diff --git a/llama-index-integrations/tools/llama-index-tools-scrapegraph/README.md b/llama-index-integrations/tools/llama-index-tools-scrapegraph/README.md
index b5d71708616e2..625929711ae12 100644
--- a/llama-index-integrations/tools/llama-index-tools-scrapegraph/README.md
+++ b/llama-index-integrations/tools/llama-index-tools-scrapegraph/README.md
@@ -13,7 +13,7 @@ pip install llama-index-tools-scrapegraph
 First, import and initialize the ScrapegraphToolSpec:
 
 ```python
-from llama_index.tools.scrapegraph import ScrapegraphToolSpec
+from llama_index.tools.scrapegraph.base import ScrapegraphToolSpec
 
 scrapegraph_tool = ScrapegraphToolSpec()
 ```
diff --git a/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-markdowinify-llama-index.py b/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-markdowinify-llama-index.py
new file mode 100644
index 0000000000000..037007240796a
--- /dev/null
+++ b/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-markdowinify-llama-index.py
@@ -0,0 +1,14 @@
+from llama_index.tools.scrapegraph.base import ScrapegraphToolSpec
+
+# Initialize the ScrapegraphToolSpec
+scrapegraph_tool = ScrapegraphToolSpec()
+
+# Convert webpage content to markdown
+response = scrapegraph_tool.scrapegraph_markdownify(
+    url="https://scrapegraphai.com/",
+    api_key="sgai-***"  # Replace with your actual API key
+)
+
+# Print the markdown content
+print("Markdown Content:")
+print(response)
diff --git a/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-llama-index.py b/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-smartscraper-lama-index.py
similarity index 92%
rename from llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-llama-index.py
rename to llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-smartscraper-lama-index.py
index 31500697141f4..6915017bf1caa 100644
--- a/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-llama-index.py
+++ b/llama-index-integrations/tools/llama-index-tools-scrapegraph/examples/scrapegraph-smartscraper-lama-index.py
@@ -1,5 +1,5 @@
 from pydantic import BaseModel, Field
-from llama_index.tools.scrapegraph import ScrapegraphToolSpec
+from llama_index.tools.scrapegraph.base import ScrapegraphToolSpec
 
 scrapegraph_tool = ScrapegraphToolSpec()