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Agenta

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Open-source LLMOps platform for building reliable AI apps

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What is Agenta?

Agenta is an open-source LLMOps platform designed to help teams build reliable LLM applications. It brings prompt management, evaluation, and observability into one unified workspace, replacing scattered workflows with structured processes.

With Agenta, you can centralize all prompts, run automated and human evaluations, and debug production issues using full-trace observability. Its model-agnostic playground lets you compare any LLM side-by-side, while version history keeps every iteration trackable.

Key capabilities include:

  • Collaborative prompt iteration for developers, PMs, and domain experts
  • Flexible evaluation using LLM-as-a-judge, built-in metrics, or your own code
  • One-click conversion of failing traces into test cases to close the feedback loop
  • API and UI parity to integrate seamlessly with existing workflows

Whether you're an indie hacker or part of a large AI team, Agenta provides the infrastructure to move from guesswork to evidence-driven development.

How to use Agenta

  1. 1

    Create or import a prompt in the unified playground

  2. 2

    Run experiments by comparing prompts and models side-by-side

  3. 3

    Set up automated evaluations using built-in or custom evaluators

  4. 4

    Debug traces to identify failure points and turn them into test cases

  5. 5

    Monitor production performance with live online evaluations

Key features

Centralized prompt management with full version history

Side-by-side playground to compare prompts and models

Automated evaluation using LLM-as-a-judge, built-in, or custom evaluators

Full-trace debugging and monitoring with one-click test creation

Human annotation and feedback integration for domain experts

Use cases

  • Iterating on LLM prompts with cross-functional teams
  • A/B testing different models and configurations systematically
  • Managing prompt version history for audit and rollback
  • Debugging production LLM failures with full trace visibility
  • Establishing a continuous evaluation pipeline for AI features

Best for

LLM developersProduct managersDomain expertsAI teamsIndie hackersStartups

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Frequently asked questions about Agenta

Common questions to help you decide if Agenta is right for you.

Yes, Agenta is an open-source platform. You can self-host it or use the cloud version at no cost. Check the official site or GitHub repository for the latest details.

Agenta is an LLMOps platform that helps teams manage prompts, run evaluations, and debug LLM applications. It centralizes prompt versioning, automated testing, and trace observability in one place.

It's designed for cross-functional teams building LLM apps—including developers, product managers, and domain experts. The UI enables non-technical users to experiment with prompts and evals.

Yes, Agenta is model-agnostic. You can connect to any LLM provider or self-hosted model without vendor lock-in. It supports side-by-side comparisons in the playground.

It provides full-trace observability, allowing you to trace every request, annotate errors, and turn failing traces into test cases with one click. You can also set up live online evaluations to detect regressions.

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