Resume Optimization with CrewAI

An AI-powered tool that optimizes your resume for specific job applications using multiple AI agents. Built with CrewAI.

What It Does

1. Job Analysis: Analyzes job requirements, skills, and qualifications
2. Resume Scoring: Calculates match scores for technical skills, experience, and qualifications
3. Optimization: Suggests specific improvements to increase your match score
4. Company Research: Provides company insights for interview preparation

Installation

1. Clone the repository and install dependencies:

   git clone https://github.com/tonykipkemboi/resume-optimization-crew.git
   cd resume-optimization-crew

2. Create a virtual environment and install dependencies:

   python3 -m venv .venv
   source .venv/bin/active
   crewai install

Environment Setup

1. Copy .env.example to .env:

   cp .env.example .env

2. Add your API keys to .env:

   • Required:
     • OPENAI_API_KEY: OpenAI API key
     • SERPER_API_KEY: Serper API key for web search
   • Optional:
     • See .env.example for additional optional APIs

Quick Start

1. Save your resume as PDF in the project root under the knowledge/ directory:

   • Feel free to use the sample resume provided in knowledge/knowledge/CV_Mohan.pdf
   • I got it from here

2. Fill in the input data in main.py:

   • job_url: URL of the job posting (e.g., 'https://www.mckinsey.com/careers/search-jobs/jobs/associate-15178')
   • company_name: Name of the company (e.g., 'Mckinsey & Co.')

3. Run the optimization crew:

   crewai run

Output Files

The tool generates three JSON files in the output directory:

• job_analysis.json: Detailed job requirements and match scoring
• resume_optimization.json: Specific suggestions to improve your resume
• company_research.json: Company insights for interview prep

Architecture

The system uses three specialized AI agents:

1. Job Analyzer: Extracts and analyzes job requirements
2. Resume Analyzer: Scores resume match and suggests improvements
3. Company Researcher: Gathers company information for interviews

Requirements

• Python >= 3.10 and < 3.13
• PDF resume file
• Job posting URL
• Company name

Support

• CrewAI Documentation
• Community Forum
• Chat with our docs