Url Context (#897)

* Adding more URL context examples (pdf; images, search+url context)

---------

Co-authored-by: Mark McDonald <[email protected]>

Author: Giom-V

README.md

@@ -24,7 +24,7 @@ Here are the recent additions and updates to the Gemini API and the Cookbook:
 * **Lyria and TTS**: Get started with podcast and music generation with the [TTS](./quickstarts/Get_started_TTS.ipynb) and [Lyria RealTime](./quickstarts/Get_started_LyriaRealTime.ipynb) models.
 * **LiveAPI**: Get started with the [multimodal Live API](./quickstarts/Get_started_LiveAPI.ipynb) and unlock new interactivity with Gemini.
 * **Recently Added Guides:**
-  * [Grounding](./quickstarts/Grounding.ipynb): Discover different ways to ground Gemini's answer using different tools, from Google Search to Youtube and the new url context tool.
+  * [Grounding](./quickstarts/Grounding.ipynb): Discover different ways to ground Gemini's answer using different tools, from Google Search to Youtube and the new **url context** tool.
   * [Batch-mode](./quickstarts/Batch_mode.ipynb): Use Batch-mode to send large volume of non-time-sensitive requests to the model and get a 50% discount.
 
 
@@ -58,7 +58,7 @@ Then, explore the other quickstarts tutorials to learn about individual features
 ## 2. Examples (Practical Use Cases)
 
 These examples demonstrate how to combine multiple Gemini API features or 3rd-party tools to build more complex applications.
-* [Browser as a tool](./examples/Browser_as_a_tool.ipynb): Use a web browser for live and internal (intranet) web interactions
+*  [Browser as a tool](./examples/Browser_as_a_tool.ipynb): Use a web browser for live and internal (intranet) web interactions
 *  [Illustrate a book](./examples/Book_illustration.ipynb): Use Gemini and Imagen to create illustration for an open-source book
 *  [Animated Story Generation](./examples/Animated_Story_Video_Generation_gemini.ipynb): Create animated videos by combining Gemini's story generation, Imagen, and audio synthesis
 *  [Plotting and mapping Live](./examples/LiveAPI_plotting_and_mapping.ipynb): Mix *Live API* and *Code execution* to solve complex tasks live

examples/Browser_as_a_tool.ipynb

@@ -54,7 +54,9 @@
         "\n",
         "* Requesting live data using a browser tool with the Live API\n",
         "* Returning images of web pages from function calling\n",
-        "* Connecting to a local network/intranet using a browser tool\n"
+        "* Connecting to a local network/intranet using a browser tool\n",
+        "\n",
+        "**Note**: for most of the use-cases, you can use the tools directly by Gemini to get it to search content using Google Search, grab videos from YouTube or fetch context from URLs without having to set-up anything. Check out the [Grounding](https://colab.research.google.com/quickstarts/Grounding.ipynb) notebook for more details.\n"
       ]
     },
     {
@@ -1193,7 +1195,7 @@
       "source": [
         "## Further reading\n",
         "\n",
-        "* To learn more about using the search tools, try the [Search grounding](../quickstarts/Search_Grounding.ipynb) cookbook recipe.\n",
+        "* To learn more about using the grounding tools (search grounding, YouTube links and URL context), check out the [Grounding](../quickstarts/Grounding.ipynb) notebook or the one dedicated to [Seach grounding](../quickstarts/Search_Grounding.ipynb).\n",
         "* For more advanced examples of function calling in the Live API, try the [Plotting and Mapping](../examples/LiveAPI_plotting_and_mapping.ipynb) cookbook recipe.\n",
         "\n",
         "Or browse the [Gemini API cookbook](http://github.com/google-gemini/cookbook)."