AgentOps vs MLflow Tracing
AgentOps
agentops.aiMLflow Tracing
mlflow.orgSide by side
| Figure | AgentOps | MLflow Tracing |
|---|---|---|
| Price from | $40/mo | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | Yes | Yes |
| Web | Yes | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 3 | 1 |
| Spec score · AI Agent Observability Tools | 9.3 (#2) | 8.4 (#10) |
| Documentation | Documentation includes quickstarts, integration guides, examples and self-hosting instructions. | MLflow documentation has separate sections for LLM and agent development, tracing, and evaluation, and for traditional machine-learning workflows. |
| Licence | The AgentOps application and repository are released under the MIT licence. | The public MLflow repository identifies its licence as Apache-2.0. |
| Rating on G2 | 0.0 out of 5 from 0 reviews | No product rating or review count for MLflow Tracing is stated on the opened G2 MLflow marketplace page. |
| Self-hosting | The repository documents running the full dashboard and API backend on a user's own machine, while the enterprise plan lists AWS, GCP and Azure self-hosting. | The repository's setup instructions show starting an MLflow server locally and connecting tracing to it. |
| What it does | AgentOps is a developer platform for tracing, debugging and deploying AI agents and LLM applications. | MLflow Tracing records inputs, outputs, and metadata for intermediate steps in LLM applications and AI agents so teams can inspect behavior and investigate issues. |
Plans
In their own words
MLflow Tracing
MLflow Tracing has no write-up on Specifiction yet; its figures are above.