Give it a goal in plain English. It explores your app, finds bugs, and generates reproduction steps — no test scripts needed.
Watch Swarm autonomously explore an app and find a bug in under 60 seconds.
Demo video (60s)
Terminal + iOS Simulator side-by-side. Real bug found in a real app.
Every mobile team faces the same impossible tradeoffs.
A single human tester covers ~20-30 flows per day. Most teams can't afford to test every feature after every deploy.
Conventional automation (Detox, Appium, XCUITest) breaks every time the UI changes. Teams spend more time fixing tests than writing features.
AI-generated code is proliferating. Nobody is verifying whether the features actually work as intended on the device.
Three steps. Zero test scripts.
swarm explore \
--goal "Verify the quota is enforced after 5 search queries" \
--app com.myapp
No test scripts. No selectors. Just describe what you want verified.
Navigates like a real user. Handles auth dialogs, adapts when things fail.
Every bug comes with exact steps to reproduce and evidence.
Not another test automation tool. An autonomous verification layer.
Describe goals in English, not fragile selectors. Survives UI changes.
Crashes, visual defects, performance regressions, behavioral anomalies — detected automatically.
Persistent Detox server, not 10-15s per CLI spawn. 20x faster exploration.
Every bug comes with exact steps to reproduce. Hand it to any engineer.
Caches screen maps across runs — gets faster and smarter over time.
Designed for code agents and automated pipelines, not just humans.
Code agents write features. Swarm verifies they work.
AI-generated code is shipping to production faster than any team can review it. Swarm sits at the end of the pipeline — after the code agent commits, Swarm explores the app on a real device and reports what actually broke. Feature-level truth, not line-level linting.
Technical details for the curious.
Gemini vision analyzes screenshots at each step. Decides actions, tracks verification plans, adapts in real-time.
CrashOracle (15+ crash signatures), VisualOracle (UI defects), PerformanceOracle (latency), BehaviorOracle (loops, stuck screens).
Node.js HTTP server keeps a single Detox session alive. 20-30x faster than spawning per action.
Learns screen structure across runs. Provides context to the LLM for faster, smarter navigation.
Run 1,000 explorations for the cost of one QA engineer's lunch.
From CLI to cloud. From React Native to everywhere.
iOS React Native apps, Gemini-powered exploration, local execution
GitHub Actions, batch test generation, parallel execution
Android support, web app support, multi-LLM (Claude, GPT-4o)
Upload APK/IPA, get bug reports. No local setup required.
Run on every PR, block merges that break features. The new CI/CD.
Real bugs caught. Real time saved.
"Swarm found a payment flow crash on the first run that we'd missed for 3 weeks. Saved us from a really bad App Store review."
"We were spending 2 days per sprint on regression testing. Swarm covers our critical flows in 20 minutes. Game changer."
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