# Cloudflare AI Gateway vs MLflow

**Leader by vioscaleAI score:** MLflow

| Attribute | Cloudflare AI Gateway | MLflow |
|---|---|---|
| **vioscaleAI score** | 65.1 (35% (low)) | 70.4 (67% (medium)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | - | 5,089 |
| adoption.github_stars | - | 28,260 |
| adoption.package_downloads_weekly | - | 9,993,245 |
| content.faq | `[{"answer":"A platform providing visibility into AI API usage through analytics and logging, with controls for caching, rate limiting, and request management across multiple AI providers. It is indexed under Llm Gateways.","source":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","question":"What is Cloudflare AI Gateway?","confidence":0.6},{"answer":"Cloudflare AI Gateway offers a free tier, so you can start without paying. Paid plans start at $0.05. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","question":"Is Cloudflare AI Gateway free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Cloudflare AI Gateway. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","question":"What platforms does Cloudflare AI Gateway support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Cloudflare AI Gateway, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","question":"Can Cloudflare AI Gateway be self-hosted?","confidence":0.6},{"answer":"We have confirmed 10 integrations for Cloudflare AI Gateway, including Workers AI, Vectorize, MCP (Model Context Protocol), Third-party LLM models, OpenAI, Anthropic, Google Gemini and Replicate, plus 2 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","question":"What does Cloudflare AI Gateway integrate with?","confidence":0.6}]` | `[{"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}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | An intermediary service that routes AI model requests through Cloudflare's network to provide visibility, caching, rate limiting, cost tracking, and data loss prevention. It enables organizations to observe and control AI traffic without modifying their existing tools or coding agents. | 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":"exact","open_source":false,"pricing_model":"usage-based-saas","rate_limiting":true,"deployment_model":"managed-SaaS","architecture_model":"global_edge_network","automatic_failover":true,"guardrails_moderation":"built-in","openai_compatible_api":true,"request_cost_observability":true,"bring_your_own_keys_byok_routing":true,"pii_redaction_and_data_masking_in_flight":true,"universal_api_key_for_100_plus_llm_providers":true,"zero_data_retention_and_prompt_logging_opt_out":false,"auto_fallback_routing_on_rate_limit_or_downtime":true,"organization_wide_cost_tracking_and_chargebacks":true,"semantic_caching_for_repeat_queries_and_cost_savings":false}` | `{"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 | 6 | 9 |
| integrations.list | `[{"name":"Workers AI"},{"name":"Vectorize"},{"name":"MCP (Model Context Protocol)"},{"name":"Third-party LLM models"},{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Google Gemini"},{"name":"Replicate"},{"name":"Cloudflare Workers"},{"name":"Agent Memory"},{"name":"Cloudflare Workers AI","native":true,"category":"ai"},{"name":"Cloudflare Vectorize","native":true,"category":"database"},{"name":"Claude Code","native":true,"category":"coding_agent"},{"name":"Claude Desktop","native":true,"category":"coding_agent"},{"name":"GitHub Copilot CLI","native":true,"category":"coding_agent"},{"name":"OpenAI Codex","native":true,"category":"coding_agent"},{"name":"OpenCode","native":true,"category":"coding_agent"},{"name":"Pi","native":true,"category":"coding_agent"}]` | `[{"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 | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free","features":["dashboard analytics","caching","rate limiting","DLP scanning"],"description":"Core AI Gateway features: dashboard analytics, caching, rate limiting, and DLP scanning"},{"free":false,"name":"Workers Paid","features":["10M log storage per gateway","Logpush available"],"components":[{"per":{"qty":1,"unit":"million requests"},"kind":"metered","amount":0.05,"currency":"USD","description":"Logpush requests after 10 million/month"}],"description":"Higher log storage limits and Logpush available","includedLimits":{"log_storage":"10,000,000 logs per gateway"}}],"summary":"Free for core features (caching, rate limiting, analytics). Paid log storage and Logpush available on Workers Paid plan.","currency":"USD","freeTier":true,"sourceUrl":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","retrievedAt":"2026-10-02T16:15:28.076Z","startingPrice":{"unit":"million requests","amount":0.05,"currency":"USD"}}` | `{"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.starting_price | `{"amount":0.05,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 9 |
| 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"}]` |
| security.scorecard | - | 5.4 |
| security.trust_center | - | https://mlflow.org/articles/tags/ai-compliance-policies/ |
| 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"}` |

## Capabilities (Llm Gateways)

| Capability | Cloudflare AI Gateway | MLflow |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Openai compatible API | ✓ | ✓ |
| Automatic failover | ✓ | - |
| Routing strategy | - | - |
| Caching | Exact | - |
| Virtual key management | - | - |
| Budget spend controls | - | ✓ |
| Rate limiting | ✓ | ✓ |
| Guardrails moderation | Built in | Built in |
| Request cost observability | ✓ | ✓ |
| Streaming support | - | ✓ |
| Deployment model | Managed SaaS | Self hosted |
| Open source | ✗ | ✓ |
| Pricing model | Usage based saas | free_open_source |

*Source: vioscaleAI. Generated 2026-10-16T20:16:13.521Z. "-" = undocumented, not absent.*