AgentIndex icon
AgentIndex
deliberation logo
deliberation
★ 177
vs
MetaGPT logo
MetaGPT
★ 71.0k

deliberation vs MetaGPT

deliberation: Deliberation is a Claude Code plugin that orchestrates multiple large language models (LLMs) like GPT, Gemini, Grok, and OpenRouter-integrated models, along with seven specialized domain experts, to provide second opinions on code, plans, and designs. It features consensus-driven reviews and parallel analysis to identify bugs, improve quality, and validate architectural decisions.; 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

deliberation logo
deliberationMulti-Agent · ★ 177

Validating architecture and system design decisions

Read deliberation full review →
MetaGPT logo
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).
Read MetaGPT full review →
02

Side-by-Side Comparison

Field
deliberation logodeliberation
MetaGPT logoMetaGPT
Category
Multi-Agent
Multi-Agent
Stars
★ 177
★ 71.0k
License
MIT
MIT
Install Command
/plugin marketplace add antonbabenko/agent-plugins && /plugin install deliberation@antonbabenko && /deliberation:setup
pip install --upgrade metagpt
Updated
1w ago
9mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Multi-Agent, LLM Orchestration, Code Review
Multi-Agent System, Large Language Models, Software Development
03

Features

deliberation logodeliberation
01Multi-model orchestration (GPT, Gemini, Grok, OpenRouter)
02Seven specialized domain experts (e.g., Architect, Code Reviewer)
03Consensus-driven review process with bias guards
04Automatic task routing and synthesized responses
05Dual analysis and implementation modes for experts
MetaGPT logoMetaGPT
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.
04

Use Cases

deliberation logodeliberation
↳Validating architecture and system design decisions
↳Getting fresh perspectives on complex debugging issues
↳Reviewing and validating pre-implementation plans
↳Assessing and hardening security concerns in code
↳Obtaining a second opinion on code quality and improvements
MetaGPT logoMetaGPT
↳Data Interpreter
↳Debate
↳Researcher
05

Best For

deliberation logodeliberation
—
MetaGPT logoMetaGPT
Most PopularEssential
FAQ

FAQ

What is the difference between deliberation and MetaGPT?
Both deliberation and MetaGPT are in the Multi-Agent category. deliberation has 177 stars, while MetaGPT has 71.0k stars.
Which is better, deliberation or MetaGPT?
The best choice depends on your use case. Choose deliberation if Validating architecture and system design decisions, and MetaGPT if Data Interpreter.
Is deliberation free or open source?
Yes, deliberation is open source on GitHub (MIT).
Is MetaGPT free or open source?
Yes, MetaGPT is open source on GitHub (MIT).
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