[::] Agentic Stacks

Agenta

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Open-source LLMOps platform combining prompt management, evaluation, and observability.

Provides a unified playground for comparing prompts and models side-by-side, with Git-like versioning that tracks prompt variants and complete commit history. Prompts can be deployed to separate environments such as development, staging, and production. The platform is MIT-licensed and available self-hosted or as a managed cloud offering, and is designed so non-technical domain experts can iterate on prompts through the UI while developers work via SDK and API.

Strengths

  • Git-style prompt versioning with variants, commit histories, and environment-based deployment
  • Playground compares prompts and models side-by-side across many LLM providers
  • MIT-licensed and self-hostable with no vendor lock-in
  • UI lets non-developers experiment, annotate, and run evaluations without code changes

Tradeoffs

  • Full LLMOps platform rather than a lightweight standalone prompt manager
  • Self-hosting requires running and operating the Docker-based stack yourself

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