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AI Agent Roadmap

Explore the latest AI Agent Framework and Vector Databases! 🎆

Table of Contents

Project List

AI Agent Framework

Source Description Code Paper
Adala Adala is an Autonomous DAta (Labeling) Agent framework. GitHub
Agency A fast and minimal framework for building agent-integrated systems. GitHub
AgentBoard An Analytical Evaluation Board of Multi-turn LLM Agents. GitHub
Agent Group Chat An Interactive Group Chat Simulacra For Better Eliciting Collective Emergent Behavior. GitHub arXiv
Agent K An autoagentic AGI that is self-evolving and modular. GitHub
AgentKit AgentKit: Flow Engineering with Graphs, not Coding. GitHub
AgentKit AgentKit: rapidly build high quality Agent apps. GitHub
AgentLabs Open-Source Universal AI Agent Frontend. GitHub
Agent Protocol Open interface for AI agent communication. GitHub
Agents An Open-source Framework for Autonomous Language Agents. GitHub arXiv
AgentScope Start building LLM-empowered multi-agent applications in an easier way. GitHub
Agentsflow Drag & drop UI to build and run a flow of autogen AI agents. GitHub
agentUniverse agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. GitHub
AgentVerse AgentVerse is designed to facilitate the deployment of multiple LLM-based agents in various applications. GitHub arXiv
AIOS LLM Agent Operating System. GitHub
Atomic Agents The Atomic Agents framework is designed to be modular, extensible, and easy to use. GitHub
AutoAgents A Framework for Automatic Agent Generation. GitHub arXiv
AutoGen AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. GitHub arXiv
AutoGPT Build & Use AI Agents. GitHub
Buffer of Thoughts Thought-Augmented Reasoning with Large Language Models. GitHub arXiv
Byzer-Agent Easy, fast, and distributed agent framework for everyone. GitHub
CAMEL Communicative Agents for “Mind” Exploration of Large Scale Language Model Society. GitHub arXiv
Character-LLM A Trainable Agent for Role-Playing. GitHub arXiv
ChatDev Communicative Agents for Software Development. GitHub
CogAgent A Visual Language Model for GUI Agents. GitHub arXiv
crewAI Framework for orchestrating role-playing, autonomous AI agents. GitHub
DB-GPT DB-GPT is an open-source framework designed for the realm of large language models (LLMs) within the database field. GitHub arXiv
Dify Dify is an open-source LLM app building platform. GitHub
Digital Life Project Autonomous 3D Characters with Social Intelligence. arXiv
DSPy DSPy is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). GitHub arXiv
E2B Cloud Runtime for AI Agents. GitHub
everything-ai Your fully proficient, AI-powered and local chatbot assistant🤖. GitHub
fabric fabric is an open-source framework for augmenting humans using AI. GitHub
FastGPT FastGPT is a knowledge-based platform built on the LLM. GitHub
fastRAG Efficient Retrieval Augmentation and Generation Framework. GitHub
Fine Automate software development with AI Agents. GitHub
Flowise Build LLM Apps Easily. GitHub
GraphRAG A modular graph-based Retrieval-Augmented Generation (RAG) system. GitHub
KwaiAgents A generalized information-seeking agent system with Large Language Models (LLMs). GitHub arXiv
Lagent A lightweight framework for building LLM-based agents. GitHub
LangChain Get your LLM application from prototype to production. GitHub
Langflow Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. GitHub
LangGraph Building language agents as graphs. GitHub
LangGraph Studio LangGraph Studio offers a new way to develop LLM applications by providing a specialized agent IDE that enables visualization, interaction, and debugging of complex agentic applications. GitHub
Langroid Multi-Agent Framework. GitHub
Lepton AI A Pythonic framework to simplify AI service building. GitHub
LlamaIndex LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models. GitHub
LLMStack Open-source platform to build AI Agents, workflows and applications with your data. GitHub
Marvin The AI Engineering Framework. GitHub
MetaGPT The Multi-Agent Framework. GitHub
MindSearch MindSearch: Mimicking Human Minds Elicits Deep AI Searcher. GitHub
Mixture of Agents (MoA) Mixture-of-Agents Enhances Large Language Model Capabilities. GitHub arXiv
Mobile-Agent Autonomous Multi-Modal Mobile Device Agent with Visual Perception. GitHub arXiv
Multi-LLM Agent α-UMi: Small LLMs Are Weak Tool Learners. GitHub arXiv
OpenAgents An Open Platform for Language Agents in the Wild. GitHub arXiv
OpenGPTs A framework for creating agent runtimes. GitHub
OpenPaL Building Open-Ended Embodied Agent via Language-Policy Bidirectional Adaptation. GitHub arXiv
Phidata Build AI Assistants using function calling. GitHub
Pipecat Open Source framework for voice and multimodal conversational AI. GitHub
PR-Agent An AI-Powered 🤖 Tool for Automated Pull Request Analysis, Feedback, Suggestions and More! GitHub
ProAgent From Robotic Process Automation to Agentic Process Automation. GitHub arXiv
Qwen-Agent Qwen-Agent is a framework for developing LLM applications based on the instruction following, tool usage, planning, and memory capabilities of Qwen. GitHub
Ragas Ragas is a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines. GitHub
RAGoon Improve Large Language Models retrieval using dynamic web-search ⚡. GitHub
ReWOO Decoupling Reasoning from Observations for Efficient Augmented Language Models. GitHub
Search with Lepton Building a quick conversation-based search demo with Lepton AI. GitHub
Superagent The open framework for building AI Assistants. GitHub
SuperAGI SuperAGI - A dev-first open source autonomous AI agent framework. GitHub
SWE-agent Agent Computer Interfaces Enable Software Engineering Language Models. GitHub
TaskGen A Task-based agentic framework building on StrictJSON outputs by LLM agents. GitHub
TaskingAI The open source platform for AI-native application development. GitHub
TaskWeaver A Code-First Agent Framework. GitHub arXiv
ToRA ToRA: A Tool-Integrated Reasoning Agent. GitHub arXiv
Translation Agent Agentic translation using reflection workflow. GitHub
UFO A UI-Focused Agent for Windows OS Interaction. GitHub
Vanna Vanna helps you generate and run accurate SQL for your database using LLMs via Retrieval-Augmented Generation. GitHub
WebDesignAgent An agent used for webdesign. GitHub
XAgent An Autonomous Agent for Complex Task Solving. GitHub
X-Force IDE X-Force IDE is a low-code, agent-as-a-service UI framework. GitHub

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Vector Databases

Source Description Code Paper
Chroma Chroma - the AI-native open-source embedding database. GitHub
LanceDB LanceDB is a developer-friendly, open source database for AI. GitHub
Milvus A cloud-native vector database, storage for next generation AI applications. GitHub
Pinecone Pinecone serverless lets you deliver remarkable GenAI applications faster, at up to 50x lower cost.
Weaviate The AI-native database for a new generation of software. GitHub

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