https://github.com/Yuan-ManX/ai-agent-roadmap
Explore the latest AI Agent Framework!
https://github.com/Yuan-ManX/ai-agent-roadmap
agents ai-agents artificial-intelligence deep-learning deep-learning-framework framework mechine-learning
Last synced: about 2 months ago
JSON representation
Explore the latest AI Agent Framework!
- Host: GitHub
- URL: https://github.com/Yuan-ManX/ai-agent-roadmap
- Owner: Yuan-ManX
- License: mit
- Created: 2024-01-09T05:29:15.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-05-28T11:53:57.000Z (11 months ago)
- Last Synced: 2024-05-29T03:11:27.232Z (11 months ago)
- Topics: agents, ai-agents, artificial-intelligence, deep-learning, deep-learning-framework, framework, mechine-learning
- Homepage:
- Size: 151 KB
- Stars: 25
- Watchers: 4
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- Awesome-AI-Agents - ai-agent-roadmap - Explore the latest AI Agent Framework! (Reference Repo / Blog)
- Awesome-AI-Agents - ai-agent-roadmap - Explore the latest AI Agent Framework! (Reference Repo / Blog)
README
# AI Agent Roadmap
Explore the latest AI Agent Framework and Vector Databases! 🎆
## Table of Contents
* [AI Agent Framework](#agent)
* [Vector Databases](#db)
## Project List
### AI Agent Framework
| Source | Description | Code | Paper |
| :------------------------------------------------------------------------------------------ | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-----------: | :-------: |
| [Adala](https://humansignal.github.io/Adala/) | Adala is an Autonomous DAta (Labeling) Agent framework. | [GitHub](https://github.com/HumanSignal/Adala) | |
| [Agency](https://createwith.agency/) | A fast and minimal framework for building agent-integrated systems. | [GitHub](https://github.com/operand/agency) | |
| [AgentBoard](https://github.com/hkust-nlp/AgentBoard) | An Analytical Evaluation Board of Multi-turn LLM Agents. | [GitHub](https://github.com/hkust-nlp/AgentBoard) | |
| [Agent Group Chat](https://github.com/MikeGu721/AgentGroup) | An Interactive Group Chat Simulacra For Better Eliciting Collective Emergent Behavior. | [GitHub](https://github.com/MikeGu721/AgentGroup) | [arXiv](https://arxiv.org/abs/2403.13433) |
| [Agent K](https://github.com/mikekelly/AgentK) | An autoagentic AGI that is self-evolving and modular. | [GitHub](https://github.com/mikekelly/AgentK) | |
| [AgentKit](https://github.com/Holmeswww/AgentKit) | AgentKit: Flow Engineering with Graphs, not Coding. | [GitHub](https://github.com/Holmeswww/AgentKit) | |
| [AgentKit](https://github.com/BCG-X-Official/agentkit) | AgentKit: rapidly build high quality Agent apps. | [GitHub](https://github.com/BCG-X-Official/agentkit) | |
| [AgentLabs](https://www.agentlabs.dev/) | Open-Source Universal AI Agent Frontend. | [GitHub](https://github.com/agentlabs-inc/agentlabs) | |
| [Agent Protocol](https://agentprotocol.ai/) | Open interface for AI agent communication. | [GitHub](https://github.com/AI-Engineer-Foundation/agent-protocol) | |
| [Agents](https://github.com/aiwaves-cn/agents) | An Open-source Framework for Autonomous Language Agents. | [GitHub](https://github.com/aiwaves-cn/agents) | [arXiv](https://arxiv.org/abs/2309.07870) |
| [AgentScope](https://github.com/modelscope/agentscope) | Start building LLM-empowered multi-agent applications in an easier way. | [GitHub](https://github.com/modelscope/agentscope) | |
| [Agentsflow](https://github.com/jaemil/agentsflow) | Drag & drop UI to build and run a flow of autogen AI agents. | [GitHub](https://github.com/jaemil/agentsflow) | |
| [agentUniverse](https://github.com/alipay/agentUniverse) | agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. | [GitHub](https://github.com/alipay/agentUniverse) | |
| [AgentVerse](https://github.com/OpenBMB/AgentVerse) | AgentVerse is designed to facilitate the deployment of multiple LLM-based agents in various applications. | [GitHub](https://github.com/OpenBMB/AgentVerse) | [arXiv](https://arxiv.org/abs/2308.10848) |
| [AIOS](https://github.com/agiresearch/AIOS) | LLM Agent Operating System. | [GitHub](https://github.com/agiresearch/AIOS) | |
| [Atomic Agents](https://github.com/KennyVaneetvelde/atomic_agents) | The Atomic Agents framework is designed to be modular, extensible, and easy to use. | [GitHub](https://github.com/KennyVaneetvelde/atomic_agents) | |
| [AutoAgents](https://github.com/Link-AGI/AutoAgents) | A Framework for Automatic Agent Generation. | [GitHub](https://github.com/Link-AGI/AutoAgents) | [arXiv](https://arxiv.org/abs/2309.17288) |
| [AutoGen](https://microsoft.github.io/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](https://github.com/microsoft/autogen) | [arXiv](https://arxiv.org/abs/2308.08155) |
| [AutoGPT](https://news.agpt.co/) | Build & Use AI Agents. | [GitHub](https://github.com/Significant-Gravitas/AutoGPT) | |
| [Buffer of Thoughts](https://github.com/YangLing0818/buffer-of-thought-llm) | Thought-Augmented Reasoning with Large Language Models. | [GitHub](https://github.com/YangLing0818/buffer-of-thought-llm) | [arXiv](https://arxiv.org/abs/2406.04271) |
| [Byzer-Agent](https://github.com/allwefantasy/byzer-agent) | Easy, fast, and distributed agent framework for everyone. | [GitHub](https://github.com/allwefantasy/byzer-agent) | |
| [CAMEL](https://www.camel-ai.org/) | Communicative Agents for “Mind” Exploration of Large Scale Language Model Society. | [GitHub](https://github.com/camel-ai/camel) | [arXiv](https://arxiv.org/abs/2303.17760) |
| [Character-LLM](https://github.com/choosewhatulike/trainable-agents) | A Trainable Agent for Role-Playing. | [GitHub](https://github.com/choosewhatulike/trainable-agents) | [arXiv](https://arxiv.org/abs/2310.10158) |
| [ChatDev](https://github.com/OpenBMB/ChatDev) | Communicative Agents for Software Development. | [GitHub](https://github.com/OpenBMB/ChatDev) | |
| [CogAgent](https://github.com/THUDM/CogVLM) | A Visual Language Model for GUI Agents. | [GitHub](https://github.com/THUDM/CogVLM) | [arXiv](https://arxiv.org/abs/2312.08914) |
| [crewAI](https://www.crewai.io/) | Framework for orchestrating role-playing, autonomous AI agents. | [GitHub](https://github.com/joaomdmoura/crewAI) | |
| [DB-GPT](https://dbgpt.site/) | DB-GPT is an open-source framework designed for the realm of large language models (LLMs) within the database field. | [GitHub](https://github.com/eosphoros-ai/DB-GPT) | [arXiv](https://arxiv.org/abs/2312.17449) |
| [Dify](https://dify.ai/) | Dify is an open-source LLM app building platform. | [GitHub](https://github.com/langgenius/dify) | |
| [Digital Life Project](https://digital-life-project.com/) | Autonomous 3D Characters with Social Intelligence. | | [arXiv](https://arxiv.org/abs/2312.04547) |
| [DSPy](https://github.com/stanfordnlp/dspy) | DSPy is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). | [GitHub](https://github.com/stanfordnlp/dspy) | [arXiv](https://arxiv.org/abs/2310.03714) |
| [E2B](https://e2b.dev/docs) | Cloud Runtime for AI Agents. | [GitHub](https://github.com/e2b-dev/E2B) | |
| [everything-ai](https://github.com/AstraBert/everything-ai) | Your fully proficient, AI-powered and local chatbot assistant🤖. | [GitHub](https://github.com/AstraBert/everything-ai) | |
| [fabric](https://github.com/danielmiessler/fabric) | fabric is an open-source framework for augmenting humans using AI. | [GitHub](https://github.com/danielmiessler/fabric) | |
| [FastGPT](https://fastgpt.in/) | FastGPT is a knowledge-based platform built on the LLM. | [GitHub](https://github.com/labring/FastGPT) | |
| [fastRAG](https://github.com/IntelLabs/fastRAG) | Efficient Retrieval Augmentation and Generation Framework. | [GitHub](https://github.com/IntelLabs/fastRAG) | |
| [Fine](https://www.fine.dev/) | Automate software development with AI Agents. | [GitHub](https://github.com/finehq/fine) | |
| [Flowise](https://github.com/FlowiseAI/Flowise) | Build LLM Apps Easily. | [GitHub](https://github.com/FlowiseAI/Flowise) | |
| [GraphRAG](https://github.com/microsoft/graphrag) | A modular graph-based Retrieval-Augmented Generation (RAG) system. | [GitHub](https://github.com/microsoft/graphrag) | |
| [KwaiAgents](https://github.com/KwaiKEG/KwaiAgents) | A generalized information-seeking agent system with Large Language Models (LLMs). | [GitHub](https://github.com/KwaiKEG/KwaiAgents) | [arXiv](https://arxiv.org/abs/2312.04889) |
| [Lagent](https://github.com/InternLM/lagent) | A lightweight framework for building LLM-based agents. | [GitHub](https://github.com/InternLM/lagent) | |
| [LangChain](https://www.langchain.com/) | Get your LLM application from prototype to production. | [GitHub](https://github.com/langchain-ai/langchain) | |
| [Langflow](https://www.langflow.org/) | Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. | [GitHub](https://github.com/logspace-ai/langflow) | |
| [LangGraph](https://github.com/langchain-ai/langgraph) | Building language agents as graphs. | [GitHub](https://github.com/langchain-ai/langgraph) | |
| [LangGraph Studio](https://github.com/langchain-ai/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](https://github.com/langchain-ai/langgraph-studio) | |
| [Langroid](https://langroid.github.io/langroid/) | Multi-Agent Framework. | [GitHub](https://github.com/langroid/langroid) | |
| [Lepton AI](https://www.lepton.ai/) | A Pythonic framework to simplify AI service building. | [GitHub](https://github.com/leptonai/leptonai) | |
| [LlamaIndex](https://www.llamaindex.ai/) | LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models. | [GitHub](https://github.com/run-llama/llama_index) | |
| [LLMStack](https://llmstack.ai/) | Open-source platform to build AI Agents, workflows and applications with your data. | [GitHub](https://github.com/trypromptly/LLMStack) | |
| [Marvin](https://www.askmarvin.ai/) | The AI Engineering Framework. | [GitHub](https://github.com/PrefectHQ/marvin) | |
| [MetaGPT](https://www.deepwisdom.ai/) | The Multi-Agent Framework. | [GitHub](https://github.com/geekan/MetaGPT) | |
| [MindSearch](https://github.com/InternLM/MindSearch) | MindSearch: Mimicking Human Minds Elicits Deep AI Searcher. | [GitHub](https://github.com/InternLM/MindSearch) | |
| [Mixture of Agents (MoA)](https://github.com/togethercomputer/MoA) | Mixture-of-Agents Enhances Large Language Model Capabilities. | [GitHub](https://github.com/togethercomputer/MoA) | [arXiv](https://arxiv.org/abs/2406.04692) |
| [Mobile-Agent](https://github.com/X-PLUG/MobileAgent) | Autonomous Multi-Modal Mobile Device Agent with Visual Perception. | [GitHub](https://github.com/X-PLUG/MobileAgent) | [arXiv](https://arxiv.org/abs/2401.16158) |
| [Multi-LLM Agent](https://github.com/X-PLUG/Multi-LLM-Agent) | α-UMi: Small LLMs Are Weak Tool Learners. | [GitHub](https://github.com/X-PLUG/Multi-LLM-Agent) | [arXiv](https://arxiv.org/abs/2401.07324) |
| [OpenAgents](https://github.com/xlang-ai/OpenAgents) | An Open Platform for Language Agents in the Wild. | [GitHub](https://github.com/xlang-ai/OpenAgents) | [arXiv](https://arxiv.org/abs/2310.10634) |
| [OpenGPTs](https://github.com/langchain-ai/opengpts) | A framework for creating agent runtimes. | [GitHub](https://github.com/langchain-ai/opengpts) | |
| [OpenPaL](https://github.com/opendilab/openPAL) | Building Open-Ended Embodied Agent via Language-Policy Bidirectional Adaptation. | [GitHub](https://github.com/opendilab/openPAL) | [arXiv](https://arxiv.org/abs/2401.00006) |
| [Phidata](https://github.com/phidatahq/phidata) | Build AI Assistants using function calling. | [GitHub](https://github.com/phidatahq/phidata) | |
| [Pipecat](https://github.com/pipecat-ai/pipecat) | Open Source framework for voice and multimodal conversational AI. | [GitHub](https://github.com/pipecat-ai/pipecat) | |
| [PR-Agent](https://github.com/Codium-ai/pr-agent) | An AI-Powered 🤖 Tool for Automated Pull Request Analysis, Feedback, Suggestions and More! | [GitHub](https://github.com/Codium-ai/pr-agent) | |
| [ProAgent](https://github.com/OpenBMB/ProAgent) | From Robotic Process Automation to Agentic Process Automation. | [GitHub](https://github.com/OpenBMB/ProAgent) | [arXiv](https://arxiv.org/abs/2311.10751) |
| [Qwen-Agent](https://github.com/QwenLM/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](https://github.com/QwenLM/Qwen-Agent) | |
| [Ragas](https://docs.ragas.io/en/stable/) | Ragas is a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines. | [GitHub](https://github.com/explodinggradients/ragas) | |
| [RAGoon](https://github.com/louisbrulenaudet/ragoon) | Improve Large Language Models retrieval using dynamic web-search ⚡. | [GitHub](https://github.com/louisbrulenaudet/ragoon) | |
| [ReWOO](https://github.com/billxbf/ReWOO) | Decoupling Reasoning from Observations for Efficient Augmented Language Models. | [GitHub](https://github.com/billxbf/ReWOO) | |
| [Search with Lepton](https://github.com/leptonai/search_with_lepton) | Building a quick conversation-based search demo with Lepton AI. | [GitHub](https://github.com/leptonai/search_with_lepton) | |
| [Superagent](https://docs.superagent.sh/) | The open framework for building AI Assistants. | [GitHub](https://github.com/homanp/superagent) | |
| [SuperAGI](https://superagi.com/) | SuperAGI - A dev-first open source autonomous AI agent framework. | [GitHub](https://github.com/TransformerOptimus/SuperAGI) | |
| [SWE-agent](https://swe-agent.com/) | Agent Computer Interfaces Enable Software Engineering Language Models. | [GitHub](https://github.com/princeton-nlp/SWE-agent) | |
| [TaskGen](https://github.com/simbianai/taskgen) | A Task-based agentic framework building on StrictJSON outputs by LLM agents. | [GitHub](https://github.com/simbianai/taskgen) | |
| [TaskingAI](https://www.tasking.ai/) | The open source platform for AI-native application development. | [GitHub](https://github.com/TaskingAI/TaskingAI) | |
| [TaskWeaver](https://microsoft.github.io/TaskWeaver/) | A Code-First Agent Framework. | [GitHub](https://github.com/microsoft/TaskWeaver) | [arXiv](https://arxiv.org/abs/2311.17541) |
| [ToRA](https://github.com/microsoft/ToRA) | ToRA: A Tool-Integrated Reasoning Agent. | [GitHub](https://github.com/microsoft/ToRA) | [arXiv](https://arxiv.org/abs/2309.17452) |
| [Translation Agent](https://github.com/andrewyng/translation-agent) | Agentic translation using reflection workflow. | [GitHub](https://github.com/andrewyng/translation-agent) | |
| [UFO](https://github.com/microsoft/UFO) | A UI-Focused Agent for Windows OS Interaction. | [GitHub](https://github.com/microsoft/UFO) | |
| [Vanna](https://vanna.ai/) | Vanna helps you generate and run accurate SQL for your database using LLMs via Retrieval-Augmented Generation. | [GitHub](https://github.com/vanna-ai/vanna) | |
| [WebDesignAgent](https://github.com/DAMO-NLP-SG/WebDesignAgent) | An agent used for webdesign. | [GitHub](https://github.com/DAMO-NLP-SG/WebDesignAgent) | |
| [XAgent](https://blog.x-agent.net/) | An Autonomous Agent for Complex Task Solving. | [GitHub](https://github.com/OpenBMB/XAgent) | |
| [X-Force IDE](https://ide.x-force.ai/) | X-Force IDE is a low-code, agent-as-a-service UI framework. | [GitHub](https://github.com/xforceai/ide) | |
### Vector Databases
| Source | Description | Code | Paper |
| :------------------------------------------------------------------------------------------ | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-----------: | :-------: |
| [Chroma](https://www.trychroma.com/) | Chroma - the AI-native open-source embedding database. | [GitHub](https://github.com/chroma-core/chroma) | |
| [LanceDB](https://lancedb.com/) | LanceDB is a developer-friendly, open source database for AI. | [GitHub](https://github.com/lancedb/lancedb) | |
| [Milvus](https://milvus.io/) | A cloud-native vector database, storage for next generation AI applications. | [GitHub](https://github.com/milvus-io/milvus) | |
| [Pinecone](https://www.pinecone.io/) | Pinecone serverless lets you deliver remarkable GenAI applications faster, at up to 50x lower cost. | | |
| [Weaviate](https://weaviate.io/) | The AI-native database for a new generation of software. | [GitHub](https://github.com/weaviate/weaviate) | |