agentao
★ 310
vs
ruflo
★ 78.4k
agentao vs ruflo
agentao: Agentao is a governed agent runtime for Python, emphasizing local-first, private-first, and embeddable design. It provides comprehensive control over permissions, protocols, memory, plugins, and multi-session capabilities for AI agents.; 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.
01
TL;DR
agentaoMulti-Agent · ★ 310
Embedding AI agent capabilities into existing Python applications or frameworks.
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.
02
Side-by-Side Comparison
Field
agentaorufloCategory
Multi-Agent
Multi-Agent
Stars
★ 310
★ 78.4k
License
MIT
MIT
Install Command
pip install 'agentao[cli]'
npx ruflo@latest init wizard
Updated
3d ago
1d ago
Open Source
Yes
Yes
Tags
Agent Runtime, Python, LLM Agent
AI Orchestration, Multi-Agent System, Self-Learning AI
03
Features
agentao01Robust Governance: Features include tool confirmation, four permission modes (read-only, workspace-write, full-access, plan), and macOS sandbox execution.
02Persistent Memory: SQLite-backed memory with user/project scopes, automatic recall, and Jieba Chinese segmentation for enhanced context.
03Extensible Skills: Automatically discovered from local directories, installable from GitHub, and supports a `/crystallize` workflow for skill creation.
04Flexible Protocols: Implements MCP for tools (stdio, HTTP, SSE) and ACP (JSON-RPC) for full agents, with a comprehensive plugin lifecycle.
05Seamless Embedding: Offers a direct `Agentao(...)` constructor, event streams, active permissions management, and capability injection for integration.
ruflo01Adds 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
04
Use Cases
agentao↳Embedding AI agent capabilities into existing Python applications or frameworks.
↳Developing and driving AI agents directly from the terminal using a comprehensive command-line interface.
↳Building custom AI agents with specific governance rules, persistent memory management, and flexible tool integration.
↳Creating and managing a library of reusable AI skills that can be installed and shared across different projects.
ruflo↳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
05
Best For
agentaoHidden Gem
rufloMost Popular
FAQ
FAQ
What is the difference between agentao and ruflo?
Both agentao and ruflo are in the Multi-Agent category. agentao has 310 stars, while ruflo has 78.4k stars.
Which is better, agentao or ruflo?
The best choice depends on your use case. Choose agentao if Embedding AI agent capabilities into existing Python applications or frameworks., and ruflo if Running parallel Claude agent swarms for large-scale document processing.
Is agentao free or open source?
Yes, agentao is open source on GitHub (MIT).
Is ruflo free or open source?
Yes, ruflo is open source on GitHub (MIT).
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