Resume-Score-Checker

AI-Powered Technical Resume Score Checker using Python, NLP and Streamlit

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AI-Powered Technical Resume Score Checker using Python, NLP and Streamlit

An intelligent ATS (Applicant Tracking System) Resume Analyzer that compares a candidate's resume against a job description and provides an ATS compatibility score, skill analysis, personalized improvement suggestions, and application recommendations.

🚀 Features

  • 📄 PDF Resume Parsing

    • Extracts text directly from PDF resumes using pypdf.

  • 🎯 ATS Resume Scoring

    • Calculates an overall ATS score based on:
    • Technical skill matching
    • Keyword matching
    • Contextual phrase matching
    • Semantic similarity analysis

  • 🛠️ Technical Skill Detection

    • Detects programming languages, frameworks, databases, cloud platforms, DevOps tools, and data technologies from both resumes and job descriptions.

  • ✅ Matched Skills Analysis

    • Displays all technical skills that match the job description.

  • ⚠️ Missing Skills Identification

    • Highlights important skills present in the job description but missing from the resume.

  • 💡 Resume Improvement Suggestions

    • Provides actionable recommendations to improve resume quality and ATS compatibility.

  • 🎯 Application Recommendation

    • Advises candidates whether they should apply for the role based on resume-job alignment.

  • 🤖 NLP-Powered Analysis

    • Uses spaCy for:
    • Lemmatization
    • Semantic similarity
    • Contextual phrase extraction

  • 🌐 Interactive Web Interface

    • Built using Streamlit for a clean and user-friendly experience.

🛠️ Tech Stack

  • Python
  • Streamlit
  • spaCy
  • pypdf
  • Regular Expressions (re)

📂 Supported Skills Categories

The application currently detects skills from the following categories:

  • Programming Languages
  • Frameworks and Libraries
  • Databases
  • Cloud Technologies
  • DevOps Tools
  • Data Science and Machine Learning Technologies

📷 Workflow

  1. Upload your resume in PDF format.
  2. Paste the target job description.
  3. Click Calculate Resume Score.
  4. View:
  • ATS Score
  • Matched Skills
  • Missing Skills
  • Resume Improvement Suggestions
  • Application Recommendation

▶️ Installation

Clone the repository:

git clone <repository-url>
cd <repository-folder>

Install dependencies:

pip install -r requirements.txt

Download the spaCy model:

python -m spacy download en_core_web_md

Run the application:

streamlit run app.py

📁 Project Structure

Resume-Score-Checker/
│
├── app.py
├── requirements.txt
├── logo.png
├── README.md
└── sample_resume.pdf

🔮 Future Improvements

  • Support for DOCX resumes.
  • Resume section detection (Education, Projects, Experience, Skills).
  • Experience-level matching.
  • Industry-specific resume scoring.
  • Report Generation
  • Integration with Large Language Models for deeper resume analysis.

📜 License

This project is licensed under the MIT License.

👨‍💻 Author

Madhu

Built using Python, NLP, and Streamlit to help candidates optimize their resumes and improve their chances of passing ATS screening systems.

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