In the current wave of rapid advancement in AI technology, several open source projects provide developers with great functionality and flexibility, especially in the area of Multi-Agent Systems (MAS). Here are five of the most popular Agent projects (GitHub currently has the highest Star - as of today), covering a wide range of options from development platforms to frameworks to help you better build intelligent applications.
1. langgenius/dify
Dify is an open source LLM application development platform. Its intuitive interface combines AI workflows, RAG (Retrieval-Augmented Generation) pipelines, and intelligent agent capabilities to help developers quickly build applications based on the Large Language Model (LLM).
Features:
- Easy integration and customization
- be in favor of RAG Processes and agency operations
- Strong scalability for a wide range of application scenarios
2. geekan/MetaGPT
MetaGPT is a multi-agent framework designed to advance natural language programming. It provides developers with a new perspective that enhances the efficiency and maneuverability of software development by using multiple intelligent agents to collaborate on tasks.
Features:
- Multi-agent architecture, capable of division of labor
- natural language programming support
- Development and applications for AI software companies
3. langflow-ai/langflow
Langflow is a low-code application builder designed for RAG and multi-agent AI applications. It is developed in Python and supports integration with any model, API, or database with a high degree of flexibility.
Features:
- Support for RAG and multi-agent AI applications
- Low-code development for increased productivity
- Model, API and database agnostic, high adaptability
4. All-Hands-AI/OpenHands
OpenHands Designed to enable developers to write less code and create more innovative applications. By simplifying the development process, OpenHands makes the creation of AI applications more efficient and intuitive.
Features:
- "Do more with less code" philosophy
- Highly simplified development interface
- Rapid deployment for a wide range of AI solutions
5. microsoft/autogen
Autogen is a programming framework from Microsoft designed to support the development of agent AI. With the framework, developers can easily create complex agent systems with intelligent interactions.
Features:
- Programming framework for agent-based AI development
- Powerful integration support
- Provide Discord community and office hour support to facilitate developer communication
- autogen visualization version
All of these projects are driving the adoption and development of intelligent agents, and developers can choose the most appropriate tool for their needs to implement complex AI functionality.
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