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# ⛓️🛠️ ChainForge
**An open-source visual programming environment for battle-testing prompts for LLMs.**
**An open-source visual programming environment for battle-testing prompts to LLMs.**
ChainForge is a data flow prompt engineering tool for testing and evaluating prompts (and eventually, prompt chains) for LLMs. Think of ChainForge like an exploration tool where you can 'sketch' prompt ideas and test them quickly and effectively. Like Jupyter Notebooks were good for early-stage exploration, ChainForge is geared towards early-stage, quick-and-dirty exploration of prompts and response quality that goes beyond ad-hoc chatting with individual LLMs.