ScrapeGraphAI · VinciGit00 · Jun 24, 2025 · Jun 6, 2025 · Jun 6, 2025 · Jun 6, 2025
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -1,3 +1,75 @@
+## [1.59.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.58.0...v1.59.0) (2025-06-24)
+
+
+### Features
+
+* removed sposnsors ([288c69a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/288c69a862f34b999db476e669ff97c00afacde3))
+
+## [1.58.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.57.0...v1.58.0) (2025-06-21)
+
+
+### Features
+
+* add new oss link ([0c2481f](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/0c2481fffebca355e542ae420ee1bf4cade8e5e3))
+
+
+### Docs
+
+* add links to other language versions of README ([07dec35](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/07dec35f1bf95842ee55b17796bb45f2db0f44b3))
+
+## [1.57.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.56.0...v1.57.0) (2025-06-13)
+
+
+### Features
+
+* add markdownify endpoint ([7340375](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/73403755da1e4c3065e91d834c59f6d8c1825763))
+
+## [1.56.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.55.0...v1.56.0) (2025-06-13)
+
+
+### Features
+
+* add scrapegraphai integration ([94e9ebd](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/94e9ebd28061f8313bb23074b4db3406cf4db0c9))
+
+## [1.55.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.54.1...v1.55.0) (2025-06-07)
+
+
+### Features
+
+* add adv ([cd29791](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/cd29791894325c54f1dec1d2a5f6456800beb63e))
+* update logs ([8c54162](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/8c541620879570c46f32708c7e488e9a4ca0ea3e))
+
+## [1.54.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.54.0...v1.54.1) (2025-06-06)
+
+
+### Bug Fixes
+
+* bug on generate answer node ([e846a14](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/e846a1415506a58f7bc8b76ac56ba0b6413178ba))
+
+## [1.54.0](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.53.0...v1.54.0) (2025-06-06)
+
+
+### Features
+
+* add grok integration ([0c476a4](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/0c476a4a7bbbec3883f505cd47bcffdcd2d9e5fd))
+
+
+### Bug Fixes
+
+* grok integration and add new grok models ([3f18272](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/3f1827274c60a2729233577666d2fa446c48c4ba))
+
+
+### chore
+
+* enhanced a readme ([68bb34c](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/68bb34cc5e63b8a1d5acc61b9b61f9ea716a2a51))
+
+
+### CI
+
+* **release:** 1.52.0-beta.1 [skip ci] ([7adb0f1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/7adb0f1df1efc4e6ada1134f6e53e4d6b072a608))
+* **release:** 1.52.0-beta.2 [skip ci] ([386b46a](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/386b46a8692c8c18000bb071fc8f312adc3ad05e))
+* **release:** 1.54.0-beta.1 [skip ci] ([77d4432](https://github.com/ScrapeGraphAI/Scrapegraph-ai/commit/77d44321a1d41e10ac6aa13b526a49e718bd7c5d))
+
 ## [1.54.0-beta.1](https://github.com/ScrapeGraphAI/Scrapegraph-ai/compare/v1.53.0...v1.54.0-beta.1) (2025-06-06)
 
 

diff --git a/README.md b/README.md
@@ -1,4 +1,4 @@
-## 🚀 **Looking for an even faster and simpler way to scrape at scale (only 5 lines of code)? ** Check out our enhanced version at [**ScrapeGraphAI.com**](https://scrapegraphai.com/?utm_source=github&utm_medium=readme&utm_campaign=oss_cta&ut#m_content=top_banner)! 🚀
+## 🚀 **Looking for an even faster and simpler way to scrape at scale (only 5 lines of code)?** Check out our enhanced version at [**ScrapeGraphAI.com**](https://scrapegraphai.com/?utm_source=github&utm_medium=readme&utm_campaign=oss_cta&ut#m_content=top_banner)! 🚀
 
 ---
 
@@ -7,6 +7,10 @@
 [English](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/README.md) | [中文](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/chinese.md) | [日本語](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/japanese.md)
 | [한국어](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/korean.md)
 | [Русский](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/russian.md) | [Türkçe](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/docs/turkish.md)
+| [Deutsch](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=de) 
+| [Español](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=es)
+| [français](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=fr)
+| [Português](https://www.readme-i18n.com/ScrapeGraphAI/Scrapegraph-ai?lang=pt)
 
 
 [![Downloads](https://img.shields.io/pepy/dt/scrapegraphai?style=for-the-badge)](https://pepy.tech/project/scrapegraphai)
@@ -39,7 +43,7 @@ You can find more informations at the following [link](https://scrapegraphai.com
 - **API**: [Documentation](https://docs.scrapegraphai.com/introduction)
 - **SDKs**: [Python](https://docs.scrapegraphai.com/sdks/python), [Node](https://docs.scrapegraphai.com/sdks/javascript) 
 - **LLM Frameworks**: [Langchain](https://docs.scrapegraphai.com/integrations/langchain), [Llama Index](https://docs.scrapegraphai.com/integrations/llamaindex), [Crew.ai](https://docs.scrapegraphai.com/integrations/crewai), [CamelAI](https://github.com/camel-ai/camel)
-- **Low-code Frameworks**: [Pipedream](https://pipedream.com/apps/scrapegraphai), [Bubble](https://bubble.io/plugin/scrapegraphai-1745408893195x213542371433906180), [Zapier](https://zapier.com/apps/scrapegraphai/integrations), [n8n](http://localhost:5001/dashboard), [LangFlow](https://www.langflow.org)
+- **Low-code Frameworks**: [Pipedream](https://pipedream.com/apps/scrapegraphai), [Bubble](https://bubble.io/plugin/scrapegraphai-1745408893195x213542371433906180), [Zapier](https://zapier.com/apps/scrapegraphai/integrations), [n8n](http://localhost:5001/dashboard), [LangFlow](https://www.langflow.org), [Dify](https://dify.ai)
 - **MCP server**:  [Link](https://smithery.ai/server/@ScrapeGraphAI/scrapegraph-mcp)
 
 ## 🚀 Quick install
@@ -183,22 +187,6 @@ We offer SDKs in both Python and Node.js, making it easy to integrate into your
 
 The Official API Documentation can be found [here](https://docs.scrapegraphai.com/).
 
-## 🏆 Sponsors
-<div style="text-align: center;">
-  <a href="https://2ly.link/1zaXG">
-    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/browserbase_logo.png" alt="Browserbase" style="width: 10%;">
-  </a>
-  <a href="https://2ly.link/1zNiz">
-    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/serp_api_logo.png" alt="SerpAPI" style="width: 10%;">
-  </a>
-  <a href="https://2ly.link/1zNj1">
-    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/transparent_stat.png" alt="Stats" style="width: 15%;">
-  </a>
-    <a href="https://scrape.do">
-    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/scrapedo.png" alt="Stats" style="width: 11%;">
-  </a>
-</div>
-
 ## 📈 Telemetry
 We collect anonymous usage metrics to enhance our package's quality and user experience. The data helps us prioritize improvements and ensure compatibility. If you wish to opt-out, set the environment variable SCRAPEGRAPHAI_TELEMETRY_ENABLED=false. For more information, please refer to the documentation [here](https://scrapegraph-ai.readthedocs.io/en/latest/scrapers/telemetry.html).
 
@@ -235,3 +223,5 @@ ScrapeGraphAI is licensed under the MIT License. See the [LICENSE](https://githu
 - ScrapeGraphAI is meant to be used for data exploration and research purposes only. We are not responsible for any misuse of the library.
 
 Made with ❤️ by [ScrapeGraph AI](https://scrapegraphai.com)
+
+[Scarf tracking](https://static.scarf.sh/a.png?x-pxid=102d4b8c-cd6a-4b9e-9a16-d6d141b9212d)
diff --git a/docs/assets/scrapedo.png b/docs/assets/scrapedo.png
diff --git a/docs/assets/scrapeless.png b/docs/assets/scrapeless.png
diff --git a/docs/assets/serp_api_logo.png b/docs/assets/serp_api_logo.png
diff --git a/docs/assets/transparent_stat.png b/docs/assets/transparent_stat.png
diff --git a/examples/markdownify/.env.example b/examples/markdownify/.env.example
@@ -0,0 +1 @@
+SCRAPEGRAPH_API_KEY=your SCRAPEGRAPH_API_KEY
diff --git a/examples/markdownify/markdownify_scrapegraphai.py b/examples/markdownify/markdownify_scrapegraphai.py
@@ -0,0 +1,35 @@
+"""
+Example script demonstrating the markdownify functionality
+"""
+
+import os
+from dotenv import load_dotenv
+from scrapegraph_py import Client
+from scrapegraph_py.logger import sgai_logger
+
+def main():
+    # Load environment variables
+    load_dotenv()
+
+    # Set up logging
+    sgai_logger.set_logging(level="INFO")
+
+    # Initialize the client
+    api_key = os.getenv("SCRAPEGRAPH_API_KEY")
+    if not api_key:
+        raise ValueError("SCRAPEGRAPH_API_KEY environment variable not found")
+    sgai_client = Client(api_key=api_key)
+
+    # Example 1: Convert a website to Markdown
+    print("Example 1: Converting website to Markdown")
+    print("-" * 50)
+    response = sgai_client.markdownify(
+        website_url="https://example.com"
+    )
+    print("Markdown output:")
+    print(response["result"])  # Access the result key from the dictionary
+    print("\nMetadata:")
+    print(response.get("metadata", {}))  # Use get() with default value
+    print("\n" + "=" * 50 + "\n")
+if __name__ == "__main__":
+    main()
diff --git a/examples/markdownify/readme.md b/examples/markdownify/readme.md
@@ -0,0 +1,75 @@
+# Markdownify Graph Example
+
+This example demonstrates how to use the Markdownify graph to convert HTML content to Markdown format.
+
+## Features
+
+- Convert HTML content to clean, readable Markdown
+- Support for both URL and direct HTML input
+- Maintains formatting and structure of the original content
+- Handles complex HTML elements and nested structures
+
+## Usage
+
+```python
+from scrapegraphai import Client
+from scrapegraphai.logger import sgai_logger
+
+# Set up logging
+sgai_logger.set_logging(level="INFO")
+
+# Initialize the client
+sgai_client = Client(api_key="your-api-key")
+
+# Example 1: Convert a website to Markdown
+response = sgai_client.markdownify(
+    website_url="https://example.com"
+)
+print(response.markdown)
+
+# Example 2: Convert HTML content directly
+html_content = """
+<div>
+    <h1>Hello World</h1>
+    <p>This is a <strong>test</strong> paragraph.</p>
+</div>
+"""
+response = sgai_client.markdownify(
+    html_content=html_content
+)
+print(response.markdown)
+```
+
+## Parameters
+
+The `markdownify` method accepts the following parameters:
+
+- `website_url` (str, optional): The URL of the website to convert to Markdown
+- `html_content` (str, optional): Direct HTML content to convert to Markdown
+
+Note: You must provide either `website_url` or `html_content`, but not both.
+
+## Response
+
+The response object contains:
+
+- `markdown` (str): The converted Markdown content
+- `metadata` (dict): Additional information about the conversion process
+
+## Error Handling
+
+The graph handles various edge cases:
+
+- Invalid URLs
+- Malformed HTML
+- Network errors
+- Timeout issues
+
+If an error occurs, it will be logged and raised with appropriate error messages.
+
+## Best Practices
+
+1. Always provide a valid URL or well-formed HTML content
+2. Use appropriate logging levels for debugging
+3. Handle the response appropriately in your application
+4. Consider rate limiting for large-scale conversions
diff --git a/examples/search_graph/scrapegraphai/.env.example b/examples/search_graph/scrapegraphai/.env.example
@@ -0,0 +1 @@
+SCRAPEGRAPH_API_KEY=your SCRAPEGRAPH_API_KEY
diff --git a/examples/search_graph/scrapegraphai/readme.md b/examples/search_graph/scrapegraphai/readme.md
diff --git a/examples/search_graph/scrapegraphai/searchscraper_scrapegraphai.py b/examples/search_graph/scrapegraphai/searchscraper_scrapegraphai.py
@@ -0,0 +1,83 @@
+"""
+Example implementation of search-based scraping using Scrapegraph AI.
+This example demonstrates how to use the searchscraper to extract information from the web.
+"""
+
+import os
+from typing import Dict, Any
+from dotenv import load_dotenv
+from scrapegraph_py import Client
+from scrapegraph_py.logger import sgai_logger
+
+def format_response(response: Dict[str, Any]) -> None:
+    """
+    Format and print the search response in a readable way.
+
+    Args:
+        response (Dict[str, Any]): The response from the search API
+    """
+    print("\n" + "="*50)
+    print("SEARCH RESULTS")
+    print("="*50)
+
+    # Print request ID
+    print(f"\nRequest ID: {response['request_id']}")
+
+    # Print number of sources
+    urls = response.get('reference_urls', [])
+    print(f"\nSources Processed: {len(urls)}")
+
+    # Print the extracted information
+    print("\nExtracted Information:")
+    print("-"*30)
+    if isinstance(response['result'], dict):
+        for key, value in response['result'].items():
+            print(f"\n{key.upper()}:")
+            if isinstance(value, list):
+                for item in value:
+                    print(f"  • {item}")
+            else:
+                print(f"  {value}")
+    else:
+        print(response['result'])
+
+    # Print source URLs
+    if urls:
+        print("\nSources:")
+        print("-"*30)
+        for i, url in enumerate(urls, 1):
+            print(f"{i}. {url}")
+    print("\n" + "="*50)
+
+def main():
+    # Load environment variables
+    load_dotenv()
+
+    # Get API key
+    api_key = os.getenv("SCRAPEGRAPH_API_KEY")
+    if not api_key:
+        raise ValueError("SCRAPEGRAPH_API_KEY not found in environment variables")
+
+    # Configure logging
+    sgai_logger.set_logging(level="INFO")
+
+    # Initialize client
+    sgai_client = Client(api_key=api_key)
+
+    try:
+        # Basic search scraper example
+        print("\nSearching for information...")
+
+        search_response = sgai_client.searchscraper(
+            user_prompt="Extract webpage information"
+        )
+        format_response(search_response)
+
+    except Exception as e:
+        print(f"\nError occurred: {str(e)}")
+    finally:
+        # Always close the client
+        sgai_client.close()
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/smart_scraper_graph/README.md b/examples/smart_scraper_graph/README.md
diff --git a/examples/smart_scraper_graph/ollama/smart_scraper_ollama.py b/examples/smart_scraper_graph/ollama/smart_scraper_ollama.py
@@ -11,7 +11,7 @@
 
 graph_config = {
     "llm": {
-        "model": "ollama/llama3.2:3b",
+        "model": "ollama/llama3.2",
         "temperature": 0,
         # "base_url": "http://localhost:11434", # set ollama URL arbitrarily
         "model_tokens": 4096,
@@ -24,7 +24,7 @@
 # Create the SmartScraperGraph instance and run it
 # ************************************************
 smart_scraper_graph = SmartScraperGraph(
-    prompt="Find some information about what does the company do and the list of founders.",
+    prompt="Find some information about the founders.",
     source="https://scrapegraphai.com/",
     config=graph_config,
 )

diff --git a/examples/smart_scraper_graph/scrapegraphai/.env.example b/examples/smart_scraper_graph/scrapegraphai/.env.example
@@ -0,0 +1 @@
+SCRAPEGRAPH_API_KEY=your SCRAPEGRAPH_API_KEY