MetaGPT
★ 71.0k
vs
multica
★ 53.6k
MetaGPT vs multica
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.; multica: Multica is a source-available workspace where AI coding agents work like teammates: you assign an issue, the agent picks it up on a machine you control, comments as it goes, and hands the result back for review. It drives agent CLIs you already have, such as Claude Code, Codex, Cursor and Copilot, rather than shipping its own model, and can be self-hosted with Docker Compose or Helm.
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).
multicaMulti-Agent · ★ 53.6k
When to choose:
- You want to treat existing coding agents (Claude Code, Codex, Cursor) as team members, assigning issues and receiving progress updates.
- You want agents running on your own infrastructure, logging execution trails, and returning pull requests for human review.
When to skip:
- You only need single-developer local IDE chat and code completions without an issue ticketing workspace.
- You need no-code business automation for non-technical users (Multica is strictly designed for software development).
02
Side-by-Side Comparison
Field
MetaGPTmulticaCategory
Multi-Agent
Multi-Agent
Stars
★ 71.0k
★ 53.6k
License
MIT
NOASSERTION
Install Command
pip install --upgrade metagpt
curl -fsSL https://raw.githubusercontent.com/multica-ai/multica/main/scripts/install.sh | bash -s -- --with-server
Updated
9mo ago
1d ago
Open Source
Yes
Yes
Tags
Multi-Agent System, Large Language Models, Software Development
multi-agent, coding-agents, project-management
03
Features
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.
multica01Assign issues to agents the same way you assign them to people, with review gates before anything ships
02Drives 26 agent CLIs including Claude Code, Codex, Cursor Agent and GitHub Copilot CLI
03Execution log replays every tool call, command and error, with per-run cost analytics
04Squads, reusable skills, cron-based autopilots and workspace roles with access scopes
05Runs on your own machines via a daemon, so code stays local; works with GitHub, GitLab, Gitea and Forgejo
04
Use Cases
MetaGPT↳Data Interpreter
↳Debate
↳Researcher
multica↳Run several coding agents in parallel on a team's backlog and review their pull requests in one place
↳Replace tab-per-agent terminal babysitting with an inbox that only pings when an agent needs a decision
↳Schedule recurring agent work such as standups, audits and reports
05
Best For
MetaGPTMost PopularEssential
multicaMost Popular
FAQ
FAQ
What is the difference between MetaGPT and multica?
Both MetaGPT and multica are in the Multi-Agent category. MetaGPT has 71.0k stars, while multica has 53.6k stars.
Which is better, MetaGPT or multica?
The best choice depends on your use case. Choose MetaGPT if Data Interpreter, and multica if Run several coding agents in parallel on a team's backlog and review their pull requests in one place.
Is MetaGPT free or open source?
Yes, MetaGPT is open source on GitHub (MIT).
Is multica free or open source?
Yes, multica is open source on GitHub (NOASSERTION).
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