diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 4e6b9ee6..0ad43347 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -14,40 +14,55 @@ jobs:
         run: |
           sudo apt update
           sudo apt install -y git
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.10'
+          
       - name: Install uv
         uses: astral-sh/setup-uv@v3
+        
       - name: Install Node Env
         uses: actions/setup-node@v4
         with:
           node-version: 20
+          
       - name: Checkout
         uses: actions/checkout@v4.1.1
         with:
           fetch-depth: 0
           persist-credentials: false
-      - name: Build app
+          
+      - name: Build and validate package
         run: |
+          uv venv
+          . .venv/bin/activate
+          uv pip install --upgrade setuptools wheel hatchling
           uv sync --frozen
+          uv pip install -e .
           uv build
-        id: build_cache
-        if: success()
+          uv pip install --upgrade pkginfo==1.12.0 twine==6.0.1  # Upgrade pkginfo and install twine
+          python -m twine check dist/*
+          
+      - name: Debug Dist Directory
+        run: ls -al dist
+        
       - name: Cache build
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: ./dist
-          key: ${{ runner.os }}-build-${{ hashFiles('dist/**') }}
-        if: steps.build_cache.outputs.id != ''
+          key: ${{ runner.os }}-build-${{ github.sha }}
 
   release:
     name: Release
     runs-on: ubuntu-latest
     needs: build
     environment: development
-    if: | 
-        github.event_name == 'push' && github.ref == 'refs/heads/main' || 
-        github.event_name == 'push' && github.ref == 'refs/heads/pre/beta' || 
-        github.event_name == 'pull_request' && github.event.action == 'closed' && github.event.pull_request.merged && github.event.pull_request.base.ref == 'main' || 
-        github.event_name == 'pull_request' && github.event.action == 'closed' && github.event.pull_request.merged && github.event.pull_request.base.ref == 'pre/beta'
+    if: > 
+        github.event_name == 'push' && (github.ref == 'refs/heads/main' || github.ref == 'refs/heads/pre/beta') ||
+        (github.event_name == 'pull_request' && github.event.action == 'closed' && github.event.pull_request.merged &&
+         (github.event.pull_request.base.ref == 'main' || github.event.pull_request.base.ref == 'pre/beta'))
     permissions:
       contents: write
       issues: write
@@ -59,6 +74,13 @@ jobs:
         with:
           fetch-depth: 0
           persist-credentials: false
+          
+      - name: Restore build artifacts
+        uses: actions/cache@v3
+        with:
+          path: ./dist
+          key: ${{ runner.os }}-build-${{ github.sha }}
+          
       - name: Semantic Release
         uses: cycjimmy/semantic-release-action@v4.1.0
         with:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6722b19b..dfc5d288 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,17 +1,144 @@
-## [1.33.11](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.33.10...v1.33.11) (2025-01-02)
+## [1.34.0-beta.14](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.13...v1.34.0-beta.14) (2025-01-03)
 
 
 ### Bug Fixes
 
+* add model tokens ([9b16cb9](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9b16cb987fd93132d814ebd933af1565eb166331))
 * revert ([b312251](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/b312251cc56ee4c82554ecf116b5e6edd1560726))
 * revert ([bb5de58](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/bb5de581c064a1d141f849081e52987500957d1c))
+* validate URL only if the input type is a URL ([e2caee6](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/e2caee695ecce2d13aa5a82306097b1a80ba0e18))
 
 
 ### Docs
 
+* added api reference 🔗 ([67038e1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/67038e195224e1a721fe123ad1d5604b3592df20))
 * added official cookbook reference ([98aa74f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/98aa74ff2d35041884130be14efdf47ca5e716df))
+* fixed missing import ([96064f2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/96064f20ee8a849a2548f293419cf9028386c47b))
 * updated documentation reference ([fe89ae2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/fe89ae29e6dc5f4322c25c693e2c9f6ce958d6e2))
 
+
+### CI
+
+* **release:** 1.33.10 [skip ci] ([a44b74a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/a44b74aa6f7be7cdb4bdbebebc3b51a6d54a51e6))
+* **release:** 1.33.11 [skip ci] ([30f48b3](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/30f48b394f6eb8c7c9a1fa113bffabd2ac1ac585))
+* **release:** 1.33.9 [skip ci] ([9b6d6c0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9b6d6c0efb2fd1af5bf87cf61a0ba3d79876d21d))
+
+## [1.34.0-beta.13](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.12...v1.34.0-beta.13) (2025-01-03)
+
+
+
+### Bug Fixes
+
+* bump hatchling version to 1.26.3 ([159ed32](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/159ed329d2e8fa86015df1e59a7e2ebb439c6ec0))
+
+## [1.34.0-beta.12](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.11...v1.34.0-beta.12) (2025-01-02)
+
+
+### Docs
+
+### Bug Fixes
+
+* removed license for license-files ([b5acfb4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/b5acfb414321989c45f76fad82f0d720ec889274))
+
+## [1.34.0-beta.11](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.10...v1.34.0-beta.11) (2025-01-02)
+
+
+### Bug Fixes
+
+* added license-files = [ ([9150e4c](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9150e4c95fa468afe9ddda3f1278b5037a2d0f38))
+
+## [1.34.0-beta.10](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.9...v1.34.0-beta.10) (2025-01-02)
+
+
+### Bug Fixes
+
+* upgrade twine ([020e211](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/020e21123889c6483459e9db1c3c796cbc116140))
+
+## [1.34.0-beta.9](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.8...v1.34.0-beta.9) (2025-01-02)
+
+
+### Bug Fixes
+
+* update pkginfo ([9203ab9](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9203ab9a4ab4400105fd34433684f9ac2453f35c))
+
+## [1.34.0-beta.8](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.7...v1.34.0-beta.8) (2025-01-02)
+
+
+### Bug Fixes
+
+* added twine ([df07da9](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/df07da9bcc59cbccf1c45d69e3a3e904eaed565b))
+* twine ([eb36a2b](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/eb36a2b630d62363f3c57e243f2b90cf530c0a3b))
+* uv virtual env ([fce9886](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/fce988687b3dc6fc36ce9244a8c2744f4a25d561))
+* version ([95b8990](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/95b8990a3649646972e12d78b11c7e1b7e707bf6))
+* workflow ([abe2945](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/abe29457f2380932d070bfd607c8ab5f749627c3))
+
+## [1.34.0-beta.7](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.6...v1.34.0-beta.7) (2025-01-02)
+
+
+### Bug Fixes
+
+* revert to d1b2104 ([a0c0a7f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/a0c0a7ff5c5dc9a107e7be8d5b5e1854886d411c))
+
+## [1.34.0-beta.6](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.5...v1.34.0-beta.6) (2025-01-02)
+
+
+### Bug Fixes
+
+* release workflow ([a00f128](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/a00f128992e9fef88c870295c46b983b4286a3eb))
+
+## [1.34.0-beta.5](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.4...v1.34.0-beta.5) (2025-01-02)
+
+
+### Bug Fixes
+
+* release workflow ([cb6d140](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/cb6d140042685bd419444d75ae7cab706cbcee38))
+* uv build ([1be6ffe](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/1be6ffe309124d55b8b3b66ded448f06dfd87b7e))
+* uv install workflow ([bcac20a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/bcac20a7a8e65e2aa5760fb14e17b8054b4f4cf4))
+
+## [1.34.0-beta.4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.3...v1.34.0-beta.4) (2024-12-18)
+
+
+### Bug Fixes
+
+* build config ([b186a4f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/b186a4f1c73fe29fa706158cc3c61812d6b16343))
+* build config ([46f5985](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/46f598546109067267d01ae7d8ea7609526ea4d4))
+* build config ([d2fc53f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/d2fc53fc8414475c9bee7590144fe4251d56faf4))
+* last desperate attempt to restore automatic builds ([2538fe3](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/2538fe3db339014ef54e2c78269bce9259e284ea))
+* release config ([9cd0d31](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/9cd0d31882c22f347ebd9c58d8dd66b47d178c64))
+* release config ([62ee294](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/62ee294a864993a9414644c1547bafb96a43df20))
+* release config ([89863ee](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/89863ee166e09ee18287bfcc1b5475d894c9e8c6))
+* release config ([38e477c](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/38e477c540a3a50fc7ff6120da255d51798bfadd))
+
+## [1.34.0-beta.3](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.2...v1.34.0-beta.3) (2024-12-18)
+
+
+### Bug Fixes
+
+* pyproject ([35a4907](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/35a490747cf6b8dad747a4af7f02d6f5aeb0d338))
+
+## [1.34.0-beta.2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.34.0-beta.1...v1.34.0-beta.2) (2024-12-17)
+
+
+### Bug Fixes
+
+* context window ([ffdadae](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/ffdadaed6fe3f17da535e6eddb73851fce2f4bf2))
+* formatting ([d1b2104](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/d1b2104f28d84c5129edb29a5efdaf5bf7d22bfb))
+* pyproject ([76ac0a2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/76ac0a2141d9d53af023a405e2c61849921e4f0e))
+* pyproject ([3dcfcd4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/3dcfcd492e71297031a7df1dba9dd135f1fae60e))
+* pyproject ([bf6cb0a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/bf6cb0a582004617724e11ed04ba617eb39abc0c))
+* uv.lock ([0a7fc39](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/0a7fc392dea2b62122b977d62f4d85b117fc8351))
+
+
+### CI
+
+* **release:** 1.33.3 [skip ci] ([488093a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/488093a63fcc1dc01eabdab301d752416a025139))
+* **release:** 1.33.4 [skip ci] ([a789179](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/a78917997060edbd61df5279546587e4ef123ea1))
+* **release:** 1.33.5 [skip ci] ([7a6164f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/7a6164f1dc6dbb8ff0b4f7fc653f3910445f0754))
+* **release:** 1.33.6 [skip ci] ([ca96c3d](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/ca96c3d4309bd2b92c87a2b0095578dda302ad92))
+* **release:** 1.33.7 [skip ci] ([7a5764e](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/7a5764e3fdbfea12b04ea0686a28025a9d89cb2f))
+* **release:** 1.33.8 [skip ci] ([bdd6a39](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/bdd6a392e2c18de8c3e4e47e2f91a4a366365ff2))
+
+
 ## [1.33.2](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.33.1...v1.33.2) (2024-12-06)
 
 
@@ -29,6 +156,7 @@
 ## [1.33.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.32.0...v1.33.0) (2024-12-05)
 
 
+
 ### Features
 
 * add api integration ([8aa9103](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/8aa9103f02af92d9e1a780450daa7bb303afc150))
diff --git a/examples/extras/chromium_selenium.py b/examples/extras/chromium_selenium.py
new file mode 100644
index 00000000..fba530d4
--- /dev/null
+++ b/examples/extras/chromium_selenium.py
@@ -0,0 +1,119 @@
+import asyncio
+import os
+import json
+from dotenv import load_dotenv
+from scrapegraphai.docloaders.chromium import ChromiumLoader  # Import your ChromiumLoader class
+from scrapegraphai.graphs import SmartScraperGraph
+from scrapegraphai.utils import prettify_exec_info
+from aiohttp import ClientError
+
+# Load environment variables for API keys
+load_dotenv()
+
+# ************************************************
+# Define function to analyze content with ScrapegraphAI
+# ************************************************
+async def analyze_content_with_scrapegraph(content: str):
+    """
+    Analyze scraped content using ScrapegraphAI.
+    
+    Args:
+        content (str): The scraped HTML or text content.
+
+    Returns:
+        dict: The result from ScrapegraphAI analysis.
+    """
+    try:
+        # Initialize ScrapegraphAI SmartScraperGraph
+        smart_scraper = SmartScraperGraph(
+            prompt="Summarize the main content of this webpage and extract any contact information.",
+            source=content,  # Pass the content directly
+            config={
+                "llm": {
+                    "api_key": os.getenv("OPENAI_API_KEY"),
+                    "model": "openai/gpt-4o",
+                },
+                "verbose": True
+            }
+        )
+        result = smart_scraper.run()
+        return result
+    except Exception as e:
+        print(f"❌ ScrapegraphAI analysis failed: {e}")
+        return {"error": str(e)}
+
+# ************************************************
+# Test scraper and ScrapegraphAI pipeline
+# ************************************************
+async def test_scraper_with_analysis(scraper: ChromiumLoader, urls: list):
+    """
+    Test scraper for the given backend and URLs, then analyze content with ScrapegraphAI.
+
+    Args:
+        scraper (ChromiumLoader): The ChromiumLoader instance.
+        urls (list): A list of URLs to scrape.
+    """
+    for url in urls:
+        try:
+            print(f"\n🔎 Scraping: {url} using {scraper.backend}...")
+            result = await scraper.scrape(url)
+
+            if "Error" in result or not result.strip():
+                print(f"❌ Failed to scrape {url}: {result}")
+            else:
+                print(f"✅ Successfully scraped {url}. Content (first 200 chars): {result[:200]}")
+
+                # Pass scraped content to ScrapegraphAI for analysis
+                print("🤖 Analyzing content with ScrapegraphAI...")
+                analysis_result = await analyze_content_with_scrapegraph(result)
+                print("📝 Analysis Result:")
+                print(json.dumps(analysis_result, indent=4))
+
+        except ClientError as ce:
+            print(f"❌ Network error while scraping {url}: {ce}")
+        except Exception as e:
+            print(f"❌ Unexpected error while scraping {url}: {e}")
+
+# ************************************************
+# Main Execution
+# ************************************************
+async def main():
+    urls_to_scrape = [
+        "https://example.com",
+        "https://www.python.org",
+        "https://invalid-url.test"
+    ]
+
+    # Test with Playwright backend
+    print("\n--- Testing Playwright Backend ---")
+    try:
+        scraper_playwright_chromium = ChromiumLoader(urls=urls_to_scrape, backend="playwright", headless=True, browser_name = "chromium")
+        await test_scraper_with_analysis(scraper_playwright_chromium, urls_to_scrape)
+        
+        scraper_playwright_firefox = ChromiumLoader(urls=urls_to_scrape, backend="playwright", headless=True, browser_name = "firefox")
+        await test_scraper_with_analysis(scraper_playwright_firefox, urls_to_scrape)
+    except ImportError as ie:
+        print(f"❌ Playwright ImportError: {ie}")
+    except Exception as e:
+        print(f"❌ Error initializing Playwright ChromiumLoader: {e}")
+
+    # Test with Selenium backend
+    print("\n--- Testing Selenium Backend ---")
+    try:
+        scraper_selenium_chromium = ChromiumLoader(urls=urls_to_scrape, backend="selenium", headless=True, browser_name = "chromium")
+        await test_scraper_with_analysis(scraper_selenium_chromium, urls_to_scrape)
+        
+        scraper_selenium_firefox = ChromiumLoader(urls=urls_to_scrape, backend="selenium", headless=True, browser_name = "firefox")
+        await test_scraper_with_analysis(scraper_selenium_firefox, urls_to_scrape)
+    except ImportError as ie:
+        print(f"❌ Selenium ImportError: {ie}")
+    except Exception as e:
+        print(f"❌ Error initializing Selenium ChromiumLoader: {e}")
+
+if __name__ == "__main__":
+    try:
+        asyncio.run(main())
+    except KeyboardInterrupt:
+        print("❌ Program interrupted by user.")
+    except Exception as e:
+        print(f"❌ Program crashed: {e}")
diff --git a/pyproject.toml b/pyproject.toml
index 101bf26b..7b795ee8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,12 +1,6 @@
 [project]
 name = "scrapegraphai"
-
-
-
-version = "1.33.11"
-
-
-
+version = "1.34.0b14"
 
 description = "A web scraping library based on LangChain which uses LLM and direct graph logic to create scraping pipelines."
 authors = [
@@ -48,7 +42,6 @@ dependencies = [
     "scrapegraph-py>=1.7.0"
 ]
 
-license = "MIT"
 readme = "README.md"
 homepage = "https://scrapegraphai.com/"
 repository = "https://github.com/ScrapeGraphAI/Scrapegraph-ai"
@@ -115,7 +108,8 @@ screenshot_scraper = [
 ]
 
 [build-system]
-requires = ["hatchling"]
+requires = ["hatchling==1.26.3"]
+
 build-backend = "hatchling.build"
 
 [dependency-groups]
diff --git a/requirements-dev.txt b/requirements-dev.txt
index e04399e9..9174e4a4 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1,4 +1,5 @@
 pytest==8.0.0
+pytest-asyncio==0.25.0
 pytest-mock==3.14.0
 burr[start]==0.22.1
 sphinx==6.0
diff --git a/scrapegraphai/docloaders/chromium.py b/scrapegraphai/docloaders/chromium.py
index 942827ac..31043730 100644
--- a/scrapegraphai/docloaders/chromium.py
+++ b/scrapegraphai/docloaders/chromium.py
@@ -4,6 +4,9 @@
 from langchain_core.documents import Document
 import aiohttp
 import async_timeout
+from selenium import webdriver
+from selenium.webdriver.chrome.options import Options as ChromeOptions
+from typing import Union
 from ..utils import Proxy, dynamic_import, get_logger, parse_or_search_proxy
 
 logger = get_logger("web-loader")
@@ -35,6 +38,7 @@ def __init__(
         load_state: str = "domcontentloaded",
         requires_js_support: bool = False,
         storage_state: Optional[str] = None,
+        browser_name: str = "chromium",  #default chromium
         **kwargs: Any,
     ):
         """Initialize the loader with a list of URL paths.
@@ -65,6 +69,16 @@ def __init__(
         self.load_state = load_state
         self.requires_js_support = requires_js_support
         self.storage_state = storage_state
+        self.browser_name = browser_name
+        
+    async def scrape(self, url:str) -> str:
+        if self.backend == "playwright":
+            return await self.ascrape_playwright(url)
+        elif self.backend == "selenium":
+            return await self.ascrape_undetected_chromedriver(url)
+        else:
+            raise ValueError(f"Unsupported backend: {self.backend}")     
+
 
     async def ascrape_undetected_chromedriver(self, url: str) -> str:
         """
@@ -85,11 +99,35 @@ async def ascrape_undetected_chromedriver(self, url: str) -> str:
         while attempt < self.RETRY_LIMIT:
             try:
                 async with async_timeout.timeout(self.TIMEOUT):
-                    driver = uc.Chrome(headless=self.headless)
-                    driver.get(url)
-                    results = driver.page_source
-                    logger.info(f"Successfully scraped {url}")
-                    break
+                    # Handling browser selection
+                    if self.backend == "selenium":
+                        if self.browser_name == "chromium":
+                            options = ChromeOptions()
+                            options.headless = self.headless
+                            # Initialize undetected chromedriver for Selenium
+                            driver = uc.Chrome(options=options)
+                            driver.get(url)
+                            results = driver.page_source
+                            logger.info(f"Successfully scraped {url} with {self.browser_name}")
+                            break
+                        elif self.browser_name == "firefox":
+                            from selenium.webdriver.firefox.options import Options as FirefoxOptions
+                            options = FirefoxOptions()
+                            options.headless = self.headless
+                            # Initialize undetected Firefox driver (if required)
+                            driver = webdriver.Firefox(options=options)
+                            driver.get(url)
+                            results = driver.page_source
+                            logger.info(f"Successfully scraped {url} with {self.browser_name}")
+                            break
+                        else:
+                            logger.error(f"Unsupported browser {self.browser_name} for Selenium.")
+                            results = f"Error: Unsupported browser {self.browser_name}."
+                            break
+                    else:
+                        logger.error(f"Unsupported backend {self.backend}.")
+                        results = f"Error: Unsupported backend {self.backend}."
+                        break
             except (aiohttp.ClientError, asyncio.TimeoutError) as e:
                 attempt += 1
                 logger.error(f"Attempt {attempt} failed: {e}")
@@ -102,22 +140,169 @@ async def ascrape_undetected_chromedriver(self, url: str) -> str:
 
         return results
 
-    async def ascrape_playwright(self, url: str) -> str:
+    async def ascrape_playwright_scroll(
+        self, 
+        url: str, 
+        timeout: Union[int, None]=30, 
+        scroll: int=15000,
+        sleep: float=2,
+        scroll_to_bottom: bool=False,
+        browser_name: str = "chromium" #default chrome is added
+    ) -> str:
+        """
+        Asynchronously scrape the content of a given URL using Playwright's sync API and scrolling.
+
+        Notes: 
+        - The user gets to decide between scrolling to the bottom of the page or scrolling by a finite amount of time.
+        - If the user chooses to scroll to the bottom, the scraper will stop when the page height stops changing or when
+        the timeout is reached. In this case, the user should opt for an appropriate timeout value i.e. larger than usual.
+        - Sleep needs to be set to a value greater than 0 to allow lazy-loaded content to load.
+        Additionally, if used with scroll_to_bottom=True, the sleep value should be set to a higher value, to
+        make sure that the scrolling actually happens, thereby allowing the page height to change.
+        - Probably the best website to test this is https://www.reddit.com/ as it has infinite scrolling.
+
+        Args:
+        - url (str): The URL to scrape.
+        - timeout (Union[int, None]): The maximum time to spend scrolling. This is separate from the global timeout. If set, must be greater than 0.
+        Can also be set to None, in which case the scraper will only stop when the page height stops changing.
+        - scroll (float): The number of pixels to scroll down by. Defaults to 15000. Cannot be less than 5000 pixels.
+        Less than this and we don't scroll enough to see any content change.
+        - sleep (int): The number of seconds to sleep after each scroll, to allow the page to load.
+        Defaults to 2. Must be greater than 0.
+
+        Returns:
+            str: The scraped HTML content
+
+        Raises:
+        - ValueError: If the timeout value is less than or equal to 0.
+        - ValueError: If the sleep value is less than or equal to 0.
+        - ValueError: If the scroll value is less than 5000.
+        """
+        # NB: I have tested using scrollHeight to determine when to stop scrolling
+        # but it doesn't always work as expected. The page height doesn't change on some sites like 
+        # https://www.steelwood.amsterdam/. The site deos not scroll to the bottom.
+        # In my browser I can scroll vertically but in Chromium it scrolls horizontally?!?
+
+        if timeout and timeout <= 0:
+            raise ValueError("If set, timeout value for scrolling scraper must be greater than 0.")
+        
+        if sleep <= 0:
+            raise ValueError("Sleep for scrolling scraper value must be greater than 0.")
+        
+        if scroll < 5000:
+            raise ValueError("Scroll value for scrolling scraper must be greater than or equal to 5000.")
+        
+        from playwright.async_api import async_playwright
+        from undetected_playwright import Malenia
+        import time
+
+        logger.info(f"Starting scraping with scrolling support for {url}...")
+
+        results = ""
+        attempt = 0
+
+        while attempt < self.RETRY_LIMIT:
+            try:
+                async with async_playwright() as p:
+                    browser = None
+                    if browser_name == "chromium":
+                        browser = await p.chromium.launch(
+                        headless=self.headless, proxy=self.proxy, **self.browser_config
+                    )
+                    elif browser_name == "firefox":
+                        browser = await p.firefox.launch(
+                        headless=self.headless, proxy=self.proxy, **self.browser_config
+                    )  
+                    else:
+                        raise ValueError(f"Invalid browser name: {browser_name}")      
+                    context = await browser.new_context()
+                    await Malenia.apply_stealth(context)
+                    page = await context.new_page()
+                    await page.goto(url, wait_until="domcontentloaded")
+                    await page.wait_for_load_state(self.load_state)
+
+                    previous_height = None
+                    start_time = time.time()
+
+                    # Store the heights of the page after each scroll
+                    # This is useful in case we scroll with a timer and want to stop shortly after reaching the bottom
+                    # or simly when the page stops changing for some reason.
+                    heights = []
+
+                    while True:
+                        current_height = await page.evaluate("document.body.scrollHeight")
+                        heights.append(current_height)
+                        heights = heights[-5:] # Keep only the last 5 heights, to not run out of memory
+
+                        # Break if we've reached the bottom of the page i.e. if scrolling makes no more progress
+                        # Attention!!! This is not always reliable. Sometimes the page might not change due to lazy loading
+                        # or other reasons. In such cases, the user should set scroll_to_bottom=False and set a timeout.
+                        if scroll_to_bottom and previous_height == current_height:
+                            logger.info(f"Reached bottom of page for url {url}")
+                            break
+
+                        previous_height = current_height
+
+                        await page.mouse.wheel(0, scroll)
+                        logger.debug(f"Scrolled {url} to current height {current_height}px...")
+                        time.sleep(sleep)  # Allow some time for any lazy-loaded content to load
+
+                        current_time = time.time()
+                        elapsed_time = current_time - start_time
+                        logger.debug(f"Elapsed time: {elapsed_time} seconds")
+
+                        if timeout:
+                            if elapsed_time >= timeout:
+                                logger.info(f"Reached timeout of {timeout} seconds for url {url}")
+                                break
+                            elif len(heights) == 5 and len(set(heights)) == 1:
+                                logger.info(f"Page height has not changed for url {url} for the last 5 scrolls. Stopping.")
+                                break
+                    
+                    results = await page.content()
+                    break
+
+            except (aiohttp.ClientError, asyncio.TimeoutError, Exception) as e:
+                attempt += 1
+                logger.error(f"Attempt {attempt} failed: {e}")
+                if attempt == self.RETRY_LIMIT:
+                    results = f"Error: Network error after {self.RETRY_LIMIT} attempts - {e}"
+            finally:
+                await browser.close()
+
+        return results
+
+    async def ascrape_playwright(self, url: str, browser_name: str = "chromium") -> str:
         """
         Asynchronously scrape the content of a given URL using Playwright's async API.
+
+        Args:
+            url (str): The URL to scrape.
+
+        Returns:
+            str: The scraped HTML content or an error message if an exception occurs.
         """
         from playwright.async_api import async_playwright
         from undetected_playwright import Malenia
 
         logger.info(f"Starting scraping with {self.backend}...")
+        results = ""
         attempt = 0
 
         while attempt < self.RETRY_LIMIT:
             try:
                 async with async_playwright() as p, async_timeout.timeout(self.TIMEOUT):
-                    browser = await p.chromium.launch(
+                    browser = None
+                    if browser_name == "chromium":
+                        browser = await p.chromium.launch(
                         headless=self.headless, proxy=self.proxy, **self.browser_config
                     )
+                    elif browser_name == "firefox":
+                        browser = await p.firefox.launch(
+                        headless=self.headless, proxy=self.proxy, **self.browser_config
+                    )  
+                    else:
+                        raise ValueError(f"Invalid browser name: {browser_name}")
                     context = await browser.new_context(
                         storage_state=self.storage_state
                     )
@@ -127,20 +312,22 @@ async def ascrape_playwright(self, url: str) -> str:
                     await page.wait_for_load_state(self.load_state)
                     results = await page.content()
                     logger.info("Content scraped")
-                    return results
+                    break
             except (aiohttp.ClientError, asyncio.TimeoutError, Exception) as e:
                 attempt += 1
                 logger.error(f"Attempt {attempt} failed: {e}")
                 if attempt == self.RETRY_LIMIT:
-                    raise RuntimeError(
-                        f"Failed to fetch {url} after {self.RETRY_LIMIT} attempts: {e}"
-                    )
+                    results = f"Error: Network error after {self.RETRY_LIMIT} attempts - {e}"
             finally:
                 if "browser" in locals():
                     await browser.close()
 
 
-    async def ascrape_with_js_support(self, url: str) -> str:
+        return results
+
+
+
+    async def ascrape_with_js_support(self, url: str , browser_name:str = "chromium") -> str:
         """
         Asynchronously scrape the content of a given URL by rendering JavaScript using Playwright.
 
@@ -160,9 +347,17 @@ async def ascrape_with_js_support(self, url: str) -> str:
         while attempt < self.RETRY_LIMIT:
             try:
                 async with async_playwright() as p, async_timeout.timeout(self.TIMEOUT):
-                    browser = await p.chromium.launch(
+                    browser = None
+                    if browser_name == "chromium":
+                        browser = await p.chromium.launch(
                         headless=self.headless, proxy=self.proxy, **self.browser_config
                     )
+                    elif browser_name == "firefox":
+                        browser = await p.firefox.launch(
+                        headless=self.headless, proxy=self.proxy, **self.browser_config
+                    )  
+                    else:
+                        raise ValueError(f"Invalid browser name: {browser_name}")
                     context = await browser.new_context(
                         storage_state=self.storage_state
                     )
diff --git a/scrapegraphai/graphs/abstract_graph.py b/scrapegraphai/graphs/abstract_graph.py
index 1148cc29..476b4b5b 100644
--- a/scrapegraphai/graphs/abstract_graph.py
+++ b/scrapegraphai/graphs/abstract_graph.py
@@ -5,6 +5,7 @@
 from abc import ABC, abstractmethod
 from typing import Optional
 import uuid
+import asyncio
 import warnings
 from pydantic import BaseModel
 from langchain.chat_models import init_chat_model
@@ -293,3 +294,14 @@ def run(self) -> str:
         """
         Abstract method to execute the graph and return the result.
         """
+
+    async def run_safe_async(self) -> str:
+        """
+        Executes the run process asynchronously safety.
+
+        Returns:
+            str: The answer to the prompt.
+        """
+        
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(None, self.run)
\ No newline at end of file
diff --git a/scrapegraphai/helpers/models_tokens.py b/scrapegraphai/helpers/models_tokens.py
index 705e2969..f36dfa05 100644
--- a/scrapegraphai/helpers/models_tokens.py
+++ b/scrapegraphai/helpers/models_tokens.py
@@ -254,4 +254,7 @@
         "mixtral-moe-8x22B-instruct": 65536,
         "mixtral-moe-8x7B-instruct": 65536,
     },
+    "togetherai" : {
+        "Meta-Llama-3.1-70B-Instruct-Turbo": 128000
+    }
 }
diff --git a/tests/graphs/abstract_graph_test.py b/tests/graphs/abstract_graph_test.py
index 642868fb..27f5b660 100644
--- a/tests/graphs/abstract_graph_test.py
+++ b/tests/graphs/abstract_graph_test.py
@@ -96,4 +96,12 @@ def test_create_llm_unknown_provider(self):
 
     def test_create_llm_with_rate_limit(self, llm_config, expected_model):
         graph = TestGraph("Test prompt", {"llm": llm_config})
-        assert isinstance(graph.llm_model, expected_model)
\ No newline at end of file
+        assert isinstance(graph.llm_model, expected_model)
+        
+    @pytest.mark.asyncio
+    async def test_run_safe_async(self):
+        graph = TestGraph("Test prompt", {"llm": {"model": "openai/gpt-3.5-turbo", "openai_api_key": "sk-randomtest001"}})
+        with patch.object(graph, 'run', return_value="Async result") as mock_run:
+            result = await graph.run_safe_async()
+            assert result == "Async result"
+            mock_run.assert_called_once()
\ No newline at end of file
diff --git a/uv.lock b/uv.lock
index 3840481c..8e6093b4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,21 +1,21 @@
 version = 1
 requires-python = ">=3.10, <4.0"
 resolution-markers = [
-    "python_full_version < '3.11' and platform_system == 'Darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "python_full_version == '3.11.*' and platform_system == 'Darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_system == 'Darwin'",
-    "python_full_version >= '3.13' and platform_system == 'Darwin'",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.13' and platform_system != 'Darwin' and platform_system != 'Linux')",
+    "python_full_version < '3.11' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12.4' and python_full_version < '3.13' and sys_platform == 'darwin'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and python_full_version < '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 
 [[package]]
@@ -222,12 +222,12 @@ name = "async-timeout"
 version = "4.0.3"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version < '3.11' and platform_system == 'Darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "python_full_version == '3.11.*' and platform_system == 'Darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux')",
+    "python_full_version < '3.11' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/87/d6/21b30a550dafea84b1b8eee21b5e23fa16d010ae006011221f33dcd8d7f8/async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f", size = 8345 }
 wheels = [
@@ -239,15 +239,15 @@ name = "async-timeout"
 version = "5.0.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_system == 'Darwin'",
-    "python_full_version >= '3.13' and platform_system == 'Darwin'",
-    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_system == 'Linux'",
-    "(python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_system != 'Darwin' and platform_system != 'Linux')",
-    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.13' and platform_system != 'Darwin' and platform_system != 'Linux')",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12.4' and python_full_version < '3.13' and sys_platform == 'darwin'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12.4' and python_full_version < '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and python_full_version < '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a5/ae/136395dfbfe00dfc94da3f3e136d0b13f394cba8f4841120e34226265780/async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3", size = 9274 }
 wheels = [
@@ -457,7 +457,7 @@ name = "click"
 version = "8.1.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/96/d3/f04c7bfcf5c1862a2a5b845c6b2b360488cf47af55dfa79c98f6a6bf98b5/click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de", size = 336121 }
 wheels = [
@@ -2461,7 +2461,7 @@ version = "2.10.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pygments" },
-    { name = "pywin32", marker = "platform_system == 'Windows'" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
     { name = "tqdm" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/3a/93/80ac75c20ce54c785648b4ed363c88f148bf22637e10c9863db4fbe73e74/mpire-2.10.2.tar.gz", hash = "sha256:f66a321e93fadff34585a4bfa05e95bd946cf714b442f51c529038eb45773d97", size = 271270 }
@@ -2675,7 +2675,7 @@ name = "nvidia-cudnn-cu12"
 version = "9.1.0.70"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
+    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
 ]
 wheels = [
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@@ -2686,7 +2686,7 @@ name = "nvidia-cufft-cu12"
 version = "11.2.1.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
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@@ -2707,9 +2707,9 @@ name = "nvidia-cusolver-cu12"
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-    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
-    { name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
-    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
+    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+    { name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
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@@ -2721,7 +2721,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.3.1.170"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
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@@ -3132,7 +3132,7 @@ name = "portalocker"
 version = "2.10.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pywin32", marker = "platform_system == 'Windows'" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ed/d3/c6c64067759e87af98cc668c1cc75171347d0f1577fab7ca3749134e3cd4/portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f", size = 40891 }
 wheels = [
@@ -4081,7 +4081,8 @@ wheels = [
 
 [[package]]
 name = "scrapegraphai"
-version = "1.33.0"
+version = "1.34.0b11"
+
 source = { editable = "." }
 dependencies = [
     { name = "async-timeout", version = "4.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
@@ -4145,10 +4146,13 @@ screenshot-scraper = [
 
 [package.dev-dependencies]
 dev = [
+    { name = "burr", extra = ["start"] },
+    { name = "furo" },
     { name = "poethepoet" },
     { name = "pylint" },
     { name = "pytest" },
     { name = "pytest-mock" },
+    { name = "sphinx" },
 ]
 
 [package.metadata]
@@ -4199,10 +4203,13 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [
+    { name = "burr", extras = ["start"], specifier = "==0.22.1" },
+    { name = "furo", specifier = "==2024.5.6" },
     { name = "poethepoet", specifier = ">=0.31.1" },
     { name = "pylint", specifier = ">=3.2.5" },
     { name = "pytest", specifier = "==8.0.0" },
     { name = "pytest-mock", specifier = "==3.14.0" },
+    { name = "sphinx", specifier = "==6.0" },
 ]
 
 [[package]]
@@ -4560,7 +4567,7 @@ dependencies = [
     { name = "toml" },
     { name = "tornado" },
     { name = "typing-extensions" },
-    { name = "watchdog", marker = "platform_system != 'Darwin'" },
+    { name = "watchdog", marker = "sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b0/e5/2bf2daa9c98658f1474bb64e7de030cbc4182b5f2b2196536efedaef02cb/streamlit-1.40.2.tar.gz", hash = "sha256:0cc131fc9b18065feaff8f6f241c81164ad37d8d9e3a85499a0240aaaf6a6a61", size = 8265763 }
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@@ -4764,21 +4771,21 @@ dependencies = [
     { name = "fsspec" },
     { name = "jinja2" },
     { name = "networkx" },
-    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-nvjitlink-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-nvjitlink-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "setuptools", marker = "python_full_version >= '3.12'" },
     { name = "sympy" },
-    { name = "triton", marker = "python_full_version < '3.13' and platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "triton", marker = "python_full_version < '3.13' and platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "typing-extensions" },
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 wheels = [
@@ -4820,7 +4827,7 @@ name = "tqdm"
 version = "4.67.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
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 sdist = { url = "https://files.pythonhosted.org/packages/a8/4b/29b4ef32e036bb34e4ab51796dd745cdba7ed47ad142a9f4a1eb8e0c744d/tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2", size = 169737 }
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@@ -4862,7 +4869,7 @@ name = "triton"
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+    { name = "filelock", marker = "(python_full_version < '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.13' and sys_platform != 'darwin' and sys_platform != 'linux')" },
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