# MLflow vs Tyk

**Leader by vioscaleAI score:** MLflow

| Attribute | MLflow | Tyk |
|---|---|---|
| **vioscaleAI score** | 70.4 (67% (medium)) | 54.5 (75% (high)) |
| activity.commits_last_30d | 100 | 22 |
| adoption.dependent_repos | 5,089 | 35 |
| adoption.github_stars | 28,260 | 10,860 |
| adoption.package_downloads_weekly | 9,993,245 | - |
| content.faq | `[{"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}]` | `[{"answer":"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. It is indexed under API Gateways.","source":"https://tyk.io","question":"What is Tyk?","confidence":0.6},{"answer":"Tyk offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://tyk.io","question":"Is Tyk free?","confidence":0.6},{"answer":"Tyk supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://tyk.io","question":"What platforms does Tyk support?","confidence":0.6},{"answer":"Yes. Tyk can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://tyk.io","question":"Can Tyk be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for Tyk, including OpenAPI, OpenTelemetry, GraphQL, Kubernetes, Docker, Kafka and MQTT. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://tyk.io","question":"What does Tyk integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for Tyk. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Tyk not holding them. Always confirm compliance directly before you rely on it.","source":"https://tyk.io","question":"What security certifications does Tyk have?","confidence":0.48}]` |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"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}` | `{"mtls":false,"hosting":"both","k8s_native":true,"oauth_oidc":true,"open_source":true,"grpc_support":true,"monetization":false,"observability":true,"pricing_model":"free_open_source","rate_limiting":true,"graphql_gateway":true,"developer_portal":true,"plugin_ecosystem":"limited","architecture_model":"open_source_proxy","oauth_flow_support":true,"self_service_api_keys":true,"request_transformation":true,"analytics_usage_insights":true,"bring_your_own_keys_byok_routing":true,"pii_redaction_and_data_masking_in_flight":true,"organization_wide_cost_tracking_and_chargebacks":true}` |
| integrations.count | 9 | 5 |
| integrations.list | `[{"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"}]` | `[{"name":"OpenAPI"},{"name":"OpenTelemetry"},{"name":"GraphQL"},{"name":"Kubernetes"},{"name":"Docker"},{"name":"OpenAPI/Swagger"},{"name":"Kafka"},{"name":"MQTT"}]` |
| language.primary | Python | Go |
| license.spdx | Apache-2.0 | - |
| market.availability | - | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true,"linux":true}` |
| pricing | `{"type":"open_source","sourceUrl":"https://mlflow.org","retrievedAt":"2026-10-05T10:15:00.395Z"}` | `{"type":"hybrid","summary":"Open source (MPL v2.0) with commercial licensing available","freeTier":true,"sourceUrl":"https://tyk.io","retrievedAt":"2026-09-14T09:27:05.682Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | low |
| pricing.transparent | yes | no |
| release.cadence_days | 9 | 11 |
| release.history | `[{"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"}]` | `[{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.15.1","date":"2026-10-02T21:58:17Z","type":"stable","version":"v5.15.1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.13.3","date":"2026-10-02T21:59:31Z","type":"stable","version":"v5.13.3"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.15.0","date":"2026-10-02T21:58:45Z","type":"stable","version":"v5.15.0"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.14.0","date":"2026-07-07T17:34:16Z","type":"stable","version":"v5.14.0"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.15.0-alpha1","date":"2026-06-25T17:50:33Z","type":"prerelease","version":"v5.15.0-alpha1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.12.0-alphafips5","date":"2026-02-12T18:45:26Z","type":"stable","version":"v5.12.0-alphafips5"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.11.1-rc1","date":"2026-02-11T22:36:06Z","type":"stable","version":"v5.11.1-rc1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.11.1-alpha2","date":"2026-01-29T13:16:48Z","type":"stable","version":"v5.11.1-alpha2"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.12.0-alphafips4","date":"2026-01-16T13:34:17Z","type":"prerelease","version":"v5.12.0-alphafips4"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.12.0-alphafips3","date":"2026-01-16T12:20:35Z","type":"prerelease","version":"v5.12.0-alphafips3"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.12.0-alphafips2","date":"2026-01-16T11:56:50Z","type":"prerelease","version":"v5.12.0-alphafips2"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.12.0-alphafips1","date":"2026-01-16T11:08:49Z","type":"prerelease","version":"v5.12.0-alphafips1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.11.0","date":"2026-01-15T11:43:23Z","type":"stable","version":"v5.11.0"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.8.8-rc1","date":"2025-11-28T16:32:34Z","type":"prerelease","version":"v5.8.8-rc1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.8.7-alpha-performance-1","date":"2025-10-24T18:32:20Z","type":"prerelease","version":"v5.8.7-alpha-performance-1"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.10.0","date":"2026-01-15T11:42:12Z","type":"stable","version":"v5.10.0"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.9.0","date":"2025-08-07T14:37:50Z","type":"stable","version":"v5.9.0"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.9.0-alpha2","date":"2025-05-20T16:46:22Z","type":"prerelease","version":"v5.9.0-alpha2"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.8.1-alpha9","date":"2025-05-09T21:42:12Z","type":"prerelease","version":"v5.8.1-alpha9"},{"url":"https://github.com/TykTechnologies/tyk/releases/tag/v5.8.1-alpha4","date":"2025-03-26T15:47:26Z","type":"prerelease","version":"v5.8.1-alpha4"}]` |
| reliability.status_page | - | yes |
| security.certifications | - | `[{"name":"ISO 9001","status":"active"},{"name":"ISO 27001","status":"active"},{"name":"SOC 2","status":"active"}]` |
| security.gdpr | - | yes |
| security.iso27001 | - | yes |
| security.scorecard | 5.4 | 5 |
| security.soc2 | - | yes |
| security.trust_center | https://mlflow.org/articles/tags/ai-compliance-policies/ | https://tyk.io/blog/why-compliance-matters-to-tyk/ |
| security.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,"max_severity":null}` |

## Capabilities (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 |

*Source: vioscaleAI. Generated 2026-10-16T01:14:23.588Z. "-" = undocumented, not absent.*