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Cover Letter Builder

Cover Letter Builder is a tool designed to help users quickly generate professional cover letters tailored to specific job positions.

Watch the video


Demo

AI_CoverLetter.Builder.mp4

Installation

To use this project, you need Python 3.10+. Follow these steps to set up the environment:

Clone the repository:

git clone https://github.com/ajay-paul/Cover-Letter-Builder.git
cd Cover-Letter-Builder

Setup Instructions

  1. Create and activate a virtual environment (optional but recommended):

    python -m venv env
    source env/bin/activate  # On Windows, use `env\Scripts\activate`
  2. Install dependencies:

    pip install -r requirements.txt
  3. Download and configure the LLaMA model:

    • You may follow here to setup Ollama and LLaMA model for language processing.
  4. Web Driver Setup for Selenium:

    • Selenium requires a web driver to control browsers.

    Using Edge WebDriver (Windows)

    Edge WebDriver comes pre-installed on Windows. Ensure your Edge and WebDriver versions match:

    1. Check your Edge version under Settings > About Microsoft Edge.
    2. Download the matching WebDriver from Microsoft Edge WebDriver if needed.
    3. Add WebDriver to your system PATH.

    Using Chrome WebDriver

    1. Download the ChromeDriver matching your Chrome version.
    2. Unzip and add it to your PATH.

    Using Firefox WebDriver

    1. Download GeckoDriver.
    2. Extract and add it to your PATH.

⚠️ Note:
If you're using a web driver other than Edge, make sure to import the appropriate driver.

  1. Tesseract OCR:

    • For Tesseract, you may need to install it separately.

    Installation:

    • Windows: Download the installer from Tesseract OCR's official website and follow the installation instructions.
    • macOS: Install via Homebrew:
      brew install tesseract
    • Linux: Install via your package manager:
      • For Ubuntu/Debian:
        sudo apt-get install tesseract-ocr
      • After installation, make sure to add Tesseract to your system's PATH.

Custom Information

  1. Define URL in const.py:

    • Update the const.py file with the appropriate URL for the model to access necessary resources.
  2. Configure Your Profile Information:

    • Customize your profile with details such as Experience, Skills, and other relevant information in const.py to tailor the cover letter content.
  3. Add Custom Prompt in model.py:

    • You can provide an additional prompt to the model in the model.py file. For example:
    response = ollama.chat(
        model='llama3.2',
        messages=[
            {
                'role': 'user',
                'content': (
                    'Based on the web-scraped data, write a cover letter in English for the position. '
                    'You may start with my address, then the company address at the top, then '
                    'start with "Hello Recruiting Team,":\n '
                    'Show my deep motivation for the position\n '
                    f'{job_description}.\n'
                    'Additional information about myself:\n'
                    f'{PROFILE}\n'
                    'Tailor the application to align closely with the specific requirements outlined in the job description.\n'
                    'Job found on your career page.\n'
                ),
            },
        ]
    )

To Run the Program

Navigate to the project directory and run the main file:

cd Cover-Letter-Builder
python -m src.main

License

This project is licensed under the MIT License - see the LICENSE file for details.

About

Cover Letter Builder is a Python-based tool designed to help users generate professional cover letters tailored to specific job positions from URL of the job Ads

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