# RPA Service - Test Results & Suggestions
## Test Results
✅ Natural language to JSON: PERFECT (qwen2.5-coder:7b)
✅ Video recording: Working (10 FPS, small files)
✅ Screenshots: Working (4K PNG per step)
✅ Mouse/keyboard: Working (clicks, typing, keys)
✅ OCR: Working (text extraction)
⚠️ Vision AI: Returns empty (llava needs tuning)
## Top 10 Suggestions
### 1. Vision-Guided Clicking (HIGH PRIORITY)
Instead of: "Click at 500,300"
Enable: "Click on the Submit button"
- Use llava to find elements by description
- Extract coordinates from AI response
- Much more user-friendly
### 2. Application Launcher Mapping
Problem: AI treats "calculator" as URL
Solution: Map common apps to commands
- calculator -> gnome-calculator
- text editor -> gedit
- browser -> firefox
### 3. Verification Steps
Add actions to verify success:
- verify-text: Check if text appears (OCR)
- verify-visible: Check element exists (Vision)
- verify-file: Check file created
### 4. Retry Logic
Add automatic retries on failure:
- Configurable retry count
- Delay between retries
- Continue on failure option
### 5. Session Management
- Auto-cleanup old sessions (>24 hours)
- List all sessions endpoint
- Download session as zip (video+screenshots+log)
### 6. Mouse Enhancements
Add missing mouse operations:
- Drag from (x1,y1) to (x2,y2)
- Scroll up/down
- Right-click
- Double-click
### 7. Conditional Logic
Enable decision-making:
- if-text-exists
- if-visible
- if-file-exists
- then/else branches
### 8. Real-time Monitoring
- WebSocket for live screenshot stream
- Progress updates during execution
- Pause/resume/cancel controls
### 9. Better Error Reporting
- Screenshot at failure point
- Expected vs actual comparison
- Suggested fixes
- Full stack trace
### 10. Workflow Templates
- Save common workflows
- Load and execute templates
- Share templates between users
## Quick Wins (Easy to Implement)
1. App launcher mapping (30 min)
2. Session cleanup script (15 min)
3. Retry logic (1 hour)
4. Mouse drag/scroll (30 min)
5. Session list endpoint (15 min)
## Advanced Features (Future)
- Computer vision template matching
- Selenium/Playwright integration
- Workflow scheduling (cron)
- Parallel execution
- Multi-monitor support
- Mobile device control
## Current Limitations
- Requires exact coordinates (no smart detection)
- No clipboard operations
- No file upload dialogs
- Single monitor only
- Desktop only (no mobile)
- No window state detection
