Smart ATS Resume crewAI multi-agent system

An AI-powered resume tailoring system that automatically optimizes your resume for specific job postings using a crew of specialized AI agents. Built with CrewAI, this tool analyzes job requirements, your profile, and existing resume to produce ATS-optimized application materials and interview preparation guides.

Features

• Intelligent Job Analysis: Extracts key requirements and qualifications from job postings
• Profile Enhancement: Builds comprehensive profiles using GitHub and personal information
• Smart Resume Tailoring: Optimizes your resume to match job requirements while maintaining authenticity
• Interview Prep: Generates relevant interview questions and talking points
• Multiple Interfaces: Choose between CLI and web-based UI
• History Tracking: Save and manage your tailored resumes (optional)

Quick Start

Prerequisites

# Clone the repository
git clone https://github.com/yourusername/smart-agentic-ats-resume.git
cd smart-agentic-ats-resume

# Install dependencies
pip install -r requirements.txt

# Set up environment variables
cp .env.example .env
# Edit .env with your API keys

Configuration

Required API keys in .env:

• OPENAI_API_KEY: For GPT-4 Turbo integration
• SERPER_API_KEY: For web search capabilities

Usage

Web Interface

streamlit run streamlit_app.py

Then upload your resume and paste the job description in the web interface.

Command Line

python3 bin/crew_run.py

Edit inputs in bin/crew_run.py for batch processing.

Architecture

The system uses four specialized AI agents:

1. Tech Job Researcher: Analyzes job postings
2. Personal Profiler: Builds comprehensive candidate profiles
3. Resume Strategist: Optimizes resume content
4. Interview Preparer: Generates interview materials

Key Components

• utils/agents.py: AI agent definitions and configuration
• utils/tasks.py: Workflow task definitions
• utils/crew.py: Agent orchestration
• bin/crew_run.py: CLI entry point
• streamlit_app.py: Web interface
• db/: Database integration (optional)

Output

The system generates:

1. Tailored resume (MD/PDF format)
2. Interview preparation materials
3. Stored results in database (optional)

Development

Adding New Agents

1. Define new agent in utils/agents.py
2. Create corresponding task in utils/tasks.py
3. Update crew configuration in utils/crew.py

Extending Functionality

• Modify agent tools in utils/agents.py
• Add new task types in utils/tasks.py
• Enhance UI in streamlit_app.py

License

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

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Disclaimer

This tool is designed to optimize resumes while maintaining truthfulness. It will not generate false information or credentials.