URL Context with Search

Combine URL context with Google Search for comprehensive web analysis.

url_context_with_search.py

"""Combine URL context with Google Search for comprehensive web analysis.

Run `uv pip install google-generativeai` to install dependencies.
"""

from agno.agent import Agent
from agno.models.google import Gemini

# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------

# Create agent with both Google Search and URL context enabled
agent = Agent(
    model=Gemini(id="gemini-2.5-flash", search=True, url_context=True),
    markdown=True,
)

# The agent will first search for relevant URLs, then analyze their content in detail
agent.print_response(
    "Analyze the content of the following URL: https://docs.agno.com/introduction and also give me latest updates on AI agents"
)

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------

if __name__ == "__main__":
    pass

Run the Example

1. Set up your virtual environment

   Mac

   uv venv --python 3.12
   source .venv/bin/activate
   

   uv venv --python 3.12
   .venv\Scripts\activate
   
2. Install dependencies

   uv pip install -U agno google-genai
   
3. Export your Google API key

   Mac/Linux

   export GOOGLE_API_KEY="your_google_api_key_here"
   

   $Env:GOOGLE_API_KEY="your_google_api_key_here"
   
4. Run the example

   Save the code above as url_context_with_search.py, then run:

   python url_context_with_search.py
   

Full source: cookbook/90_models/google/gemini/url_context_with_search.py