Ruflo vs Toyo: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Ruflo and Toyo — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
R
Ruflo
rUv (ruvnet)
Open-source agent meta-harness for Claude Code and Codex adding swarms, self-learning memory, MCP tools and security guardrails.
Key features
- 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.
Best for
- 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.
Toyo
Toyo
AI executive assistant that lives in your messages, handling inbox triage, follow-ups, meetings and voice calls across Gmail, Calendar and Slack.
Key features
- Messages-First Interface: Toyo lives inside SMS and messaging so you delegate work by texting, no dashboard or new app needed.
- Voice Calls & Notes: Answer phone calls in your voice, capture voice notes, and turn spoken instructions into actions or follow-ups.
- Inbox Triage: Sorts, drafts and prioritizes Gmail so only the messages that actually need you land in your inbox.
- Meeting Prep & Follow-Ups: Prepares briefs before meetings and automatically chases the commitments you made after them.
- Deep Connectors: Native integrations with Gmail, Google Calendar, Drive, Notion and Slack let Toyo act inside your existing stack.
- Personal Memory: A persistent library learns your workflows, contacts and preferences so responses stay in your voice over time.
Best for
- Founder Chief of Staff: Founders offload calendar coordination, investor follow-ups and daily updates to a single assistant.
- Sales & BD Follow-Up: Sellers auto-chase the promises they made on calls so nothing slips through the week.
- Inbox Zero: Executives triage hundreds of daily emails to a short priority list with pre-drafted replies.
- Meeting Preparation: Toyo compiles context, past notes and open threads into a brief before every meeting.
- Voice Delegation: Busy operators dictate tasks between meetings and get them done without switching apps.
