Swarm Documentation
Swarm sends AI personas through your product to find usability issues before you ship. Point it at any URL, define a goal, and get actionable UX insights in minutes.Quickstart
Install the CLI and run your first test in under 5 minutes.
How It Works
Learn how Swarm generates personas and evaluates your product.
MCP for Claude / Codex / Cursor
Drive a test → fix → retest loop from inside your AI editor. One command sets it up:
npx @useswarm/mcp setup.MCP Sample Prompts
Copy-paste prompts for auth flows, multi-step loops, cookie injection, and diagnostics.
CLI Reference
Full reference for all commands, flags, and options.
Dashboard
Create tests and view results from the web UI.
Get started
Guides
Local Testing
Tunneling, split frontend/backend, and framework-specific tips.
Persistent Tunnels
Stable localhost tunnel hostnames for OAuth callbacks and repeat local tests.
Authenticated Testing
Test flows behind a login page.
Personas & Swarms
Create and reuse custom persona sets.