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Agenta

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Open-source LLMOps platform for prompts, evals, and observability

4.6k stars 641 forks last commit first released

Actively maintained

Last commit 26 Aug 2026.

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Agenta is an open-source LLMOps platform for building and operating production-grade LLM applications. It centralizes prompt work, evaluation workflows, and runtime traces so teams can iterate safely and measure quality over time.

Key Features

  • Interactive prompt playground to compare prompts and models side-by-side on real test cases
  • Prompt and configuration versioning with environments/branching to control changes
  • Testset management (including CSV import and capturing production cases) for repeatable experiments
  • Automated and human evaluation workflows, including LLM-as-judge and custom evaluators
  • Production observability with tracing, latency/usage/cost tracking, and debugging via detailed traces
  • Open standards support for tracing via OpenTelemetry-compatible instrumentation
  • UI and API parity to support both expert-driven and engineering workflows

Use Cases

  • Prompt engineering and regression testing before shipping changes to production
  • Evaluating agents and RAG pipelines with automated metrics plus expert review
  • Debugging and monitoring production LLM apps to detect failures and performance regressions

Agenta fits teams that need a single source of truth for prompts, evaluations, and traces, combining experimentation and operational monitoring in one platform. It helps reduce trial-and-error iterations by making changes measurable and auditable.

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