klotz: bookmarking services* + subprocesses* + machine learning model* + llm* + leigh klotz*

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  1. "Summarizer Service" is a Flask web application designed for summarizing web pages using Large Language Models (LLMs). Here’s a summary:

    **Core Functionality:** The application allows users to summarize web pages, leveraging LLMs. It supports summarization with or without a custom prompt, and also provides a Q&A functionality. It’s built around bookmarking services.

    **Technical Details:**

    * **Framework:** Flask (Python)
    * **LLM Access:** Designed to work with llamafiles, but adaptable to other LLM access methods.
    * **Dependencies:** Managed via `requirements.txt`.
    * **Deployment:** Can be run with gunicorn, Python directly, or the Flask CLI.
    * **Cards/Routes:** The application utilizes "cards" implemented in `app.py` with templates in the `templates/cards/` directory. Key routes include:
    * `/`: Home
    * `/scuttle?url=`: Scuttle bookmarking service integration.
    * `/summarize?url=&prompt=`: Text summarization.
    * `/ask?question=&context=`: Question answering.
    * `/via-api-model?model_name=`: Model selection.
    * **Bookmarklets:** The repository includes JavaScript bookmarklets to easily send web pages and selected text to the summarizer from a browser.
    * **Sessions:** Flask sessions are used and store data in `flask_sessions/`. The documentation warns about the need to protect and periodically delete these files.
    * **License:** MIT License.

    **Installation:**

    1. Clone the GitHub repository: `git clone https://github.com/leighklotz/summarizer-service.git`
    2. Install dependencies: `pip install -r requirements.txt`
    3. Configure: Copy and edit `config.py.example` to `config.py`.

    **Overall:** The Summarizer Service provides a simple yet functional UI for utilizing LLMs for text summarization and Q&A, with a focus on integration with bookmarking workflows. It appears to be a good starting point or example for building similar applications.

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