MetaGPT

Orchestrates multiple AI agents with specialized roles to autonomously build and document software from a single prompt.

Orchestrates multiple AI agents with specialized roles to autonomously build and document software from a single prompt.

The gist

MetaGPT is an open-source, multi-agent framework from the FoundationAgents team. It allows developers to construct a collaborative entity, like a virtual software company, by assigning different roles to LLM-powered agents. The framework takes a single high-level requirement and orchestrates these agents to autonomously generate a complete software project, including code and documentation, solving the complexity of coordinating multiple AIs for a single goal.

What it does

  • Generates an entire software project, including code and documentation, from a one-line requirement.
  • Assigns specialized roles like product manager, architect, and engineer to different LLM agents.
  • Creates project artifacts including user stories, API designs, and data structures.
  • Organizes agent collaboration using codified Standard Operating Procedures (SOPs).
  • Functions as a data interpreter to run analysis and generate plots from natural language prompts.
  • Provides both a command-line interface and a Python library for interaction.

How it works

Architecture Diagram
MetaGPT Architecture Diagram

A user provides a high-level task, such as "Create a 2048 game," via the command-line interface or by importing MetaGPT as a Python library. The framework coordinates multiple LLM agents, each with a specific role, to generate a complete project repository. It is an open-source, self-hosted tool that requires a user-configured LLM API key (e.g., OpenAI, Azure, Groq). The final output is a directory containing source code and project documents.

Best for

Developers and AI researchers who need to build complex applications or automate software development workflows using multiple collaborating AI agents.

Watch out for

Setup requires a specific Python version (3.9 to 3.11) and may also require Node.js and pnpm. Users must supply and pay for their own LLM API keys.