{"repo":"SylphAI-Inc/AdalFlow","free":true,"listed":false,"github":"https://github.com/SylphAI-Inc/AdalFlow","clone":"git clone https://github.com/SylphAI-Inc/AdalFlow.git","description":"AdalFlow: The library to build & auto-optimize LLM applications.","language":"Python","stars":4207,"topics":["agent","framework","llm","rag","generative-ai","machine-learning","nlp","python","retriever","ai"],"license":"MIT","category":"ai-agents","readme_excerpt":"⚡ AdalFlow is a PyTorch-like library to build and auto-optimize any LM workflows, from Chatbots, RAG, to Agents. ⚡   AdalFlow proudly powers AdaL CLI — The AI coding agent View Documentation Why AdalFlow 1. 100% Open-source Agents SDK : Lightweight and requires no additional API to setup Human-in-the-Loop and Tracing Functionalities. 2. Say goodbye to manual prompting : AdalFlow provides a unified auto-differentiative framework for both zero-shot optimization and few-shot prompt optimization. Our research, LLM-AutoDiff and Learn-to-Reason Few-shot In Context Learning , achieve the highest accuracy among all auto-prompt optimization libraries. 3. Switch your LLM app to any model via a config : AdalFlow provides Model-agnostic building blocks for LLM task pipelines, ranging from RAG, Agents to classical NLP tasks. View Documentation Quick Start Install AdalFlow with pip: Hello World Agent Example 1. Synchronous Call Mode 2. Asynchronous Call Mode 3. Async Streaming Mode Set your OPENAI API KEY environment variable to run these examples. Try the full Agent tutorial in Colab: View Quickstart: Learn How AdalFlow optimizes LM workflows end-to-end in 15 mins. Go to Documentation for tracing, human-in-the-loop, and more. Research [Sep 2025] LAD-VF: LLM-Automatic Differentiation Enables Fine-Tuning-Free Robot Planning from Formal Methods Feedback - Fine-tuning-free robot planning using LLM auto-differentiation - Integration of formal methods feedback for robot control [Jan 2025] ","default_branch":null,"files":null,"tree":[],"storefront":"/r/SylphAI-Inc","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SylphAI-Inc/AdalFlow/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}