FinalYr (ResumePro) - AI-Powered Resume & Career Assistant
An AI-driven platform for resume analysis, ATS scoring, cover letter generation, mock interviews, LinkedIn optimization, and skill-gap analysis — available as a web app and a native mobile app, both backed by the same FastAPI service.
🔗 Live Web App: resume-pro-rouge.vercel.app
🔗 Live Backend API: resumepro-backend-cthc.onrender.com
🐙 GitHub Repository: https://github.com/vijayyh/FinalYr
🏗️ Project Architecture & Folder Structure
The project is a monorepo with three parts, all sharing one backend:
1. backend/ (FastAPI + Python + LLMs)
The AI engine, deployed on Render.
- Framework: FastAPI
- Key Libraries:
pymupdf (PDF parsing), networkx (skill-gap graph analysis), google-generativeai (Gemini), groq.
- LLM provider strategy: every AI endpoint goes through a single
call_llm() helper (backend/main.py) that tries Groq first (openai/gpt-oss-20b), then falls back to Gemini (gemini-3.6-flash) if Groq fails, then falls back to hardcoded mock data as a last resort so the API never hard-fails.
- Endpoints:
POST /api/upload — parses a PDF resume, extracts skills/ATS score/strengths/weaknesses via LLM, fetches matching job listings via RapidAPI (JSearch).POST /api/tools/ats-score — scores a resume against a job description.POST /api/tools/cover-letter — generates a tailored cover letter.POST /api/tools/mock-interview — generates role-specific interview questions.POST /api/tools/skill-gap — Jaccard overlap + directed-graph prerequisite roadmap between resume skills and target job skills.POST /api/tools/linkedin-optimizer — headline/about/keyword suggestions.POST /api/build-resume — enhances raw resume form data with action verbs and quantified bullets.
2. frontend/ (Next.js + React + Tailwind CSS)
The web dashboard, deployed on Vercel.
- Framework: Next.js 16.3.0 (App Router), React 19.
- Styling: Tailwind CSS v4, Framer Motion for animations,
next-themes for dark/light mode.
- Some tools (ATS score, cover letter, mock interview) call Vercel serverless API routes (
frontend/src/app/api/*) that independently implement the same Groq→Gemini fallback pattern — this lets those specific tools work on Vercel without needing the Python backend reachable. Resume upload, skill gap, and LinkedIn optimizer call the FastAPI backend directly via NEXT_PUBLIC_API_URL.
3. mobile/ (Expo + React Native)
The native Android/iOS app, built with Expo Router + TypeScript.
- Framework: Expo SDK 57, React Native 0.86.
- Key Libraries:
@react-native-async-storage/async-storage (persistent local cache), axios/fetch for API calls, lucide-react-native for icons, expo-document-picker for resume uploads.
- Calls the same FastAPI backend directly (
mobile/src/services/api.ts). The API base URL defaults to the deployed Render backend, so the app works over any network without requiring the phone and dev machine to share Wi-Fi — override locally with EXPO_PUBLIC_API_URL (see mobile/.env.example).
- Builds: configured for EAS Build (
mobile/eas.json) and for fully local native builds via expo prebuild + Gradle (no cloud account required) — see Mobile Build section below.
🚀 Getting Started
Prerequisites
- Node.js (v20+)
- Python (v3.9+)
- API Keys: Groq API Key, Gemini API Key (optional fallback), RapidAPI Key (for JSearch job listings).
Backend Setup
cd backend
python -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
pip install -r requirements.txt
# Create a .env file with GROQ_API_KEY, GEMINI_API_KEY, RAPIDAPI_KEY
uvicorn main:app --reload
The backend will run on http://localhost:8000.
Frontend Setup
cd frontend
npm install
npm run dev
The frontend will run on http://localhost:3000. Add GROQ_API_KEY, GEMINI_API_KEY, RAPIDAPI_KEY, and optionally NEXT_PUBLIC_API_URL to frontend/.env.local.
Mobile Setup
cd mobile
npm install
npx expo start
Use the Expo Go app on your phone or an emulator to view the app. By default it talks to the live Render backend — set EXPO_PUBLIC_API_URL in mobile/.env to point at a local backend instead.
Building a standalone Android APK locally (no EAS account needed)
cd mobile
npx expo prebuild --platform android
cd android
./gradlew assembleRelease -PreactNativeArchitectures=arm64-v8a
The signed APK is written to mobile/android/app/build/outputs/apk/release/app-release.apk and can be installed directly on a device ("install from unknown sources") — it talks to the deployed backend over HTTPS, no dev server required.
Building via EAS (cloud)
cd mobile
npx eas-cli build --platform android --profile preview
Requires an Expo account (eas login) linked via mobile/app.json's extra.eas.projectId.
🌐 Deployment Details
- Frontend: Deployed and continuously integrated via Vercel (
vercel.json at the repo root routes to frontend/). Environment variables: GROQ_API_KEY, GEMINI_API_KEY (optional), RAPIDAPI_KEY, NEXT_PUBLIC_API_URL (points at the Render backend).
- Backend: Deployed on Render as a standard web service (
render.yaml at the repo root defines the blueprint: rootDir: backend, uvicorn main:app --host 0.0.0.0 --port $PORT). Environment variables (GROQ_API_KEY, GEMINI_API_KEY, RAPIDAPI_KEY) are set directly in the Render dashboard, never committed. Free tier spins down after inactivity — the first request after idle can take 50+ seconds.
- Mobile: Not published to app stores yet. Distributed as a directly-installable APK (local build or EAS internal-distribution build).
