DemoGPT
Streamline LLM Agent development with an all-in-one library offering tools, prompts, frameworks, and models.
About
DemoGPT is a comprehensive Python library designed to streamline the creation and deployment of Large Language Model (LLM) agents. It provides a unified ecosystem comprising essential components like diverse tools, customizable prompts, and flexible frameworks, along with a knowledge hub of LLM models. This platform empowers developers to build, customize, and utilize AI agents capable of performing complex tasks, from web searches and data analysis to computer vision and information retrieval via RAG.
Key Features
- Comprehensive LLM Agent Development: Unified platform for tools, prompts, frameworks, and models.
- Flexible Agent Architectures: Supports various agent types like ToolCallingAgent and ReactAgent, providing detailed reasoning.
- 1,835 GitHub stars
- Extensible Tool Integration: Easily create custom tools and utilize a wide array of built-in tools (e.g., DuckDuckGo, Weather, Python, YOLO).
- Retrieval Augmented Generation (RAG): Seamlessly integrate RAG with multiple vector stores (Chroma, Pinecone, FAISS) for enhanced knowledge retrieval.
- Pythonic Interface: Simple and intuitive Python API for defining, configuring, and running agents and tools.
Use Cases
- Creating RAG-powered systems for nuanced question answering by integrating private or external knowledge bases.
- Developing custom AI assistants capable of advanced information retrieval and task execution.
- Building intelligent applications that combine external tools (e.g., web search, math calculations, image analysis) with LLM reasoning.