Awesome

Awesome LLM agents

A curated list of awesome LLM agents. Open source, application, platform, or resources. If you have a suggestion, feel free to open an issue or pull request.

Table of Contents

• Awesome LLM agents
  • Frameworks
  • Applications
  • Platforms
  • Papers
  • Talks

Frameworks

• CrewAI - Framework for orchestrating role-playing AI agents.

  • Role-based agent design
  • Multi-agent collaboration
  • Flexible memory system
  • Built-in error handling

• Langchain - Building applications with LLMs through composability.

  • Modular and extensible architecture
  • Unified interface for LLMs
  • Pre-built agent toolkits
  • CSV, JSON, and SQL agents
  • Python and Pandas integration
  • Vector store capabilities

• Microsoft AutoGen - Framework for building multi-agent conversational systems.

  • Multi-agent architecture
  • Customizable agents
  • Code execution support
  • Flexible human involvement
  • Advanced conversation management

• Llama Index - Data framework for LLM applications.

  • Advanced indexing and retrieval
  • Support for 160+ data sources
  • Customizable RAG workflows
  • Structured data handling
  • Query optimization

• Microsoft Semantic Kernel - Integration framework for AI models.

  • Enterprise-grade security
  • Multi-language support
  • Plugin architecture
  • Responsible AI features
  • Memory management

• Dify - Open-source framework for LLM applications.

  • Visual prompt orchestration
  • Long context integration
  • API-based development
  • Multi-model support
  • RAG pipeline

• Haystack - End-to-end NLP framework.

  • Document processing
  • Neural search
  • Question answering
  • Semantic search
  • Agent capabilities

• Embedchain - Framework for ChatGPT-like bots.

  • Multi-source data ingestion
  • Automated embedding
  • Context window management
  • Multiple LLM support
  • RAG optimization

• SuperAGI - Open-source autonomous AI agent framework.

  • Customizable agent workflows
  • Tool creation framework
  • Performance monitoring
  • Resource management
  • Multi-vector memory storage

• AGiXT - Scalable framework for AI agents.

  • Multi-provider support
  • Chain of thought processing
  • Extensible plugin system
  • Command chaining
  • Web UI included

• XAgent - Autonomous LLM-based agent framework.

  • Human-like planning
  • Autonomous task decomposition
  • Tool learning capabilities
  • Advanced error recovery
  • Built-in action validation

• OpenAgents - Open platform for language agents.

  • Data analysis capabilities
  • Web browsing integration
  • Coding assistance
  • Plugin ecosystem
  • Interactive visualization

• AI Legion - Swarm framework for autonomous agents.

  • Multi-agent coordination
  • Dynamic task allocation
  • Emergent behavior support
  • Flexible agent roles
  • Real-time collaboration

• Agent Protocol - Unified interface for AI agents.

  • Standardized communication
  • Language-agnostic design
  • Tool integration specs
  • Interoperability focus
  • Protocol versioning

• Agents.js - JavaScript framework for building AI agents.

  • Browser-native implementation
  • Event-driven architecture
  • Tool abstraction layer
  • Memory management
  • Real-time processing

• CAMEL - Communicative Agents for "Mind" Exploration.

  • Role-playing framework
  • Task-oriented dialogue
  • Multi-agent conversations
  • Behavioral analysis
  • Cognitive architecture

• BabyAGI - Lightweight framework for AI task management.

  • Task prioritization
  • Autonomous execution
  • Memory persistence
  • Goal-oriented planning
  • Resource optimization

• Autonomous-GPT - Framework for autonomous GPT-4 agents.

  • Internet access capabilities
  • Long-term memory
  • Goal-oriented behavior
  • File operations
  • Command execution

• MetaGPT - Multi-agent framework for software development.

  • Role-based development
  • Code generation
  • Project management
  • Documentation writing
  • Testing automation

• minions - Extensible framework for AI assistants.

  • Custom behavior definition
  • Tool integration
  • State management
  • Event handling
  • Parallel execution

• ix - Autonomous agent framework.

  • Visual workflow builder
  • Sandbox environments
  • Tool integration
  • Process monitoring
  • Agent collaboration

• saplings - Build smarter agents using tree search.

  • Boost reasoning abilities
  • Supports popular search algorithms
  • Minimal setup, 2 lines of code

Applications

• VisualGPT - It connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.
• Lindy AI - Your AI personal assistant.
• CensusGPT - Ask any questions related to census data.
• Hearth AI - Agentic Relationship Management.
• RCI Agent for MiniWoB++ - Language Models can Solve Computer Tasks
• babyagi - An AI-powered task management system.

Platforms

• ChatGPT plugins - Connect ChatGPT to third-party applications.
• fixie.ai - Build natural language agents that connect to your data, talk to APIs, and solve complex problems.

Papers

• Toolformer - Language Models Can Teach Themselves to Use Tools
• Visual ChatGPT - Talking, Drawing and Editing with Visual Foundation Models
• HuggingGPT - Solving AI Tasks with ChatGPT and its Friends in HuggingFace

Talks

• LangChain Agents - Joining Tools and Chains with Decisions