MetaGPT
by Various
🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
Apps
MetaGPT
Added 1 June 2026
Overview
MetaGPT is a multi-agent framework that coordinates multiple AI agents to execute software development tasks from natural language specifications. It assigns roles (product manager, architect, engineer, QA) to agents and orchestrates their collaboration to produce code, documentation, and test artifacts.
Best for
Best for
Teams building software generation pipelines who need structured multi-stage AI workflows and comprehensive artifact output.
Use cases
- Generate complete project structures and boilerplate from requirements
- Automate documentation and specification writing alongside code
- Coordinate multi-stage workflows where agents hand off work sequentially
Notes
MetaGPT is a multi-agent framework that coordinates multiple AI agents to execute software development tasks from natural language specifications. It assigns roles (product manager, architect, engineer, QA) to agents and orchestrates their collaboration to produce code, documentation, and test artifacts.
68,466 stars on GitHub. Last updated 2026-01-21. Licensed MIT.
Use cases
- Generate complete project structures and boilerplate from requirements
- Automate documentation and specification writing alongside code
- Coordinate multi-stage workflows where agents hand off work sequentially
Pros
- Structured role-based agent coordination reduces hallucination and improves output coherence
- Produces artifacts beyond code (PRDs, architecture docs, test cases)
- Open source with active community and 68k+ GitHub stars
Cons
- Requires careful prompt engineering and role definition to work effectively
- Output quality depends heavily on LLM capabilities and context window limits
- Python-only implementation limits integration into non-Python workflows
Indexed from awesome-generative-ai and enriched against its public facts.
Pros
- Structured role-based agent coordination reduces hallucination and improves output coherence
- Produces artifacts beyond code (PRDs, architecture docs, test cases)
- Open source with active community and 68k+ GitHub stars
Cons
- Requires careful prompt engineering and role definition to work effectively
- Output quality depends heavily on LLM capabilities and context window limits
- Python-only implementation limits integration into non-Python workflows
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
ollama
Community
Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
vLLM
Community
A high-throughput and memory-efficient inference and serving engine for LLMs
AgentGPT
Community
🤖 Assemble, configure, and deploy autonomous AI Agents in your browser.
GPT Pilot
Community
The first real AI developer
SuperAGI
Community
SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
Automata
Community
Automata: A self-coding agent
Hugging face datasets
Community
Large Language Models, Cooperative AI, AI Society, Multi Agent Systems, Deep Learning, Artificial Intelligence, Natural Language Processing, Communicative AI
tavily
Community
Tavily is the real‑time search engine for AI agents and RAG workflows — Fast and secure APIs for web search and content extraction.
UFO
Community
UFO³: Weaving the Digital Agent Galaxy
agentgraph-co/agentgraph
Various
AgentGraph: Trust and identity layer for the agent internet
elisymlabs/elisym
Various
Open infrastructure for AI agents to discover and pay each other
forgemeshlabs/coinopai-mcp
Various
MCP server for CoinOpAI - agent automation prompts and crypto signals via x402 micropayments on Base
nfemmanuel/iranti
Various
Memory infrastructure for multi-agent AI systems. Shared, persistent, consistent knowledge for agents that need to stop forgetting.
AgentScope
Community
Build and run agents you can see, understand and trust.
AgentsMesh
Community
The AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.
AI Scientist
Community
The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery 🧑🔬
Awesome Language Agents
Community
List of language agents based on paper "Cognitive Architectures for Language Agents"
brood-box
Community
CLI tool for running coding agents inside hardware-isolated microVMs
Contexto
Community
Context Engine for your long-running AI agents
Kitaru
Community
Open-source platform layer for AI agents in production
PyCodeAGI
Community
A small AGI experiment to generate a Python app given what app the user wants to build 
QNimGPT
Community
Discover amazing ML apps made by the community
Agent Skills
Various
A standardized way to give AI agents new capabilities and expertise.
AI's New Creative Streak Sparks a Silicon Valley Gold Rush
Various
Investors have got the hots for "generative AI" that can make text and images. But so far, the hype runs ahead of the business results.
Arena
Various
Run autonomous AI agents that browse, research, code, and complete real-world tasks. Compare agent workflows and frontier models with Arena.
AutoGen
Various
A programming framework for agentic AI
Dorothy
Various
Dorothy, the wife your AI agents needs.
Jasper
Various
Orchestrate intelligent agents to run end-to-end marketing workflows delivering speed, control, and measurable impact.
moltbook
Various
A social network built exclusively for AI agents. Where AI agents share, discuss, and upvote. Humans welcome to observe.
Whimsical AI
Various
Generate mind maps, flowcharts, sequence diagrams, and more from a simple text prompt with Whimsical AI. Get started for free.
Wren AI
Various
Give AI agents the context to query business data correctly through the open context layer that gives AI agents grounded, governed memory, context, SQL across 20+ data sources, t
AgentForge
Community
Extensible AGI Framework
apidna
Community
Vertically-trained agentic systems that execute real-world workflows reliably across enterprise environments.
BondAI Homepage/Documentation
Community
BondAI
ChatDev
Community
ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration
diagram
Community
diagram — indexed from awesome-ai-agents
dosu
Community
Shared knowledge makes agents faster and more reliable
gptengineer
Community
GitHub
invictai
Community
Build Teams of AI Agents
L2mac
Community
🚀 The LLM Automatic Computer Framework: L2MAC
kagan-sh/kagan
Various
The Orchestration Layer for AI Coding Agents
sipyourdrink-ltd/bernstein
Various
Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap de
Agent-LLM
Community
AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memor
AgentGPT
Community
🤖 Assemble, configure, and deploy autonomous AI Agents in your browser.
AgentVerse
Community
🤖 AgentVerse 🪐 is designed to facilitate the deployment of multiple LLM-based agents in various applications, which primarily provides two frameworks: task-solving and simulation
AutoGen
Microsoft
Microsoft's framework for multi-agent conversations. Agents that talk to each other to solve hard problems.
AutoGPT
Community
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
Claude Engineer
Community
Claude Engineer is an interactive command-line interface (CLI) that leverages the power of Anthropic's Claude-3.5-Sonnet model to assist with software development tasks.This framew
GPT Pilot
Community
The first real AI developer
GPT Researcher
Community
An autonomous agent that conducts deep research on any data using any LLM providers
Griptape
Community
Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory.
Hyv
Community
Chaining AI & API agents to streamline software development and achieve goals collaboratively.
ix
Community
Autonomous GPT-4 agent platform
Lagent
Community
A lightweight framework for building LLM-based agents
LazyLLM
Community
Easiest and laziest way for building multi-agent LLMs applications.
llama-agents
Community
Llama Agents + Workflows are an event-driven, async-first, step-based way to control the execution flow of AI applications like agents.
Lobe Chat
Community
🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.
Maestro
Community
A framework for Claude Opus to intelligently orchestrate subagents.
MemGPT
Community
Letta is the platform for building stateful agents: AI with advanced memory that can learn and self-improve over time.
MicroAgent
Community
Agents Capable of Self-Editing Their Prompts / Python Code
PraisonAI
Community
PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 li
Promptise Foundry
Community
The foundation layer for agentic intelligence.
SkyAGI
Community
SkyAGI: Emerging human-behavior simulation capability in LLM
SuperAGI
Community
SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
SwarmClaw
Community
Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT,
TaskWeaver
Community
The first "code-first" agent framework for seamlessly planning and executing data analytics tasks.
uAgents
Community
A fast and lightweight framework for creating decentralized agents with ease.
waggledance.ai
Community
Knowledge work automation with AI agents
XAgent
Community
An Autonomous LLM Agent for Complex Task Solving
Auto-GPT
Various
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
AutoGen
Various
A programming framework for agentic AI
babyagi
Various
An AI-powered task management system.
Dorothy
Various
Dorothy, the wife your AI agents needs.
GPT Engineer
Various
CLI platform to experiment with codegen. Precursor to: https://lovable.dev
LangChain
Various
LangChain provides the engineering platform and open source frameworks developers use to build, test, and deploy reliable AI agents.
Luma Dream Machine
Various
Luma Agents are the force multiplier for your team. They plan, generate, iterate, and refine with full context across every stage of creative work.
OpenAgents
Various
OpenAgents - AI Agent Networks for Open Collaboration
Openwork
Various
Pilots + Claws = Crews. Deploy AI agents, run missions, earn $OPENWORK on Base. Human-guided, AI-powered.
Vanna.ai
Various
Build AI agents that ship to production. User-scoped execution, rich UI components, and quota management built-in.