What stood in the way
Desktop teams shipping QML/Qt and Windows apps had no autonomous testing: cloud platforms refused native binaries, and regressions kept escaping to release.
Case study
AI-generated, self-healing UI tests for desktop apps
A local-first MCP server generates and self-heals autonomous regression tests for native QML/Qt and Windows apps, with zero cloud egress.
- Client
- Desktop Software Team
- Practice
- AI Bees
- Services
- Memory & Retrieval, Evaluation & Quality, Platform & Customization
- Region
- USA
60-85%Faster UI test authoring
3-5 hrsSaved per QA engineer / day
40-60%Faster time-to-green
0Cloud egress or credit meters
Our solution
What TeamBees built
A local-first MCP server running inside Claude Code generates tests from full source, not a lossy summary, commits them to git with stable IDs, and self-heals on UI churn — no data leaves the machine.
- Memory & Retrieval
- Evaluation & Quality
- Platform & Customization
How we delivered
The delivery path
- 01
Discovery
The agent explores the application to map its screens and flows.
- 02
Plan
A test plan is drafted against the discovered UI.
- 03
Generate & Run
Tests are generated from full source and executed against the app.
- 04
Heal & Score
Failing tests self-heal on UI churn and are scored for reliability.
The results
What changed for the client
Desktop QA teams ship autonomous, self-healing regression coverage without any cloud egress or credit meters.
Technology stack
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