{"repo":"stoyan-stoyanov/llmflows","free":true,"listed":false,"github":"https://github.com/stoyan-stoyanov/llmflows","clone":"git clone https://github.com/stoyan-stoyanov/llmflows.git","description":"LLMFlows - Simple, Explicit and Transparent LLM Apps","language":"Python","stars":707,"topics":["ai","llm","llm-inference","llmops","llms","machine-learning","openai","prompt-engineering","question-answering","vector-database"],"license":"MIT","category":"ai-agents","readme_excerpt":"Documentation: https://llmflows.readthedocs.io PyPI: https://pypi.org/project/llmflows Twitter: https://twitter.com/LLMFlows Substack: https://llmflows.substack.com 🤖 About LLM Flows LLMFlows is a framework for building simple, explicit, and transparent LLM(Large Language Model) applications such as chatbots, question-answering systems, and agents. At its core, LLMFlows provides a minimalistic set of abstractions that allow you to utilize LLMs and vector stores and build well-structured and explicit apps that don't have hidden prompts or LLM calls. LLM Flows ensures complete transparency for each component, making monitoring, maintenance, and debugging easy. 📦 Installation 🧭 Philosophy Simple Our goal is to build a simple, well-documented framework with minimal abstractions that allow users to build flexible LLM-powered apps without compromising on capabilities. Explicit We want to create an explicit API enabling users to write clean and readable code while easily creating complex flows of LLMs interacting with each other. LLMFlows' classes give users full control and do not have any hidden prompts or LLM calls. Transparent We aim to help users have full transparency on their LLM-powered apps by providing traceable flows and complete information for each app component, making it easy to monitor, maintain, and debug. ▶️ Live Demo Check out LLM-99 - a demo app that uses LLMs to explain superconductors in simple terms. The app is built with LLMFlows, and FastAPI and uses Pine","default_branch":null,"files":null,"tree":[],"storefront":"/r/stoyan-stoyanov","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/stoyan-stoyanov/llmflows/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."}