Integrating browser-use with Undetected-Chromedriver, Gemini, ML, and Crypto Dice Automation
Integrating browser-use with Undetected-Chromedriver, Gemini, and Machine Learning
Browser automation has come a long way, but avoiding detection while using automation frameworks like Playwright, Selenium, or Puppeteer remains a challenge. In this post, we explore how to integrate browser-use with undetected-chromedriver, Google's Gemini AI, machine learning models, and crypto dice automation for bot-resistant web interactions.
Why Use browser-use with Undetected-Chromedriver?
Traditional browser automation tools can be detected easily, especially on sites with strong bot protection. By integrating undetected-chromedriver, we can bypass bot detection mechanisms while leveraging Playwright’s robust automation capabilities.
Step 1: Modify the browser-use Code to Use Undetected-Chromedriver
To enable bot-resistant browsing, modify browser.py in your browser-use repository with the following implementation:
async def _setup_undetected_browser(self, playwright: Playwright) -> PlaywrightBrowser:
"""Sets up and returns a Playwright Browser instance with anti-detection measures using undetected-chromedriver."""
try:
import undetected_chromedriver as uc
from selenium import webdriver
options = uc.ChromeOptions()
options.headless = self.config.headless
for arg in [
'--no-sandbox',
'--disable-infobars',
'--disable-popup-blocking',
'--no-first-run',
'--no-default-browser-check'
] + self.disable_security_args + self.config.extra_chromium_args:
options.add_argument(arg)
if self.config.proxy:
options.add_argument(f'--proxy-server={self.config.proxy.get("server")}')
driver = uc.Chrome(options=options) # type: ignore
cdp_endpoint = driver.command_executor._url + '/devtools/browser/' + driver.session_id # type: ignore
browser = await playwright.chromium.connect_over_cdp(cdp_endpoint)
# Ensure Selenium driver quits when Playwright browser closes
def _close_undetected_chrome(self):
try:
driver.quit()
except Exception as e:
logger.warn(f"Error quitting undetected_chromedriver: {e}")
browser._close_undetected_chrome = self._close_undetected_chrome # type: ignore
return browser
except ImportError:
logger.error("undetected-chromedriver is not installed. Install it with `pip install undetected-chromedriver`.")
raise
except Exception as e:
logger.error(f"Failed to launch undetected-chromedriver: {e}")
raise
This implementation ensures the browser runs stealthily and minimizes detection.
Step 2: Modify the Close Method for Clean Browser Shutdown
Add the following method to properly close the browser and avoid resource leaks:
async def close(self):
"""Close the browser instance."""
try:
if self.playwright_browser:
if hasattr(self.playwright_browser, '_close_undetected_chrome') and self.playwright_browser._close_undetected_chrome: # type: ignore
self.playwright_browser._close_undetected_chrome() # type: ignore
await self.playwright_browser.close()
if self.playwright:
await self.playwright.stop()
except Exception as e:
logger.debug(f'Failed to close browser properly: {e}')
finally:
self.playwright_browser = None
self.playwright = None
Step 3: Implement Browser Setup Selection
Ensure that the browser initialization method can properly select undetected-chromedriver:
async def _setup_browser(self, playwright: Playwright) -> PlaywrightBrowser:
"""Sets up and returns a Playwright Browser instance."""
try:
if self.config.cdp_url:
return await self._setup_cdp(playwright)
if self.config.wss_url:
return await self._setup_wss(playwright)
elif self.config.chrome_instance_path:
return await self._setup_browser_with_instance(playwright)
elif self.config.use_undetected_chromedriver:
return await self._setup_undetected_browser(playwright)
else:
return await self._setup_standard_browser(playwright)
except Exception as e:
logger.error(f'Failed to initialize Playwright browser: {str(e)}')
raise
Step 4: Run a Sample Script to Test It
Once your modified browser-use setup is complete, use the following script to test bot-resistant browsing:
import asyncio
from browser_use import Agent, Browser, BrowserConfig
async def main():
config = BrowserConfig(headless=False, use_undetected_chromedriver=True)
browser = Browser(config=config)
playwright_browser = await browser.get_playwright_browser()
context = await playwright_browser.new_context()
page = await context.new_page()
await page.goto("https://nowsecure.nl") # Site to test bot detection
await asyncio.sleep(5) # Observe results
await browser.close()
if __name__ == "__main__":
asyncio.run(main())
Step 5: Expanding with Machine Learning and AI
Now that we have a bot-resistant browser, let's explore how to integrate Gemini AI and machine learning to enhance automation.
Using Gemini for Text-Based Automation
If you're automating interactions that require AI-generated content, you can integrate Google's Gemini AI:
from google.generativeai import Gemini
# Initialize Gemini AI
gemini = Gemini(api_key="your_gemini_api_key")
async def generate_ai_response(prompt):
response = gemini.complete(prompt=prompt)
return response['choices'][0]['text']
Crypto Dice Automation
For crypto dice betting, you can use your automated browser to interact with betting sites:
async def play_crypto_dice():
page = await browser.new_page()
await page.goto("https://crypto-dice-betting-site.com")
# Example: Place a bet
await page.click("button#bet")
await page.wait_for_timeout(2000) # Wait for result
result = await page.inner_text("div#result")
print(f"Dice Result: {result}")
await page.close()
Frequently Asked Questions (FAQ)
Q: What makes undetected-chromedriver useful?
A: It bypasses bot detection, making it useful for web scraping, automation, and avoiding anti-bot systems.
Q: Does this work with proxies?
A: Yes, you can configure proxy-server options in the browser configuration.
Q: How can I integrate machine learning?
A: You can use models like TensorFlow, Gemini AI, or OpenAI’s GPT-4 for decision-making within the automation workflow.
Final Thoughts
With browser-use, undetected-chromedriver, machine learning, and crypto automation, we unlock a powerful bot-resistant automation pipeline. Whether you're working with Gemini AI, web scraping, or crypto gambling automation, this setup enables high stealth and flexibility.
🔥 Let me know in the comments how this setup works for you or if you have any improvements! 🚀