| Price from | $40/mo | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | Yes | — |
| Web | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 3 | 1 |
| Spec score · AI Agent Observability Tools | 9.3 (#2) | 7.7 (#25) |
| Cost tracking | The site says AgentOps tracks token counts and agent spend, with price monitoring across 400+ LLMs. | It attributes token costs by model, user, and project, with budget periods, spend alerts, and provider comparisons. |
| Framework integrations | The SDK integrates with CrewAI, AG2/AutoGen, Agno, LangGraph, OpenAI Agents SDK and other agent frameworks. | Framework integrations include LangChain, LangGraph, CrewAI, Pydantic AI, Vercel AI SDK, LiteLLM, and OpenTelemetry. |
| SDKs | The documentation says AgentOps is available for Python and TypeScript/JavaScript applications. | LogicGaze provides native Python and TypeScript SDKs, including zero-configuration instrumentation for OpenAI and Anthropic. |
| 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 documentation says LogicGaze can be deployed on a customer's own infrastructure with Docker for full data ownership and configuration control. |
