Output is an open-source TypeScript framework designed to build, orchestrate, and manage AI workflows and agents within a single unified system. It consolidates multiple aspects of AI development, including prompt management, evaluation, tracing, cost tracking, and orchestration, into a file-based architecture that lives entirely within the codebase. The framework is built specifically to work with AI coding agents, enabling them to read, modify, and execute workflows directly from structured project folders. It eliminates reliance on fragmented SaaS tools by providing all necessary components locally, ensuring better transparency and control over data and processes. Output includes built-in evaluation systems, such as LLM-as-a-judge scoring, and integrates workflow orchestration tools like Temporal to handle retries, parallel execution, and state management. It also supports multiple model providers through a unified API.

Features

  • Unified framework for AI workflows and agents
  • File-based architecture for prompts and evaluations
  • Built-in tracing, logging, and cost tracking
  • Support for multiple LLM providers
  • Workflow orchestration with retry and parallel execution
  • Evaluation tools with LLM-based scoring

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Frameworks

License

Apache License V2.0

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Output Web Site

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Additional Project Details

Programming Language

TypeScript

Related Categories

TypeScript Frameworks

Registered

2026-04-21