Image-based automation for Selenium, Playwright & Appium - locate elements by screenshots
Project description
Pyxelator
Pixel-based Element Locator for Web & Mobile Automation
Visual element automation for Selenium, Playwright & Appium. No more XPath hunting - just use screenshots!
Why Pyxelator?
Traditional web automation requires finding elements by:
- XPath (breaks easily)
- CSS Selectors (tedious to write)
- IDs/Classes (may not exist)
With Pyxelator, you just need screenshots!
- Take screenshot of button/field
- Use it to find & interact
- Works with ANY element
Installation
pip install pyxelator
Optional Framework Dependencies:
# For Selenium
pip install pyxelator[selenium]
# For Playwright
pip install pyxelator[playwright]
# For Appium (Beta)
pip install pyxelator[appium]
# For all frameworks
pip install pyxelator[dev]
Quick Start
Super Simple API
from pyxelator import find, click, fill
from selenium import webdriver
driver = webdriver.Chrome()
driver.get('https://example.com')
# That's it! Just use images!
if find(driver, 'login_button.png'):
click(driver, 'login_button.png')
fill(driver, 'email_field.png', 'user@example.com')
Or use OOP style
from pyxelator import Pyxelator
from selenium import webdriver
driver = webdriver.Chrome()
driver.get('https://example.com')
px = Pyxelator(driver)
if px.find('login_button.png'):
px.click('login_button.png')
px.fill('email_field.png', 'user@example.com')
API Reference
Module Functions (Recommended)
find(driver, image, confidence=0.7)
Check if element exists.
if find(driver, 'button.png'):
print("Button found!")
Parameters:
driver- Selenium WebDriver or Playwright Pageimage- Path to template imageconfidence- Match confidence 0.0-1.0 (default: 0.7)
Returns: True if found, False otherwise
locate(driver, image, confidence=0.7)
Get element coordinates.
coords = locate(driver, 'button.png')
if coords:
print(f"Button at {coords}") # (x, y)
Returns: (x, y) tuple or None
click(driver, image, confidence=0.7, retries=3, delay=0.5, debug=False)
Click element by image.
click(driver, 'submit_button.png')
click(driver, 'button.png', retries=5, delay=1.0, debug=True)
Parameters:
driver- Selenium WebDriver, Playwright Page, or Appium driverimage- Path to template imageconfidence- Match confidence 0.0-1.0 (default: 0.7)retries- Number of retry attempts (default: 3, Selenium/Playwright only)delay- Delay between retries in seconds (default: 0.5, Selenium/Playwright only)debug- Print debug information (default: False)
Returns: True if clicked, False if not found
fill(driver, image, text, confidence=0.7, debug=False)
Fill text into element.
fill(driver, 'email_field.png', 'user@example.com')
fill(driver, 'password.png', 'secret123', debug=True)
Parameters:
driver- Selenium WebDriver, Playwright Page, or Appium driverimage- Path to template imagetext- Text to fill into the elementconfidence- Match confidence 0.0-1.0 (default: 0.7)debug- Print debug information (default: False)
Returns: True if filled, False if not found
Class API
Pyxelator(driver)
from pyxelator import Pyxelator
px = Pyxelator(driver)
px.find('button.png')
px.click('button.png')
px.fill('input.png', 'text')
Methods:
find(image, confidence=0.7)boollocate(image, confidence=0.7)tuple or Noneclick(image, confidence=0.7)boolfill(image, text, confidence=0.7)bool
Usage Examples
Selenium
from selenium import webdriver
from pyxelator import find, click, fill
import time
driver = webdriver.Chrome()
driver.get('https://example.com')
time.sleep(1)
# Login flow
if find(driver, 'login_button.png'):
fill(driver, 'username.png', 'myuser')
fill(driver, 'password.png', 'mypass')
click(driver, 'submit.png')
print("Logged in!")
driver.quit()
Playwright
from playwright.sync_api import sync_playwright
from pyxelator import find, click, fill
import time
with sync_playwright() as p:
browser = p.chromium.launch(headless=False)
page = browser.new_page()
page.goto('https://example.com')
time.sleep(1)
# Same API!
if find(page, 'login_button.png'):
fill(page, 'username.png', 'myuser')
fill(page, 'password.png', 'mypass')
click(page, 'submit.png')
print("Logged in!")
browser.close()
Appium (Beta - Mobile Automation)
from appium import webdriver
from appium.options.android.uiautomator2.base import UiAutomator2Options
from pyxelator import find, click, fill
import time
# Setup Appium
options = UiAutomator2Options()
options.udid = "your_device_id"
options.platform_name = "Android"
options.app_package = "com.example.app"
options.app_activity = "com.example.app.MainActivity"
driver = webdriver.Remote('http://127.0.0.1:4723', options=options)
time.sleep(2)
# Same API works for mobile!
if find(driver, 'login_button.png'):
fill(driver, 'email_field.png', 'user@example.com')
fill(driver, 'password_field.png', 'password123')
click(driver, 'submit_button.png')
print("Logged in!")
driver.quit()
Note: Appium support is currently in Beta. Template matching works best with unique UI elements. For optimal results, use high-confidence templates and ensure elements are fully visible on screen.
Pytest Integration
import pytest
from selenium import webdriver
from pyxelator import find, click, fill
import time
@pytest.fixture
def driver():
driver = webdriver.Chrome()
driver.maximize_window()
yield driver
driver.quit()
def test_login(driver):
driver.get('https://example.com')
time.sleep(1)
assert find(driver, 'login_button.png') == True
assert click(driver, 'login_button.png') == True
assert fill(driver, 'email.png', 'test@example.com') == True
Creating Template Images
Best Practices:
- Screenshot ONE element (button, field, icon)
- Keep it small (50x50 to 300x200 pixels)
- Choose unique elements (avoid generic ones)
- Crop tightly around the element
- Use descriptive names (
login_button.png,email_field.png)
How to Create:
# Helper script to create templates
from selenium import webdriver
import time
driver = webdriver.Chrome()
driver.get('https://yoursite.com')
time.sleep(2)
# Take full screenshot
driver.save_screenshot('fullpage.png')
# Now open fullpage.png in image editor
# Crop the specific element you want
# Save as: login_button.png, email_field.png, etc.
Confidence Levels
Adjust confidence parameter for matching accuracy:
# Strict matching (0.8-1.0)
find(driver, 'button.png', confidence=0.9)
# Balanced (0.7) - RECOMMENDED
find(driver, 'button.png', confidence=0.7)
# Relaxed (0.5-0.6)
find(driver, 'button.png', confidence=0.5)
Recommendation: Start with 0.7, adjust if needed.
Framework Compatibility
Selenium WebDriver - Fully supported Playwright - Fully supported Appium - Beta (mobile & desktop apps)
Pyxelator automatically detects which framework you're using!
Appium Beta Status
Appium support is functional but still in beta. Known considerations:
- Works with native mobile apps (Android/iOS)
- Uses W3C Actions API for tap gestures
- Template matching may require lower confidence (0.5-0.6) for some elements
- Best results with high-resolution screenshots and unique UI elements
Error Handling & Debugging
Debug Mode (v0.4.0+)
Enable detailed logging to troubleshoot issues:
# Click with debug mode
click(driver, 'button.png', debug=True)
# Fill with debug mode
fill(driver, 'input.png', 'text', debug=True)
Debug output shows:
- File existence validation
- Element search attempts
- Coordinates found
- Clickability/fillability validation
- Success/failure details
Common Errors & Solutions
File Not Found
[Pyxelator ERROR] Template image file not found: 'button.png'
Solution: Check file path, use absolute path, or verify file exists
Element Not Found
[Pyxelator ERROR] Element not found after 3 attempts: 'button.png'
Solutions:
- Lower confidence:
click(driver, 'button.png', confidence=0.6) - Recapture template at same window size
- Use debug mode:
click(driver, 'button.png', debug=True)
Element Not Clickable
[Pyxelator ERROR] Element is not clickable
[Pyxelator] Found: <DIV> "Some text..."
Solution: Recapture a smaller screenshot focused on the actual button
Element Not Fillable
[Pyxelator ERROR] Element is not fillable
[Pyxelator] Found: <BUTTON> "Submit"
Solution: Ensure template captures an input/textarea field, not a button
Retry Mechanism
Configure retry attempts for flaky elements:
# Retry up to 5 times with 1 second delay
click(driver, 'button.png', retries=5, delay=1.0)
Troubleshooting
Element Not Found?
- Use debug mode -
click(driver, 'button.png', debug=True) - Check template size - Must be smaller than viewport
- Lower confidence - Try
confidence=0.6 - Verify element visibility - Element must be on screen
- Check template quality - Use clear screenshots
- Window size consistency - Capture templates at same window size as tests
Click Not Working?
- Enable debug mode to see what's happening
- Verify element is clickable (Pyxelator now validates this automatically)
- Add retry attempts -
click(driver, 'button.png', retries=5) - Check if element is covered by other elements
Fill Not Working?
- Enable debug mode for detailed error info
- Ensure element is input field (Pyxelator validates this)
- Try clicking before filling to focus the element
- Recapture template focused on input field, not label
Advanced Usage
Multiple Actions
from pyxelator import Pyxelator
px = Pyxelator(driver)
# Chain actions
if px.find('login.png'):
px.fill('email.png', 'user@test.com')
px.fill('pass.png', '12345')
px.click('submit.png')
Custom Confidence Per Element
# Strict for critical buttons
click(driver, 'delete_button.png', confidence=0.9)
# Relaxed for dynamic elements
fill(driver, 'search_box.png', 'query', confidence=0.6)
Error Handling
if not find(driver, 'button.png'):
print("Button not found, taking alternative action...")
# Fallback logic here
Testing
Run tests:
# Selenium tests
pytest test_pyxelator_selenium.py -v
# Playwright tests
pytest test_pyxelator_playwright.py -v
# All tests
pytest -v
Contributors
Author & Maintainer:
- Aria Uno Suseno (@idejongkok)
Contributors:
- Eri Permadi
- Yali Yanto Silitonga
Testers:
- Eri Permadi
- Yali Yanto Silitonga
Contributing
Contributions welcome! Please:
- Contact me first on Instagram @idejongkok
- Fork the repository
- Create feature branch
- Add tests
- Submit pull request
License
MIT License - see LICENSE file
Changelog
v0.4.0 (Latest)
- NEW: Comprehensive error handling for all adapters (Selenium, Playwright, Appium)
- NEW: File validation - checks if template image exists before processing
- NEW: Clickability detection - validates element is clickable before clicking (Selenium & Playwright)
- NEW: Fillability detection - validates element is fillable before filling text (Selenium & Playwright)
- NEW: Debug mode - detailed logging with
debug=Trueparameter for troubleshooting - NEW: Retry mechanism - configurable retry attempts for Selenium & Playwright (default: 3 retries)
- NEW: React compatibility - proper event handling for React form inputs
- IMPROVED: Clear, actionable error messages with troubleshooting tips
- IMPROVED: Smart element detection - finds clickable/fillable parent elements
- DOCS: Complete error handling guide (ERROR_HANDLING_GUIDE.md)
- DOCS: Updated implementation status for all adapters
v0.3.1
- Beta: Appium support for mobile automation
- W3C Actions API integration for mobile gestures
- Enhanced template matching algorithm
- Bug fixes and stability improvements
v0.2.x
- Playwright support improvements
- Enhanced error handling
v0.1.0 (Initial Release)
- Selenium support
- Playwright support
- Auto framework detection
- Simple function API
- OOP class API
- Template matching with OpenCV
- Click, fill, find, locate actions
Support
- Issues: GitHub Issues
- Docs: Full Documentation
- Discussions: GitHub Discussions
more question find me on:
- Instagram: https://instagram.com/idejongkok
- YouTube: https://youtube.com/idejongkok
- Website: https://idejongkok.com
Happy Automating! from idejongkok with love
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