MetaGPT
★ 71.0k
vs
AWorld
★ 1.2k
MetaGPT vs AWorld
MetaGPT: MetaGPT is a multi-agent framework that assigns different roles to LLMs, enabling them to collaborate on complex software development tasks. It takes a one-line requirement and outputs comprehensive project artifacts, mimicking a software company's entire process.; AWorld: AWorld is an open-source framework for building and evolving intelligent agents within rich, complex environments. It provides core components for agentic learning, including environment access, agent construction, experience retrieval, and model training.
01
TL;DR
MetaGPTMulti-Agent · ★ 71.0k
When to choose:
- You want to experiment with or demonstrate the 'software company SOP' multi-agent pattern (PM, architect, engineer generating specs and code).
- You are looking for the reference implementation of research papers from the team such as AFlow, SPO, and AOT.
When to skip:
- You want an actively updated general-purpose production agent framework; the repository's last push was in January 2026.
- You are on Python 3.12+ or do not want to install Node.js and pnpm alongside Python (README specifies Python 3.9–3.11).
AWorldMulti-Agent · ★ 1.2k
Agent Benchmarking (e.g., GAIA, OSWorld, VisualWebArena)
02
Side-by-Side Comparison
Field
Category
Multi-Agent
Multi-Agent
Stars
★ 71.0k
★ 1.2k
License
MIT
MIT
Install Command
pip install --upgrade metagpt
pip install -e .
Updated
9mo ago
1d ago
Open Source
Yes
Yes
Tags
Multi-Agent System, Large Language Models, Software Development
Multi-Agent Systems, AI Agents, Large Language Models
03
Features
01Accepts single-line requirements and generates comprehensive software artifacts (e.g., user stories, APIs, documentation).
02Emulates a software company by assigning distinct roles (e.g., PM, Architect, Engineer) to LLM agents.
03Orchestrates collaborative processes using Standard Operating Procedures (SOPs) for complex task completion.
04Supports integration with various Large Language Models and APIs (e.g., OpenAI, Azure, Ollama, Groq).
05Enables advanced capabilities like data interpretation and automated workflow generation.
01Online Access to Complex Environments
02Efficient Agent Construction
03Comprehensive Experience Trajectory Capture
04Flexible Model Training Modes
05Meta-Learning for Agent System Evolution
04
Use Cases
↳Data Interpreter
↳Debate
↳Researcher
↳Agent Benchmarking (e.g., GAIA, OSWorld, VisualWebArena)
↳Complex Problem Solving (e.g., IMO Math Problems)
↳Automated Deep Research and Web Navigation
05
Best For
Most PopularEssential
EssentialTrending
FAQ
FAQ
What is the difference between MetaGPT and AWorld?
Both MetaGPT and AWorld are in the Multi-Agent category. MetaGPT has 71.0k stars, while AWorld has 1.2k stars.
Which is better, MetaGPT or AWorld?
The best choice depends on your use case. Choose MetaGPT if Data Interpreter, and AWorld if Agent Benchmarking (e.g., GAIA, OSWorld, VisualWebArena).
Is MetaGPT free or open source?
Yes, MetaGPT is open source on GitHub (MIT).
Is AWorld free or open source?
Yes, AWorld is open source on GitHub (MIT).
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