# Cloudflare AI Gateway vs MLflow

**Leader by Vioscale score:** Cloudflare AI Gateway

| Attribute | Cloudflare AI Gateway | MLflow |
|---|---|---|
| **Vioscale score** | 81.4 (37% (low)) | 76.2 (63% (medium)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | - | 5,089 |
| adoption.github_stars | - | 27,687 |
| adoption.package_downloads_weekly | - | 9,993,245 |
| deployment.options | `{"cloud":true}` | `{"on_prem":true,"self_hosted":true}` |
| description.long | 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. | 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 |
| 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,"organization_wide_cost_tracking_and_chargebacks":true}` |
| integrations.count | 8 | 15 |
| 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":"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"}]` |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free - core features with limited logging","features":["Dashboard analytics","Caching","Rate limiting","Request retries","Model fallback","DLP scanning (2 predefined profiles)"],"includedLimits":{"logs":"100,000 total","dlp_profiles":"2 predefined"}},{"free":false,"name":"Workers Paid","summary":"$0.05 per million requests after 10M/month included","features":["All free features","10M logs per gateway","Logpush","DLP with full profiles (if Zero Trust included)"],"components":[{"per":{"qty":1,"unit":"million requests"},"kind":"metered","amount":0.05,"currency":"USD"}],"includedLimits":{"logs":"10,000,000 per gateway","requests":"10 million per month"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","contactSales":true}],"summary":"Free core features; usage-based pricing for requests on paid plans. Inference costs passed through at provider rates with no markup.","currency":"USD","freeTier":true,"sourceUrl":"https://developers.cloudflare.com/ai-gateway/reference/pricing/","retrievedAt":"2026-08-21T12:43:26.398Z","startingPrice":{"unit":"million requests","amount":0.05,"currency":"USD"}}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://mlflow.org","retrievedAt":"2026-08-14T21:35:48.733Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | commercial |
| pricing.price_level | low | free |
| pricing.starting_price | `{"amount":0.05,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 10 |
| 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/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/mlflow/mlflow/releases/tag/v3.9.0","date":"2026-01-29T08:49:56Z","type":"stable","version":"v3.9.0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.9.0rc0","date":"2026-01-16T04:48:57Z","type":"prerelease","version":"v3.9.0rc0"},{"url":"https://github.com/mlflow/mlflow/releases/tag/v3.8.1","date":"2025-12-27T02:56:22Z","type":"stable","version":"v3.8.1"}]` |
| security.scorecard | - | 5.5 |
| security.vulnerabilities | - | `{"count":80,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100","last_12m":27,"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: Vioscale. Generated 2026-09-01T17:18:31.585Z. "-" = undocumented, not absent.*