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

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

Ruflo

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.

TOPVIEW PTE. LTD.

Freemium

An agentic AI video studio that plans scenes, picks models, and generates editable shots for films, micro-dramas, and marketing videos.

Agentic Canvas: A free-form workspace where the agent proposes scenes, generates assets, and executes the production flow while keeping voice, characters, and visual identity consistent across multi-shot videos.
Drama Studio: Produces micro-dramas, vertical dramas, and episode-style series from a novel, script, or rough plot with consistent characters, scenes, visuals, and sound.
Multi-Model Routing: Automatically selects among Seedance 2.5, Wan 3.0, MiniMax H3, Seedream 5.0, Kling 2.6, and GPT Image 2 per shot instead of locking users to one generator.
3D Shot Composer: Place characters and props in a 3D scene and adjust the virtual camera to generate consistent shots from multiple angles before committing credits.
Board Asset Management: Runs image, video, audio, and avatar models in one place and organizes every output for review, comparison, and reuse.
Product URL to Ad: Feed a product page URL and the agent builds a UGC-style or conversion-focused promo video from the extracted product context.
Team Workspace: Shared projects, admin-controlled credit pools, usage monitoring, and grouped production assets for agencies and enterprise marketing teams.
MCP, Skill, and API Access: Exposes generation to external AI tools through an MCP server and Topview Skill, plus a REST API for programmatic pipelines.

Marketing Video Production: Turn a product URL or brief into a 30-second launch video or conversion-focused promo without an editor or motion designer.
Micro-Drama Series: Adapt a novel or plot outline into vertical short-form drama episodes with consistent characters across shots.
Cinematic Short Films: Generate a 90-second film-style short with camera movement, lighting, and mood direction from a scene idea alone.
UGC Ad Creation: Produce creator-style product ads at volume for ecommerce listings and paid social testing.
Video Cloning and Adaptation: Remake a viral video's pacing and structure for a different product or rebrand a competitor ad format.
Social Clip Repurposing: Convert raw footage into TikTok-ready vertical shorts and Reels with punchy pacing.
Agency Team Delivery: Let multiple creators work from shared projects while an admin controls credit spend across client accounts.