Awesome-AI-Agents  by Jenqyang

Collection of autonomous agents powered by LLMs

created 1 year ago
722 stars

Top 48.7% on sourcepulse

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Project Summary

This repository curates a comprehensive collection of open-source projects focused on autonomous AI agents powered by Large Language Models (LLMs). It serves as a valuable resource for researchers, developers, and enthusiasts exploring the rapidly evolving field of AI agents, offering a structured overview of applications, frameworks, simulation environments, and evaluation tools.

How It Works

The collection highlights LLM-driven autonomous agents designed to tackle diverse tasks, from software engineering and research to content creation and system automation. Projects range from single-agent task solvers like AutoGPT and GPT-Engineer to multi-agent systems such as MetaGPT and ChatDev, emphasizing collaborative problem-solving and agent society simulations. Frameworks like LangChain, LlamaIndex, and AutoGen are featured for their role in composability and agent orchestration.

Quick Start & Requirements

This is a curated list, not a single runnable project. Individual projects within the collection have varying requirements, often including Python, specific LLM API keys (OpenAI, Anthropic, Ollama), and potentially GPU acceleration for advanced models. Links to individual project documentation and demos are provided within the repository.

Highlighted Details

  • Extensive categorization of projects into Applications, Frameworks, Benchmarks, and Simulation environments.
  • Features prominent LLM agent frameworks like LangChain, LlamaIndex, AutoGen, and CrewAI.
  • Includes resources for evaluating agent performance, such as AgentBench and agentops.
  • Covers multi-agent systems and agent society simulations, exploring collaborative AI.

Maintenance & Community

The repository is a community-driven collection, with contributions from various individuals and projects. It links to relevant blogs, survey papers, and other "awesome" lists, fostering a broader ecosystem for AI agent research.

Licensing & Compatibility

The licensing varies significantly across the individual projects listed. Users must consult the specific license of each project for usage, distribution, and commercial compatibility.

Limitations & Caveats

As a curated list, this repository does not provide a unified interface or guarantee compatibility between the listed projects. The rapid pace of development in AI agents means some projects may become outdated or superseded quickly.

Health Check
Last commit

2 months ago

Responsiveness

1+ week

Pull Requests (30d)
1
Issues (30d)
1
Star History
120 stars in the last 90 days

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