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JobMatch AI

AI-powered job matching and resume customization platform. Upload your resume, search for jobs, get match analysis, and generate tailored resumes — all driven by Claude AI agents.

Screenshots

Job Matching

AI-powered job search with match scoring and one-click resume generation.

Job Matching

Resume Scorecard

Detailed resume health analysis with actionable improvement suggestions.

Resume Scorecard

Key Capabilities

AI-extracted capabilities with evidence from your resume.

Key Capabilities

Features

  • Resume Parsing — Upload PDF/DOCX resumes and extract structured profile data
  • Job Search — Search jobs via Adzuna API or manually input job descriptions
  • Match Analysis — AI-powered scoring of how well your profile fits a job
  • Resume Generation — Auto-generate customized resumes tailored to specific job postings
  • Resume Refinement — Iterative dialogue with AI to refine generated resumes
  • Resume Scoring — Detailed scorecard with improvement suggestions
  • Recruiter Finder — Discover relevant recruiters via SerpAPI

Tech Stack

Layer Technology
Frontend Next.js 16, React 19, TypeScript, Tailwind CSS
Backend FastAPI, SQLAlchemy (async), Pydantic
AI Claude CLI (subprocess) for text, Anthropic API for vision
Database SQLite (default, easily swappable)
Containerization Docker Compose

Architecture

jobmatch-ai/
├── backend/
│   ├── agents/          # AI agent modules (orchestrator, matcher, analyzer, etc.)
│   ├── models/          # SQLAlchemy database models
│   ├── routers/         # FastAPI route handlers (profiles, jobs, resumes)
│   ├── tools/           # Utilities (resume parser, job search, docx generator)
│   ├── config.py        # Environment-based configuration
│   └── main.py          # Application entry point
├── frontend/
│   └── src/
│       ├── app/         # Next.js pages (home, jobs, resume, recruiters)
│       ├── components/  # React components
│       └── lib/         # API client
└── docker-compose.yml

Getting Started

Prerequisites

  • Python 3.11+
  • Node.js 18+
  • Claude Code CLI installed and authenticated (required — AI features run via claude subprocess, requires Claude Pro/Max subscription)
  • Anthropic API key (optional — only needed for image/screenshot analysis)
  • Adzuna API key (optional, for job search)
  • SerpAPI key (optional, for recruiter finder)

Setup

  1. Clone the repository
git clone https://github.com/AngYu/jobmatch-ai.git
cd jobmatch-ai
  1. Configure environment variables
cp .env.example .env
# Edit .env and add your API keys
  1. Start the backend
cd backend
pip install -r requirements.txt
uvicorn main:app --reload --port 8002
  1. Start the frontend
cd frontend
npm install
npm run dev
  1. Open the app at http://localhost:3000

Docker (alternative)

docker compose up --build

API Endpoints

Method Endpoint Description
GET /api/health Health check
POST /api/profiles/upload Upload resume
GET /api/profiles/current Get current profile
POST /api/jobs/search Search jobs
POST /api/jobs/match Analyze job match
POST /api/resumes/generate Generate tailored resume
POST /api/resumes/refine Refine resume via dialogue

License

MIT

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