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Awesome LLM Agent Frameworks Awesome

A curated list of awesome LLM frameworks and agent development tools. If you have a suggestion, feel free to open an issue or pull request. (Last updated: 2025-10-19)

Frameworks

  • CrewAI - Framework for orchestrating role-playing AI agents

    39,303 stars · 5,221 forks · 263 contributors · 123 issues · Python · MIT

    • Role-based agent design
    • Multi-agent collaboration
    • Flexible memory system
    • Built-in error handling
  • Langchain - Building applications with LLMs through composability

    117,493 stars · 19,345 forks · 471 contributors · 272 issues · Python · MIT

    • 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

    50,870 stars · 7,764 forks · 446 contributors · 493 issues · Python · CC-BY-4.0

    • Multi-agent architecture
    • Customizable agents
    • Code execution support
    • Flexible human involvement
    • Advanced conversation management
  • OpenManus - Open-source AI agent platform for building general-purpose agents

    50,348 stars · 8,804 forks · 53 contributors · 511 issues · Python · MIT

    • Modular architecture for customization
    • Data analysis and visualization agents
    • Reinforcement learning integration (OpenManus-RL)
    • No invitation code required
    • Built by MetaGPT contributors
  • Llama Index - Data framework for LLM applications

    44,784 stars · 6,456 forks · 475 contributors · 259 issues · Python · MIT

    • 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

    26,481 stars · 4,299 forks · 376 contributors · 571 issues · C# · MIT

    • Enterprise-grade security
    • Multi-language support
    • Plugin architecture
    • Responsible AI features
    • Memory management
  • Dify - Open-source framework for LLM applications

    116,743 stars · 18,013 forks · 461 contributors · 633 issues · TypeScript · NOASSERTION

    • Visual prompt orchestration
    • Long context integration
    • API-based development
    • Multi-model support
    • RAG pipeline
  • Haystack - End-to-end NLP framework

    23,078 stars · 2,437 forks · 292 contributors · 120 issues · Python · Apache-2.0

    • Document processing
    • Neural search
    • Question answering
    • Semantic search
    • Agent capabilities
  • Embedchain - Framework for ChatGPT-like bots

    41,418 stars · 4,427 forks · 243 contributors · 441 issues · Python · Apache-2.0

    • Multi-source data ingestion
    • Automated embedding
    • Context window management
    • Multiple LLM support
    • RAG optimization
  • Google ADK - Agent Development Kit for building, evaluating, and deploying AI agents

    13,800 stars · 2,055 forks · 146 contributors · 629 issues · Python · Apache-2.0

    • Code-first development approach
    • Modular multi-agent systems
    • Model-agnostic and deployment-agnostic
    • Built-in developer UI (adk-web)
    • Deploy on Cloud Run or Vertex AI
  • SuperAGI - Open-source autonomous AI agent framework

    16,788 stars · 2,095 forks · 63 contributors · 201 issues · Python · MIT

    • Customizable agent workflows
    • Tool creation framework
    • Performance monitoring
    • Resource management
    • Multi-vector memory storage
  • Kiln AI - Tools for building AI products including agents, evals, RAG systems, and fine-tuning

    4,316 stars · 311 forks · 12 contributors · 34 issues · Python · NOASSERTION

    • Free desktop application for no-code development
    • Evaluation frameworks
    • RAG system building
    • Synthetic data generation
    • Agent development tools
  • AGiXT - Scalable framework for AI agents

    3,093 stars · 430 forks · 41 contributors · 2 issues · Python · MIT

    • Multi-provider support
    • Chain of thought processing
    • Extensible plugin system
    • Command chaining
    • Web UI included
  • XAgent - Autonomous LLM-based agent framework

    8,450 stars · 893 forks · 33 contributors · 55 issues · Python · Apache-2.0

    • Human-like planning
    • Autonomous task decomposition
    • Tool learning capabilities
    • Advanced error recovery
    • Built-in action validation
  • Neurolink - Multi-provider AI agent framework with workflow orchestration capabilities, unifying 12+ providers (OpenAI, Google, Anthropic, AWS, Azure, Groq, Together AI, Mistral, Cohere, Fireworks, Cloudflare, Ollama)

    81 stars · 64 forks · 45 contributors · 10 issues · TypeScript · MIT

    • Multi-agent framework with workflow orchestration
    • Unified interface for 12+ AI providers
    • Edge-first architecture with local/cloud deployment
    • Production-grade streaming and tool calling
    • Battle-tested at Juspay (15M+ requests/month)
  • OpenAgents - Open platform for language agents

    4,589 stars · 499 forks · 16 contributors · 12 issues · Python · Apache-2.0

    • Data analysis capabilities
    • Web browsing integration
    • Coding assistance
    • Plugin ecosystem
    • Interactive visualization
  • AI Legion - Swarm framework for autonomous agents

    1,424 stars · 172 forks · 6 contributors · 8 issues · TypeScript · MIT

    • Multi-agent coordination
    • Dynamic task allocation
    • Emergent behavior support
    • Flexible agent roles
    • Real-time collaboration
  • Agent Protocol - Unified interface for AI agents

    1,435 stars · 163 forks · 14 contributors · 42 issues · Python · MIT

    • 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
  • Cache-to-Cache - Novel paradigm for direct semantic communication between LLMs via KV-Cache

    71 stars · 4 forks · 2 contributors · 1 issues · Python · Apache-2.0

    • Direct semantic communication via KV-Cache
    • Multi-agent system integration
    • Neural cache projection and fusion
  • CAMEL - Communicative Agents for "Mind" Exploration

    14,557 stars · 1,597 forks · 166 contributors · 593 issues · Python · Apache-2.0

    • 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

    179,092 stars · 46,041 forks · 433 contributors · 269 issues · Python · NOASSERTION

    • Internet access capabilities
    • Long-term memory
    • Goal-oriented behavior
    • File operations
    • Command execution
  • MetaGPT - Multi-agent framework for software development

    58,981 stars · 7,147 forks · 115 contributors · 61 issues · Python · MIT

    • Role-based development
    • Code generation
    • Project management
    • Documentation writing
    • Testing automation
  • GenoMAS - Multi-agent framework for scientific discovery and automated data analysis

    121 stars · 16 forks · 1 contributors · 0 issues · Python · MIT

    • Guided planning framework
    • Typed message-passing protocol
    • Heterogeneous LLM architecture
    • Domain-agnostic design
    • Scientific workflow automation
  • minions - Extensible framework for AI assistants

    • Custom behavior definition
    • Tool integration
    • State management
    • Event handling
    • Parallel execution
  • ix - Autonomous agent framework

    1,038 stars · 129 forks · 5 contributors · 14 issues · Python · MIT

    • Visual workflow builder
    • Sandbox environments
    • Tool integration
    • Process monitoring
    • Agent collaboration
  • saplings - Build smarter agents using tree search

    263 stars · 16 forks · 4 contributors · 0 issues · Python · Apache-2.0

    • Boost reasoning abilities
    • Supports popular search algorithms
    • Minimal setup, 2 lines of code
  • Smolagents - Minimalist framework for building powerful agents

    23,464 stars · 2,062 forks · 182 contributors · 305 issues · Python · Apache-2.0

    • Code-first approach
    • Multi-agent orchestration
    • LLM provider flexibility
    • Tool integration
    • Hub integration for sharing
  • Flowise - Drag & drop UI framework for building LLM flows

    45,777 stars · 22,792 forks · 251 contributors · 696 issues · TypeScript · NOASSERTION

    • Visual flow builder
    • Custom LLM integrations
    • API generation
    • Authentication support
    • Docker deployment
  • Pydantic AI - Production-grade agent framework built on Pydantic

    12,956 stars · 1,313 forks · 253 contributors · 343 issues · Python · MIT

    • Type-safe development
    • Multi-model support
    • Structured responses
    • Dependency injection
    • Logfire integration
  • Upsonic - Reliable agent framework that support MCP.

    7,658 stars · 712 forks · 32 contributors · 70 issues · Python · MIT

    • Easy-to-activate reliability layers
    • Model Context Protocol (MCP)
    • Integrated Browser Use and Computer Use
    • Isolated environment to run agents
    • Task-Centric Design
  • EvoAgentX - Building a Self-Evolving Ecosystem of AI Agents

    1,973 stars · 141 forks · 23 contributors · 11 issues · Python · NOASSERTION

    • Easy Agent and Workflow Customization
    • Workflow Optimization & Self-Evolving
    • Agent/workflow evolution algorithms integrated
    • Execution Toolkit
  • Portia AI - Open source framework for predictable, controllable and authenticated agents.

    1,140 stars · 95 forks · 24 contributors · 39 issues · Python · MIT

    • Structured planning
    • Stateful execution
    • Human in the loop controls
    • Tool catalogue with built-in auth
    • MCP support
  • Agentic Radar - A security scanner for agentic workflows

    765 stars · 91 forks · 8 contributors · 11 issues · Python · Apache-2.0

    • Scans agentic workflow source code
    • Finds vulnerabilities (CVE & OWASP)
    • Generates interactive reports
    • Suggests remediation steps
    • Supports popular agentic workflows
  • AgentFlow - Trainable multi-agent framework with in-the-flow optimization

    818 stars · 91 forks · 3 contributors · 4 issues · Python · MIT

    • Four specialized modules (planner, executor, verifier, generator)
    • Flow-GRPO reinforcement learning
    • Tool integration (math, coding, scientific, search)
    • Stanford research project
    • Performance gains over monolithic approaches
  • Mastra - TypeScript AI agent framework with assistants, RAG, and observability

    17,557 stars · 1,193 forks · 228 contributors · 384 issues · TypeScript · NOASSERTION

    • Type-safe development
    • Multi-model support (GPT-4, Claude, Gemini, Llama)
    • Structured responses
    • API generation
    • Tool integration
  • Flappy - Production-ready LLM agent SDK

    308 stars · 23 forks · 7 contributors · 10 issues · Rust · Apache-2.0

    • Production-grade reliability
    • Type-safe agent development
    • Multi-language support
    • Performance optimized
    • Developer-friendly SDK
  • CleverBee - Deep research assistant agent with web browsing capabilities

    306 stars · 17 forks · 1 contributors · 1 issues · Python · AGPL-3.0

    • Interactive web UI via Chainlit
    • MCP tool support for external integrations
    • Multi-LLM research (configurable LLMs)
    • Automated web browsing with Playwright
    • Token tracking and cost estimation
  • RAI - Agentic framework for robotics using ROS 2

    393 stars · 51 forks · 20 contributors · 53 issues · Python · Apache-2.0

    • ROS 2 integration
    • Complex action execution
    • Scenario-based testing
    • Voice interaction support
    • Vendor-agnostic architecture
  • Floom - AI gateway and agent/pipeline marketplace

    44 stars · 4 forks · 2 contributors · 0 issues · C# · MIT

    • AI pipeline orchestration
    • Agent marketplace integration
    • Kubernetes-style architecture
    • Streamlined AI integration
    • DevOps-friendly deployment
  • CoreAgent - Minimalist agent framework with stateful tools

    25 stars · 3 forks · 2 issues · Python

    • Simplicity-first design
    • Stateful tool support
    • Multi-agent coordination
    • Shared state management
    • Built-in tools library
  • Project Alice - Framework and platform for building and deploying agentic workflows

    252 stars · 33 forks · 1 contributors · 1 issues · Python · BSD-3-Clause

    • No-code and coding interface
    • Visual workflow builder
    • Live demo available
    • Workflow deployment platform
    • Alpha stage development
  • AgentSquare - Automatic LLM agent search in modular design space

    199 stars · 14 forks · 10 issues · HTML

    • Module evolution and recombination
    • Planning, Reasoning, Tool Use, Memory modules
    • Adaptive agent search framework
    • Unified framework for six agent tasks
    • Tsinghua University research project

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