Add ScrapeGraphAI to third-party tools page

docs/tools/index.md

@@ -223,6 +223,16 @@ Check out the following pre-built tools that you can use with ADK agents:
     </div>
   </a>
 
+  <a href="/adk-docs/tools/third-party/scrapegraphai/" class="tool-card">
+    <div class="tool-card-image-wrapper">
+      <img src="../assets/tools-scrapegraphai.png" alt="ScrapeGraphAI">
+    </div>
+    <div class="tool-card-content">
+      <h3>ScrapeGraphAI</h3>
+      <p>AI-powered web scraping, crawling, and data extraction</p>
+    </div>
+  </a>
+
   <a href="/adk-docs/tools/third-party/tavily/" class="tool-card">
     <div class="tool-card-image-wrapper">
       <img src="../assets/tools-tavily.png" alt="Tavily">

docs/tools/third-party/index.md

@@ -89,6 +89,16 @@ Check out the following third-party tools that you can use with ADK agents:
     </div>
   </a>
 
+  <a href="/adk-docs/tools/third-party/scrapegraphai/" class="tool-card">
+    <div class="tool-card-image-wrapper">
+      <img src="../../assets/tools-scrapegraphai.png" alt="ScrapeGraphAI">
+    </div>
+    <div class="tool-card-content">
+      <h3>ScrapeGraphAI</h3>
+      <p>AI-powered web scraping, crawling, and data extraction</p>
+    </div>
+  </a>
+
   <a href="/adk-docs/tools/third-party/tavily/" class="tool-card">
     <div class="tool-card-image-wrapper">
       <img src="../../assets/tools-tavily.png" alt="Tavily">

docs/tools/third-party/scrapegraphai.md

@@ -0,0 +1,91 @@
+# ScrapeGraphAI
+
+The
+[ScrapeGraphAI MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)
+connects your ADK agent to [ScrapeGraphAI](https://scrapegraphai.com/). This
+integration enables your agent to extract structured data using natural language
+prompts, handle dynamic content like infinite scrolling, and convert complex
+webpages into clean, usable JSON or Markdown.
+
+## Use cases
+
+- **Scalable Extraction & Crawling**: Extract structured data from single pages
+  or crawl entire websites, leveraging AI to handle dynamic content, infinite
+  scrolling, and large-scale asynchronous operations.
+
+- **Research and Summarization**: Execute AI-powered web searches to research
+  topics, aggregate data from multiple sources, and summarize findings.
+
+- **Agentic Workflows**: Run advanced agentic scraping workflows with
+  customizable steps, complex navigation (like authentication), and structured
+  output schemas.
+
+## Prerequisites
+
+- Create an [API Key](https://dashboard.scrapegraphai.com/register/) in
+  ScrapeGraphAI. Refer to the
+  [documentation](https://docs.scrapegraphai.com/api-reference/introduction) for more information.
+- Install the [ScrapeGraphAI MCP server
+  package](https://pypi.org/project/scrapegraph-mcp/) (requires Python 3.13 or
+  higher):
+
+    ```console
+    pip install scrapegraph-mcp
+    ```
+
+## Use with agent
+
+=== "Local MCP Server"
+
+    ```python
+    from google.adk.agents import Agent
+    from google.adk.tools.mcp_tool.mcp_toolset import MCPToolset
+    from google.adk.tools.mcp_tool.mcp_session_manager import StdioConnectionParams
+    from mcp import StdioServerParameters
+
+    SGAI_API_KEY = "YOUR_SCRAPEGRAPHAI_API_KEY"
+
+    root_agent = Agent(
+        model="gemini-2.5-pro",
+        name="scrapegraph_assistant_agent",
+        instruction="""Help the user with web scraping and data extraction using
+                      ScrapeGraph AI. You can convert webpages to markdown, extract
+                      structured data using AI, perform web searches, crawl
+                      multiple pages, and automate complex scraping workflows.""",
+        tools=[
+            MCPToolset(
+                connection_params=StdioConnectionParams(
+                    server_params=StdioServerParameters(
+                        # The following CLI command is available
+                        # from `pip install scrapegraph-mcp`
+                        command="scrapegraph-mcp",
+                        env={
+                            "SGAI_API_KEY": SGAI_API_KEY,
+                        },
+                    ),
+                    timeout=300,
+                ),
+            # Optional: Filter which tools from the MCP server are exposed
+            # tool_filter=["markdownify", "smartscraper", "searchscraper"]
+            ),
+        ],
+    )
+    ```
+
+## Available tools
+
+Tool <img width="200px"/> | Description
+---- | -----------
+`markdownify` | Transform any webpage into clean, structured markdown format
+`smartscraper` | Leverage AI to extract structured data from any webpage with support for infinite scrolling
+`searchscraper` | Execute AI-powered web searches with structured, actionable results
+`scrape` | Basic scraping endpoint to fetch page content with optional heavy JavaScript rendering
+`sitemap` | Extract sitemap URLs and structure for any website
+`smartcrawler_initiate` | Initiate intelligent multi-page web crawling (asynchronous operation)
+`smartcrawler_fetch_results` | Retrieve results from asynchronous crawling operations
+`agentic_scrapper` | Run advanced agentic scraping workflows with customizable steps and structured output schemas
+
+## Additional resources
+
+- [ScrapeGraphAI MCP Server Documentation](https://docs.scrapegraphai.com/services/mcp-server)
+- [ScrapeGraphAI MCP Server Repository](https://github.com/ScrapeGraphAI/scrapegraph-mcp)

mkdocs.yml

@@ -186,6 +186,7 @@ nav:
         - GitHub: tools/third-party/github.md
         - Hugging Face: tools/third-party/hugging-face.md
         - Notion: tools/third-party/notion.md
+        - ScrapeGraphAI: tools/third-party/scrapegraphai.md
         - Tavily: tools/third-party/tavily.md
         - Agentic UI (AG-UI): tools/third-party/ag-ui.md
     - Custom Tools: