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AI Job Application Assistant

An AI-powered application built with Streamlit that leverages a multi-agent system using CrewAI to assist job seekers. This tool helps create tailored resumes, analyze job postings, and prepare for interviews efficiently and effectively.

Features

  • AI Multi-Agent System: Powered by CrewAI to coordinate specialized agents for tasks like job posting analysis, resume tailoring, and interview preparation.
  • Resume Parsing: Extracts and converts resume content from PDF to Markdown.
  • Job Posting Analysis: Scrapes and analyzes job postings to identify key skills and requirements.
  • Professional Profiling: Compiles comprehensive profiles using GitHub links and personal write-ups.
  • Resume Tailoring: Aligns resumes with specific job requirements.
  • Interview Preparation: Generates interview questions and talking points based on the job posting and tailored resume.

How It Works

  1. Upload Your Resume: Upload a PDF version of your resume.
  2. Input Additional Information:
    • Job posting URL
    • GitHub profile URL
    • Personal write-up about your career goals
  3. Process the Application:
    • Agents in Action:
      • The Tech Job Researcher analyzes job postings to extract key requirements.
      • The Personal Profiler uses GitHub and personal write-ups to create a professional profile.
      • The Resume Strategist tailors your resume to match the job requirements.
      • The Interview Preparer generates interview questions and talking points.
  4. View and download the tailored resume and interview preparation materials.

Technologies Used

  • Streamlit: Provides an intuitive user interface for input and output.
  • CrewAI: Enables multi-agent coordination to perform complex tasks.
  • LangChain Community Tools: Powers semantic search, file reading, and web scraping.
  • Markdownify: Converts text content to Markdown for better readability.
  • PyMuPDF (Fitz): Extracts text from PDF resumes.
  • SerperDev API: Assists in web scraping for job posting analysis.

Installation

  1. Clone the repository: 
    git clone https://github.com/your-username/AI-Job-Application-Assistant.git
cd AI-Job-Application-Assistant