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Expand Browser_as_a_tool.ipynb to a Multi-Tool Agent Workflow Framework using Gemini API

Open william-Dic opened this issue 10 months ago • 3 comments

Description of the feature request:

Extend the existing notebook (Browser_as_a_tool.ipynb) to support multiple integrated tools, creating a robust agent workflow framework built specifically around Google's Gemini API. This framework should enable agents to dynamically select and utilize different external tools beyond browser interactions, including APIs, databases, or custom functions, to accomplish complex tasks efficiently.

What problem are you trying to solve with this feature?

Currently, the notebook supports only browser-based interactions, limiting agent workflows to web searches or browsing activities. By expanding support to additional tools and leveraging Gemini's advanced multimodal capabilities, we can create versatile agents capable of more complex reasoning, broader task automation, and greater flexibility in executing multi-step workflows across different environments and contexts.

Any other information you'd like to share?

I have extensive experience building multimodal agent frameworks. Specifically, I developed DeepFlow, a multimodal input agent presented at the ElevenLabs x a16z Global Hackathon. You can view a demo of DeepFlow here.

william-Dic avatar Mar 13 '25 09:03 william-Dic

@Giom-V Could you please share your idea or plan for this? I'd like to contribute or assist where I can.

william-Dic avatar Mar 13 '25 12:03 william-Dic

That's more of a question for @markmcd as he's the one who wrote that example, but I think any addition that can help other developers is more than welcome.

Maybe I'd still create a new example instead of updating the existing one.

Giom-V avatar Mar 13 '25 15:03 Giom-V

Hi @Giom-V, thanks for your suggestion! I agree that creating a separate example is cleaner and clearly demonstrates Gemini's capability to integrate multiple tools.

@markmcd, I'd greatly appreciate your input on some additional functionalities I'm considering. Here are the key areas I’d like to explore:

  1. Automated Interaction and Dynamic Web Scraping Integrate Playwright to automate browser interactions, execute in-page JavaScript, handle dynamic content (e.g., infinite scrolling, AJAX-loaded elements), and interact seamlessly with web page elements.

  2. Historical Data Caching and Comparative Analysis Develop caching mechanisms for previously fetched data, screenshots, or structured content, allowing automatic comparisons to identify changes, track trends, and notify users of important updates.

  3. Enhanced Error Handling and Fault Tolerance Improve robustness by implementing retries for network failures, graceful handling of timeouts or errors, and providing clear, user-friendly error messages for easier debugging.

I'd love to hear your thoughts or suggestions about these ideas. Looking forward to your feedback!

william-Dic avatar Mar 13 '25 21:03 william-Dic