Agent4Rec is an innovative recommender system simulator that leverages Large Language Models (LLMs) to create 1,000 generative agents, each initialized from the MovieLens-1M dataset. These agents exhibit diverse social traits and preferences, engaging in realistic interactions with personalized movie recommendations. Actions include watching, rating, evaluating, exiting, and conducting interviews about recommended content. Designed to provide insights into human behavior within recommendation environments, Agent4Rec serves as a valuable tool for researchers and developers aiming to study and enhance recommender systems.

agent4rec

An open-source recommender system simulator utilizing 1,000 LLM-empowered generative agents to emulate user interactions with personalized movie recommendations.

Agent4Rec

Agent Zero is an open-source AI framework that enables the development of dynamic and customizable AI agents. It is designed to organically grow and learn through use, offering full transparency and interactivity. The framework allows agents to utilize the operating system as a tool, executing commands, writing code, and collaborating with other agent instances to accomplish tasks. With a focus on general-purpose assistance, Agent Zero supports multi-agent cooperation and is highly extensible, allowing users to modify prompts, tools, and behaviors to suit specific needs.

agent-zero

An open-source AI framework designed to create dynamic, customizable, and interactive AI agents for various tasks.

Agent Zero

AutoAgent is an open‑source, fully automated LLM agent framework from HKUDS that allows users to build, customize, and deploy multi-agent workflows using only natural language. It features an agent editor and workflow builder for zero-code design, a self‑managing vector DB, support for multiple LLMs, and strong performance on GAIA benchmark compared to research-grade agents.

autoagent

Open-source zero-code LLM framework to create and deploy multi-agent workflows via natural language.

AutoAgent

BabyDeerAGI is a lightweight modification of BabyCatAGI, itself an evolution of BabyBeeAGI and the original BabyAGI framework. With approximately 350 lines of code, BabyDeerAGI introduces parallel task execution, enhancing the efficiency and speed of autonomous task management. It operates using OpenAI's GPT-3.5-turbo model, eliminating the need for GPT-4, and incorporates features such as user input tools, query rewriting in web search, and result saving functionalities. This streamlined approach facilitates faster and more efficient task automation.

babydeeragi

A streamlined AI agent framework enabling parallel task execution for enhanced efficiency.

BabyDeerAGI

ChatDev is an open-source framework that simulates a virtual software company, employing intelligent agents powered by large language models (LLMs) to automate the software development lifecycle. By adopting a waterfall model, ChatDev divides the process into distinct phases—designing, coding, testing, and documentation—with specialized agents collaborating in each phase. This approach enables the rapid and cost-effective generation of complete software applications, including source code, user manuals, and environmental dependencies. ChatDev's innovative use of multi-agent systems and natural language communication streamlines development workflows, reduces errors, and enhances efficiency.

chatdev

An open-source framework utilizing large language models to automate the entire software development process through multi-agent collaboration.

ChatDev

ChemCrow is an AI-powered platform developed by researchers at EPFL, designed to enhance chemical research by integrating 18 expert-designed tools. Utilizing large language models (LLMs) like GPT-4, ChemCrow autonomously plans and executes tasks such as chemical synthesis, literature extraction, and molecular analysis. This integration enables efficient synthesis planning and execution, assisting in the discovery of new compounds and materials. By democratizing access to complex chemical knowledge, ChemCrow lowers barriers for non-experts while augmenting the toolkit available to veteran chemists, thereby accelerating research and development in pharmaceuticals, materials science, and beyond.

chemcrow

An AI-driven chemistry agent that integrates multiple specialized tools to autonomously perform complex chemical research tasks across organic synthesis, drug discovery, and materials design.

ChemCrow

Continue is an open-source AI-powered coding assistant designed to enhance developer productivity by integrating seamlessly with popular Integrated Development Environments (IDEs) such as Visual Studio Code and JetBrains. It offers real-time code autocompletion, providing inline suggestions as developers type, and includes a chat interface that allows for natural language queries and code generation. Continue supports multiple AI models, enabling users to customize their coding experience and build tailored autocomplete and chat functionalities within their development environment.

continue

An open-source AI code assistant that integrates with IDEs to provide real-time code autocompletion and chat functionalities.

Continue

Convergence Proxy is an AI-driven virtual assistant developed by Convergence AI, designed to acquire new skills, take actions, and enhance its performance during real-time use. It leverages Large Meta Learning Models (LMLMs) to provide reliable and autonomous assistance across various tasks. Proxy has demonstrated superior performance in top agent benchmarks, outperforming solutions from OpenAI and Anthropic. The platform also offers a Template Hub, providing ready-to-run Proxy templates created by Convergence and its user community, facilitating ease of deployment and customization.

convergence-proxy

An AI-driven virtual assistant capable of acquiring new skills and improving through real-time use.

Convergence Proxy

Crawl4AI is an open-source, LLM-friendly web crawler and scraper designed to streamline web data extraction for AI agents and data pipelines. It offers features such as asynchronous crawling, structured data output in formats like JSON and Markdown, and integration capabilities with large language models. Crawl4AI supports advanced extraction strategies, including LLM-based methods, and provides tools for handling dynamic content, making it a versatile solution for developers seeking efficient and customizable web scraping solutions.

crawl4ai

An open-source, LLM-friendly web crawler and scraper optimized for AI agents and data pipelines.

Crawl4AI

AlphaFold is an AI system developed by DeepMind that predicts the 3D structures of proteins based on their amino acid sequences. By leveraging deep learning techniques, AlphaFold has achieved remarkable accuracy in protein structure prediction, significantly advancing the field of structural biology. This breakthrough has profound implications for understanding biological processes and accelerating drug discovery.

deepminds-alphafold

An AI system that predicts protein structures with high accuracy.

DeepMind's AlphaFold

Diffblue Cover is an autonomous AI testing agent specializing in Java unit and regression test creation and maintenance. Using reinforcement learning and sandboxed execution, it generates deterministic, compile‑correct tests, integrates with IDEs like IntelliJ and CI pipelines, and continuously adapts to code changes. It boosts coverage, speeds delivery, and secures IP by running on‑premise.

diffblue-cover

An autonomous AI agent that generates and maintains Java unit tests at scale with guaranteed accuracy.

Diffblue Cover

Eidolon AI is an open-source platform designed to facilitate the development and deployment of AI agents within enterprise environments. It offers a pluggable Agent Software Development Kit (SDK) and a deployment server, allowing developers to create agent-based applications efficiently. The framework supports the integration of various Large Language Models (LLMs) and provides tools for building custom agent templates, managing agent-to-agent communication, and configuring built-in components. By leveraging Eidolon AI, organizations can streamline the creation of generative AI services, enhancing automation and operational efficiency.

eidolon-ai

An open-source framework enabling developers to rapidly build and deploy enterprise-grade AI agents as services.

AI Agents with Docker Container Integration