ruflo logo
ruflo
★ 78.4k
vs
mini_agent logo
mini_agent
★ 37

ruflo vs mini_agent

ruflo: Ruflo v3 is an enterprise AI orchestration platform for Claude-based multi-agent swarms, closely related to Claude Flow. It features an inter-agent consensus algorithm, vector database integration for persistent memory, self-learning workflows, and native Claude Code SDK integration. Designed for deploying autonomous agent pipelines at scale with shared state management.; mini_agent: Mini Agent is a minimal AI agent built from scratch using Python, OpenAI SDK, and a simple while loop, without relying on complex frameworks. It takes a task, dynamically calls tools, observes results, and iterates until a final answer is achieved, supporting local, remote, and mixed execution modes.

01

TL;DR

ruflo logo
rufloMulti-Agent · ★ 78.4k
When to choose:
  • You are a heavy Claude Code or Codex user and want several agents coordinated on one task, with memory across sessions.
  • You want a console that tracks cost and tokens and lets you replay and compare runs.
  • You want control levels (read, write, manage, full) with ask or auto approval.
When to skip:
  • You want a light setup: the full CLI install adds many files and hooks to your workspace.
  • You cannot read mods before installing: they run with your permissions and are not sandboxed.
  • Context overhead matters: hundreds of MCP tools and many commands mean a steep learning curve.
mini_agent logo
mini_agentMulti-Agent · ★ 37

Automating multi-step tasks requiring dynamic tool use and reasoning (e.g., getting date/weather, calculating, file operations).

02

Side-by-Side Comparison

Field
ruflo logoruflo
mini_agent logomini_agent
Category
Multi-Agent
Multi-Agent
Stars
★ 78.4k
★ 37
License
MIT
—
Install Command
npx ruflo@latest init wizard
git clone https://github.com/sergenes/mini_agent && cd mini_agent && python -m venv .venv && source .venv/bin/activate # Windows: .venv\Scripts\activate && pip install -r requirements.txt && cp .env.example .env
Updated
1d ago
1mo ago
Open Source
Yes
Yes
Tags
AI Orchestration, Multi-Agent System, Self-Learning AI
AI Agent, Python, LLM Orchestration
03

Features

ruflo logoruflo
01Adds a large set of specialised agents, commands, skills, hooks and an MCP server around Claude Code and Codex
02Agent swarms that self-organise and coordinate in the background through hooks
03Memory across sessions with local vector retrieval and learning from past runs
04Visual console to track workflows, agents, models, tokens and cost, with replay of runs
05Federation for agents on different machines to communicate
mini_agent logomini_agent
01Flexible LLM Execution Modes (Local, Remote, Mixed)
02Robust Reliability Layer (Retry, Circuit Breaker, Validation, Tracing)
03Extensible Tool Calling Mechanism with JSON Schema
04Visual Testing Agent for Mobile UI Automation
05Integrated Deployment Pipeline for CI/CD Automation
04

Use Cases

ruflo logoruflo
↳Running parallel Claude agent swarms for large-scale document processing
↳Building autonomous workflows that require inter-agent coordination and consensus
↳Deploying production AI pipelines with persistent vector memory across sessions
mini_agent logomini_agent
↳Automating multi-step tasks requiring dynamic tool use and reasoning (e.g., getting date/weather, calculating, file operations).
↳Developing and testing AI agents with a focus on core mechanics and reliability, without framework overhead.
↳Performing visual flow testing for iOS Simulator and Android applications, judging screens by visual intent.
↳Integrating AI-driven automation into CI/CD pipelines for mobile and web application deployment.
↳Experimenting with different LLM providers (OpenAI, Anthropic, Gemini, Ollama) and fallback strategies for agent tasks.
05

Best For

ruflo logoruflo
Most Popular
mini_agent logomini_agent
—
FAQ

FAQ

What is the difference between ruflo and mini_agent?
Both ruflo and mini_agent are in the Multi-Agent category. ruflo has 78.4k stars, while mini_agent has 37 stars.
Which is better, ruflo or mini_agent?
The best choice depends on your use case. Choose ruflo if Running parallel Claude agent swarms for large-scale document processing, and mini_agent if Automating multi-step tasks requiring dynamic tool use and reasoning (e.g., getting date/weather, calculating, file operations)..
Is ruflo free or open source?
Yes, ruflo is open source on GitHub (MIT).
Is mini_agent free or open source?
Yes, mini_agent is open source on GitHub.
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