Agenta vs MLflow Tracing
Agenta
agenta.aiMLflow Tracing
mlflow.orgSide by side
| Figure | Agenta | MLflow Tracing |
|---|---|---|
| Price from | $29/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 | 8 | 1 |
| Spec score · AI Agent Observability Tools | 9.3 (#1) | 8.4 (#10) |
| Spec score · AI LLM Observability Tools | 9.3 (#1) | 8.4 (#11) |
| Integrations | The documentation describes more than 1,000 integrations through built-in connectors, MCP servers and Composio. | The integrations directory organizes automatic tracing support across frameworks, coding agents, and model providers. |
| Licence | The public GitHub repository describes Agenta as open source under the MIT License. | The public MLflow repository identifies its licence as Apache-2.0. |
| Self-hosting | Self-hosting uses Docker and Docker Compose, with an optional Kubernetes Helm deployment documented separately. | The repository's setup instructions show starting an MLflow server locally and connecting tracing to it. |
| What it does | Agenta is a collaborative workspace for building AI agents and automations through chat, with cloud or self-hosted deployment. | 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
Agenta
- HobbyFree
- Open sourceFree
- Pro$29 a month
- Business$299 a month
- EnterprisePriced on request
- Enterprise (Cloud)Priced on request
- Enterprise (self-hosted)Priced on request
- Enterprise self-hostedPriced on request
In their own words
Agenta
Agenta is an open-source workspace for teams building and automating AI coworkers. Teams can interact with agents in Slack or Telegram, start from templates for engineering, customer support, sales, company knowledge, and operations, and run them on a schedule or in response to events. Its observability tools include traces, logs, errors, version history, evaluations, and token usage with estimated model costs. Agenta connects with services such as Slack, Notion, GitHub, HubSpot, Google Drive, Linear, Zendesk, and Discord, and supports more than 1,000 integrations. Listed model providers include OpenAI, Anthropic, Gemini, Mistral, and others. Cloud Hobby is free and allows two team members and 5,000 runs monthly; runs stop at that limit. Pro costs $29 a month and includes 10,000 runs monthly, with extra runs priced at $5 per additional 10,000. Model-provider charges are separate. Self-hosting is available, with users operating the application, storage, runner, upgrades, and backups in their own infrastructure. A mobile app supports agent conversations, approvals, and workspace management.
MLflow Tracing
MLflow Tracing has no write-up on Specifiction yet; its figures are above.