0rc0","date":"2026-03-16T14:02:42Z","type":"prerelease","version":"v3.11.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.1","date":"2026-03-05T14:47:14Z","type":"stable","version":"v3.10.1"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.0","date":"2026-02-20T16:05:05Z","type":"stable","version":"v3.10.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.10.0rc0","date":"2026-02-12T05:01:00Z","type":"prerelease","version":"v3.10.0rc0"}]` |
| reliability.sla_pct | 99.95 | - |
| security.scorecard | - | 5.4 |
| security.trust_center | - | https://mlflow.org/articles/tags/ai-compliance-policies/ |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Falibaba%2Fhigress%2Fplugins%2Fwasm-go&per_page=100","last_12m":0,"max_severity":null}` | `{"count":82,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100","last_12m":29,"max_severity":"CRITICAL"}` |

## Capabilities (Llm Gateways)

| Capability | Higress | MLflow |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Openai compatible API | ✓ | ✓ |
| Automatic failover | ✓ | - |
| Routing strategy | Load based | - |
| Caching | Semantic | - |
| Virtual key management | - | - |
| Budget spend controls | - | ✓ |
| Rate limiting | ✓ | ✓ |
| Guardrails moderation | - | Built in |
| Request cost observability | ✓ | ✓ |
| Streaming support | ✓ | ✓ |
| Deployment model | Self hosted | Self hosted |
| Open source | ✓ | ✓ |
| Pricing model | Open source self host | free_open_source |

*Source: vioscaleAI. Generated 2026-10-16T17:47:54.107Z. "-" = undocumented, not absent.*