Octop vs Ruflo: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Octop and Ruflo — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Octop

Tencent Cloud

Free

Open-source, self-hosted multi-user, multi-agent AI assistant from Tencent Cloud with web, CLI and IM channels, MCP connectors and memory.

Multi-User Expert Teams: One admin account for a household or team, with per-user experts, workspaces, providers and cron jobs.
AgentTeams (Beta): A coordinator agent schedules multiple experts to complete multi-step tasks.
Multi-Channel Access: Chat via web dashboard, CLI, HTTP/SSE/WebSocket or IM apps like Feishu, DingTalk, WeChat, WeCom, QQ, Telegram and Discord.
Connectors & MCP Gateway: OAuth and MCP connectors, including the Tencent suite (Docs, Meeting, News), extend what agents can access.
ACP Coding Integration: Bidirectional ACP lets IDE/terminal AI use Octop and delegate coding to OpenCode or Claude Code with permission gates.
Portable Memory & RAG: Octop Memory keeps hierarchical recall with the workspace, and a knowledge base grounds answers in private documents.
Browser, Terminal & Remote Desktop: Headless Chromium automation, AI-assisted shell and live remote desktop on Linux, Windows and macOS.
Built-in Security: JWT user isolation, tool approval, shell command guardrails and PII redaction with data kept local.

Personal Assistant: A dedicated agent that writes weekly reports, organizes notes and manages schedules with persistent memory.
Family Sharing: One self-hosted instance serving a household, with different agents and experts per member.
Team Helper in Chat Apps: Routing tasks from Feishu, DingTalk, WeCom or WeChat group chats into parallel agents.
Developer Delegation: Handing coding tasks to OpenCode or Claude Code via ACP and troubleshooting with terminal AI.
Web Automation: Using Browser AI+ and remote desktop to fill forms, take screenshots and operate GUI apps.
Scheduled Jobs: Configuring cron in natural language so agents run or push tasks daily.

rUv (ruvnet)

Free

Open-source agent meta-harness for Claude Code and Codex adding swarms, self-learning memory, MCP tools and security guardrails.

Agent Swarms: Over 100 specialized agents self-organize into coordinated swarms to split up and run complex tasks.
Self-Learning Memory: Remembers across sessions and learns from successful trajectories using local vector retrieval and contrastive updates.
MCP Server: Run npx ruflo mcp start to expose Ruflo's tools to Codex or any MCP-enabled client.
Claude Code Plugins: Core tools, a visual console and runtime mods add routing and policy enforcement inside Claude Code.
Terminal UI Console: Shows Overview, Cost, Swarm, Events and Missions pages, and also runs standalone.
Federation: Lets agents on different machines communicate securely without leaking data.
Hook-Based Routing: Hooks automatically route tasks and coordinate agents in the background.

Large Refactors: Split a big codebase change across a swarm of specialist agents.
Persistent Project Context: Keep knowledge across Claude Code sessions with vector memory.
Multi-Client Setups: Connect Codex or other MCP clients to the same tool server.
Cost Monitoring: Track spend and agent activity from the console during long runs.
Multi-Machine Collaboration: Let agents on separate machines coordinate through federation.