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Vanshika Tyagi
Vanshika Tyagi

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Technical Resume Expert – AI Powered ATS Resume Analyzer Using Streamlit & Google Gemini 2.5 Flash

Introduction

In today's competitive job market, simply having a good resume isn't enough. Most companies use Applicant Tracking Systems (ATS) to filter resumes before they even reach a recruiter. If your resume lacks the right keywords, formatting, or relevant skills, it may never be seen by a hiring manager.

To solve this problem, I built Technical Resume Expert, an AI-powered ATS Resume Analyzer that helps job seekers evaluate and optimize their resumes using Google Gemini 2.5 Flash and Streamlit.

This application provides instant resume analysis, ATS compatibility scoring, skill gap identification, and personalized improvement suggestions—all through an intuitive web interface.

Why Build an ATS Resume Analyzer?

Studies show that a significant percentage of resumes are rejected by ATS software before being reviewed by recruiters. Common reasons include:

  • Missing keywords
  • Poor formatting
  • Lack of relevant skills
  • Generic resume content
  • Weak alignment with job descriptions

Rather than manually reviewing resumes, AI can analyze them in seconds and provide actionable recommendations.

Project Overview

Technical Resume Expert is a web application that compares a candidate's resume against a job description and provides AI-generated feedback to improve ATS compatibility.

Users simply:

  1. Upload their resume (PDF)
  2. Paste a job description
  3. Click Analyze Resume

Within seconds, the application generates:

  • ATS Match Percentage
  • Resume Quality Analysis
  • Missing Skills
  • Missing Keywords
  • Strengths
  • Weaknesses
  • Resume Improvement Suggestions Key Features
  1. ATS Resume Analysis

The application evaluates resumes based on ATS-friendly standards such as:

  • Resume formatting
  • Section organization
  • Content quality
  • Keyword optimization
  • Professional presentation

This helps users understand whether their resume is likely to pass ATS screening.

  1. Resume Matcher

One of the most useful features is comparing the uploaded resume against a specific job description.

The AI identifies:

  • Resume Match Percentage
  • Missing Keywords
  • Required Skills
  • Job Alignment

This enables users to tailor their resumes for each job application instead of using a generic resume.

  1. AI Skill Enhancement

Google Gemini analyzes the resume and recommends:

  • Missing technical skills
  • Programming languages
  • Industry-specific tools
  • Certifications
  • Technologies
  • ATS keywords

These suggestions help candidates make their resumes more relevant for their target role.

  1. Detailed Resume Feedback

Instead of providing only a score, the application explains why the score was assigned.

The AI highlights:

  • Resume strengths
  • Areas needing improvement
  • Missing ATS keywords
  • Content enhancements
  • Overall resume quality

This feedback helps users continuously improve their resumes.

  1. Visual Analytics

Numbers are easier to understand visually.

The application uses Matplotlib to display the ATS compatibility score through clean charts, allowing users to quickly evaluate their resume's performance.

Logo Technology
🐍 Python
🎈 Streamlit
✨ Google Gemini 2.5 Flash
📄 PyMuPDF
📊 Matplotlib
⚙️ python-dotenv
🟧 HTML5
🔵 CSS3

Future Enhancements

Potential improvements include:

  • Multi-page resume support
  • DOCX resume uploads
  • Resume templates
  • AI-powered resume rewriting
  • Downloadable PDF reports
  • Interview question generation
  • Resume version history
  • LinkedIn profile analysis
  • Career recommendations
  • Multi-language support

Conclusion

Technical Resume Expert demonstrates how artificial intelligence can simplify the resume optimization process. By combining Google Gemini 2.5 Flash, Streamlit, and Python, the application delivers instant ATS analysis, identifies skill gaps, and provides personalized recommendations to help candidates create stronger resumes.

As ATS systems continue to play a major role in recruitment, tools like this empower job seekers to tailor their resumes effectively, improve their visibility to recruiters, and increase their chances of securing interviews.

Whether you're a student, recent graduate, or experienced professional, this AI-powered Resume Analyzer offers a practical and intelligent way to optimize your resume for today's competitive hiring landscape.

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