agy-mcp
★ 25
vs
MetaGPT
★ 71.0k
agy-mcp vs MetaGPT
agy-mcp: Agy-mcp wraps Google's Antigravity CLI into 11 typed MCP tools, making it callable by any MCP client like Claude Code or OpenAI Codex. It also provides optional Skill bundles to teach supporting platforms when and how to invoke these tools, alongside robust safety policies for secure execution.; 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.
01
TL;DR
agy-mcpMulti-Agent · ★ 25
Getting a second opinion on a bug hypothesis (using `mode="review"`).
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).
02
Side-by-Side Comparison
Field
agy-mcpMetaGPTCategory
Multi-Agent
Multi-Agent
Stars
★ 25
★ 71.0k
License
MIT
MIT
Install Command
curl -LsSf https://astral.sh/uv/install.sh | sh && uv tool install agy-mcp
pip install --upgrade metagpt
Updated
1w ago
9mo ago
Open Source
Yes
Yes
Tags
MCP, LLM Agent, CLI Wrapper
Multi-Agent System, Large Language Models, Software Development
03
Features
agy-mcp01Provides Skill bundles for agent platforms to learn invocation context and safety rules.
02Implements a robust safety policy for redaction, write control, and sensitive file access.
03Supports synchronous one-off calls and background long-running tasks with status and result retrieval.
04Offers cross-platform process group termination for running jobs.
MetaGPT01Accepts 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.
04
Use Cases
agy-mcp↳Getting a second opinion on a bug hypothesis (using `mode="review"`).
↳Applying a reviewed diff to the codebase (`mode="execute", allow_write=True`).
↳Performing large-scale refactoring tasks over several hours (`agy_start(..., mode="long")`).
↳Environment and authentication detection without leaking secrets (`agy_doctor`).
MetaGPT↳Data Interpreter
↳Debate
↳Researcher
05
Best For
agy-mcp—
MetaGPTMost PopularEssential
FAQ
FAQ
What is the difference between agy-mcp and MetaGPT?
Both agy-mcp and MetaGPT are in the Multi-Agent category. agy-mcp has 25 stars, while MetaGPT has 71.0k stars.
Which is better, agy-mcp or MetaGPT?
The best choice depends on your use case. Choose agy-mcp if Getting a second opinion on a bug hypothesis (using `mode="review"`)., and MetaGPT if Data Interpreter.
Is agy-mcp free or open source?
Yes, agy-mcp is open source on GitHub (MIT).
Is MetaGPT free or open source?
Yes, MetaGPT is open source on GitHub (MIT).
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