# AutoGen vs MLflow

**Leader by Vioscale score:** MLflow

| Attribute | AutoGen | MLflow |
|---|---|---|
| **Vioscale score** | 59.4 (51% (medium)) | 76.2 (63% (medium)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | 0 | 5,089 |
| adoption.github_stars | 60,640 | 27,687 |
| adoption.package_downloads_weekly | 130,424 | 9,993,245 |
| deployment.options | `{"self_hosted":true}` | `{"on_prem":true,"self_hosted":true}` |
| description.long | A programming framework that enables developers to create autonomous agents and multi-agent systems using AI. It supports orchestration, tool use, and integration with various language model 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 | `{"role":"framework","evaluation":false,"managed_cloud":false,"model_serving":false,"pricing_model":"free_open_source","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"no_train_on_data":"yes","llm_observability":true,"prompt_management":false,"framework_agnostic":true,"experiment_tracking":false,"architecture_paradigm":"graph_based_cycles","mit_or_apache_permissive_oss_license":true,"native_observability_and_trace_logging":true,"fault_tolerance_and_llm_retry_mechanisms":true,"native_memory_and_state_persistence_layer":true,"tool_calling_and_function_schema_validation":true,"synchronous_and_asynchronous_execution_modes":true,"streaming_output_and_intermediate_step_yielding":true,"dynamic_agent_generation_and_spawning_at_runtime":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,"organization_wide_cost_tracking_and_chargebacks":true}` |
| integrations.count | 7 | 15 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Azure AI"},{"name":"Bedrock"},{"name":"Ollama"},{"name":"AzureOpenAI"},{"name":"DuckDuckGo Search"},{"name":"Model Context Protocol (MCP)"}]` | `[{"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 | Python |
| license.spdx | CC-BY-4.0 | Apache-2.0 |
| platform.support | - | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","sourceUrl":"https://microsoft.github.io/autogen","retrievedAt":"2026-08-21T13:45:54.601Z"}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://mlflow.org","retrievedAt":"2026-08-14T21:35:48.733Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | commercial |
| pricing.price_level | free | free |
| pricing.transparent | - | yes |
| release.cadence_days | 8 | 10 |
| release.history | `[{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.5","date":"2025-09-30T06:18:26Z","type":"stable","version":"python-v0.7.5"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.4","date":"2025-08-19T18:50:49Z","type":"stable","version":"python-v0.7.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.3","date":"2025-08-19T08:07:55Z","type":"stable","version":"python-v0.7.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.2","date":"2025-08-07T00:29:24Z","type":"stable","version":"python-v0.7.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.7.1","date":"2025-07-28T08:43:20Z","type":"stable","version":"python-v0.7.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.4","date":"2025-07-09T17:52:40Z","type":"stable","version":"python-v0.6.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.2","date":"2025-07-01T00:09:01Z","type":"stable","version":"python-v0.6.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.1","date":"2025-06-05T05:58:03Z","type":"stable","version":"python-v0.6.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.6.0","date":"2025-06-05T00:37:44Z","type":"stable","version":"python-v0.6.0"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.7","date":"2025-05-14T05:02:29Z","type":"stable","version":"python-v0.5.7"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.6","date":"2025-05-02T22:55:03Z","type":"stable","version":"python-v0.5.6"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.5","date":"2025-04-25T23:56:39Z","type":"stable","version":"python-v0.5.5"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.4","date":"2025-04-22T17:51:07Z","type":"stable","version":"python-v0.5.4"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.3","date":"2025-04-17T03:36:12Z","type":"stable","version":"python-v0.5.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.2","date":"2025-04-15T03:24:39Z","type":"stable","version":"python-v0.5.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.5.1","date":"2025-04-03T23:37:09Z","type":"stable","version":"python-v0.5.1"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9.3","date":"2025-03-29T04:40:37Z","type":"stable","version":"python-v0.4.9.3"},{"url":"https://github.com/microsoft/autogen/releases/tag/autogenstudio-v0.4.2","date":"2025-03-17T18:06:09Z","type":"stable","version":"autogenstudio-v0.4.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9.2","date":"2025-03-14T19:40:58Z","type":"stable","version":"python-v0.4.9.2"},{"url":"https://github.com/microsoft/autogen/releases/tag/python-v0.4.9","date":"2025-03-12T07:21:31Z","type":"stable","version":"python-v0.4.9"}]` | `[{"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"}]` |
| reliability.status_page | yes | - |
| security.scorecard | 5.6 | 5.5 |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=autogen-gemini&per_page=100","last_12m":0,"max_severity":null}` | `{"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 (MLOps & LLMOps Tools)

| Capability | AutoGen | MLflow |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Agent / RAG framework | End-to-end ML platform |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✗ | ✓ |
| On-prem / VPC deployment | ✓ | ✓ |
| **Observability** |  |  |
| LLM tracing / observability | ✓ | ✓ |
| Evaluation (offline / LLM-judge / human) | ✗ | ✓ |
| **Dev** |  |  |
| Prompt management + versioning | ✗ | ✓ |
| **Tracking** |  |  |
| Experiment tracking / model registry | ✗ | ✓ |
| **Serving** |  |  |
| Model serving / inference endpoint | ✗ | ✓ |
| **Interop** |  |  |
| OpenTelemetry / OpenLLMetry compatible | ✓ | ✓ |
| Framework-agnostic | ✓ | ✓ |
| **Gateway** |  |  |
| Multi-provider model support | ✓ | ✓ |
| **Data** |  |  |
| No-train-on-customer-data guarantee | Yes | - |

*Source: Vioscale. Generated 2026-09-01T14:44:17.084Z. "-" = undocumented, not absent.*