maitrix-org/PromptAgent
This is the official repo for "PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization". PromptAgent is a novel automatic prompt optimization method that autonomously crafts prompts equivalent in quality to those handcrafted by experts, i.e., expert-level prompts.
This tool helps anyone working with large language models to automatically create the most effective instructions, or 'prompts', for their specific tasks. You provide your task's goals and some examples, and it outputs highly optimized prompts that guide the LLM to give the best possible answers, just as an expert human prompt engineer would. It's ideal for AI trainers, content strategists, data scientists, or anyone developing applications that rely on precise LLM outputs.
351 stars. No commits in the last 6 months.
Use this if you need your large language model to consistently deliver expert-level performance on specific tasks without the extensive trial-and-error of manual prompt crafting.
Not ideal if you're looking for a simple, real-time prompt generation for everyday queries or if your budget doesn't allow for API costs and processing time for optimization.
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351
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Language
Python
License
Apache-2.0
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Last pushed
Jul 17, 2025
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