Logfire vs AgentOps Agent Observability

Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating errors, and running custom SQL queries against observability data with automatic authentication.

Connect with AI agent trace data including Crew, LangGraph, AutoGen, AG2, OpenAI, Agno, LiteLLM, and 400+ more! Query metrics, logs, and LLM prompts/completions, costs, latency, and more. Track, measure, and debug exceptions, errors, and timeouts to improve your agent's reliability. ‎‎ ‎ ‎ ‎ ‎ ‎ ‎ ‎

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