feat: Integrated Vision & Robust Translation Layer, Secured Repo (removed keys)

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2025-12-15 04:53:51 +04:00
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# Computer Use Feature Audit: OpenQode TUI GEN5 🕵️
**Audit Date:** 2025-12-15
**Auditor:** Opus 4.5
---
## Executive Summary
OpenQode TUI GEN5 has implemented a **comprehensive** `input.ps1` script (1175 lines) that covers **most** features from the three reference projects. However, there are gaps in advanced automation patterns, visual feedback loops, and persistent browser control.
---
## Feature Comparison Matrix
### 1. Windows-Use (CursorTouch/Windows-Use)
| Feature | Windows-Use | OpenQode | Status | Notes |
|---------|------------|----------|--------|-------|
| **Mouse Control** | PyAutoGUI | P/Invoke | ✅ FULL | Native Win32 API |
| mouse move | ✅ | ✅ `mouse x y` | ✅ | |
| smooth movement | ✅ | ✅ `mousemove` | ✅ | Duration parameter |
| click types | ✅ | ✅ all 4 types | ✅ | left/right/double/middle |
| drag | ✅ | ✅ `drag` | ✅ | |
| scroll | ✅ | ✅ `scroll` | ✅ | |
| **Keyboard Control** | PyAutoGUI | SendKeys/P/Invoke | ✅ FULL | |
| type text | ✅ | ✅ `type` | ✅ | |
| key press | ✅ | ✅ `key` | ✅ | Special keys supported |
| hotkey combos | ✅ | ✅ `hotkey` | ✅ | CTRL+C, ALT+TAB, etc |
| keydown/keyup | ✅ | ✅ both | ✅ | For modifiers |
| **UI Automation** | UIAutomation | UIAutomationClient | ✅ FULL | |
| find element | ✅ | ✅ `find` | ✅ | By name |
| find all | ✅ | ✅ `findall` | ✅ | Multiple instances |
| find by property | ✅ | ✅ `findby` | ✅ | controltype, class, automationid |
| click element | ✅ | ✅ `uiclick` | ✅ | InvokePattern + fallback |
| waitfor element | ✅ | ✅ `waitfor` | ✅ | Timeout support |
| **App Control** | | | ✅ FULL | |
| list apps/windows | ✅ | ✅ `apps` | ✅ | With position/size |
| kill process | ✅ | ✅ `kill` | ✅ | By name or title |
| **Shell Commands** | subprocess | | ⚠️ PARTIAL | Via `/run` in TUI |
| **Telemetry** | ✅ | ❌ | 🔵 NOT NEEDED | Privacy-focused |
### 2. Open-Interface (AmberSahdev/Open-Interface)
| Feature | Open-Interface | OpenQode | Status | Notes |
|---------|---------------|----------|--------|-------|
| **Screenshot Capture** | Pillow/pyautogui | System.Drawing | ✅ FULL | |
| full screen | ✅ | ✅ `screenshot` | ✅ | |
| region capture | ✅ | ✅ `region` | ✅ | x,y,w,h |
| **Visual Feedback Loop** | GPT-4V/Gemini | TERMINUS prompt | ⚠️ PARTIAL | See improvements |
| screenshot → LLM → action | ✅ | ⚠️ prompt-based | ⚠️ | No automatic loop |
| course correction | ✅ | ❌ | ❌ MISSING | Needs implementation |
| **OCR** | pytesseract | (stub) | ⚠️ STUB | Needs Tesseract |
| text recognition | ✅ | Described only | ⚠️ | |
| **Color Detection** | | | ✅ FULL | |
| get pixel color | ? | ✅ `color` | ✅ | Hex output |
| wait for color | ? | ✅ `waitforcolor` | ✅ | With tolerance |
| **Multi-Monitor** | Limited | Limited | ⚠️ | Primary only |
### 3. Browser-Use (browser-use/browser-use)
| Feature | Browser-Use | OpenQode | Status | Notes |
|---------|-------------|----------|--------|-------|
| **Browser Launch** | Playwright | Start-Process | ✅ FULL | |
| open URL | ✅ | ✅ `browse`, `open` | ✅ | Multiple browsers |
| google search | ✅ | ✅ `googlesearch` | ✅ | Direct URL |
| **Page Navigation** | Playwright | | ⚠️ PARTIAL | |
| navigate | ✅ | ✅ `playwright navigate` | ⚠️ | Opens in system browser |
| **Element Interaction** | Playwright | UIAutomation | ⚠️ DIFFERENT | |
| click by selector | ✅ CSS/XPath | ⚠️ Name only | ⚠️ | No CSS/XPath |
| fill form | ✅ | ⚠️ `browsercontrol fill` | ⚠️ | UIAutomation-based |
| **Content Extraction** | Playwright | | ❌ MISSING | |
| get page content | ✅ | ❌ | ❌ | Needs Playwright |
| get element text | ✅ | ❌ | ❌ | |
| **Persistent Session** | Playwright | ❌ | ❌ MISSING | No CDP/WebSocket |
| cookies/auth | ✅ | ❌ | ❌ | |
| **Multi-Tab** | Playwright | ❌ | ❌ MISSING | |
| **Agent Loop** | Built-in | TUI TERMINUS | ⚠️ PARTIAL | Different architecture |
---
## Missing Features & Implementation Suggestions
### 🔴 Critical Gaps
1. **Visual Feedback Loop (Open-Interface Style)**
- **Gap:** No automatic "take screenshot → analyze → act → repeat" loop
- **Fix:** Implement a `/vision-loop` command that:
1. Takes screenshot
2. Sends to vision model (Qwen-VL or GPT-4V)
3. Parses response for actions
4. Executes via `input.ps1`
5. Repeats until goal achieved
- **Credit:** AmberSahdev/Open-Interface
2. **Full OCR Support**
- **Gap:** OCR is a stub in `input.ps1`
- **Fix:** Integrate Windows 10+ OCR API or Tesseract
- **Code from:** Windows.Media.Ocr namespace
3. **Playwright Integration (Real)**
- **Gap:** `playwright` command just simulates
- **Fix:** Create `bin/playwright-bridge.js` that:
1. Launches Chromium with Playwright
2. Exposes WebSocket for commands
3. `input.ps1 playwright` calls this bridge
- **Credit:** browser-use/browser-use
4. **Content Extraction**
- **Gap:** Cannot read web page content
- **Fix:** Use Playwright `page.content()` or clipboard hack
### 🟡 Enhancement Opportunities
1. **Course Correction (Open-Interface)**
- After each action, automatically take screenshot and verify success
- If UI doesn't match expected state, retry or ask for guidance
2. **CSS/XPath Selectors (Browser-Use)**
- Current `findby` only supports Name, ControlType, Class
- For web: need Playwright or CDP for CSS selectors
3. **Multi-Tab Browser Control**
- Use `--remote-debugging-port` to connect via CDP
- Enable tab switching, new tabs, close tabs
---
## Opus 4.5 Improvement Recommendations
### 1. **Natural Language → Action Translation**
Current TERMINUS prompt is complex. Simplify with:
```javascript
// Decision Tree in handleSubmit
if (isComputerUseRequest) {
// Skip AI interpretation, directly map to actions
const actionMap = {
'click start': 'input.ps1 key LWIN',
'open chrome': 'input.ps1 open chrome.exe',
'google X': 'input.ps1 googlesearch X'
};
// Execute immediately without LLM call for simple requests
}
```
### 2. **Action Confirmation UI**
Add visual feedback in TUI when executing:
```
🖱️ Executing: uiclick "Start"
⏳ Waiting for element...
✅ Clicked at (45, 1050)
```
### 3. **Streaming Action Execution**
Instead of generating all commands then executing, stream:
1. AI generates first command
2. TUI executes immediately
3. AI generates next based on result
4. Repeat
### 4. **Safety Sandbox**
Add `/sandbox` mode that:
- Shows preview of actions before execution
- Requires confirmation for system-level changes
- Logs all actions for audit
### 5. **Vision Model Integration**
```javascript
// In agent-prompt.mjs, add:
if (activeSkill?.id === 'win-vision') {
// Attach screenshot to next API call
const screenshot = await captureScreen();
context.visionImage = screenshot;
}
```
---
## Attribution Requirements
When committing changes inspired by these projects:
```
git commit -m "feat(computer-use): Add visual feedback loop
Inspired by: AmberSahdev/Open-Interface
Credit: https://github.com/AmberSahdev/Open-Interface
License: MIT"
```
```
git commit -m "feat(browser): Add Playwright bridge for web automation
Inspired by: browser-use/browser-use
Credit: https://github.com/browser-use/browser-use
License: MIT"
```
---
## Summary
| Module | Completeness | Notes |
|--------|-------------|-------|
| **Computer Use (Windows-Use)** | ✅ 95% | Full parity |
| **Computer Vision (Open-Interface)** | ⚠️ 60% | Missing feedback loop, OCR |
| **Browser Use (browser-use)** | ⚠️ 50% | Missing Playwright, content extraction |
| **Server Management** | ✅ 90% | Via PowerShell skills |
**Overall: 75% Feature Parity** with room for improvement in visual automation and browser control.