▌ tailormycv.md

# TailorMyCV Project Brief ## What is it? Flask web app for job seekers to upload CVs and generate job-tailored resumes. Users upload a CV (DOCX/PDF) or enter info manually, paste a job posting URL, and get a customized CV. ## Tech Stack - Flask + Python - Templates: HTML + vanilla JS (no React) - Supabase (PostgreSQL) for persistence - DOCX parsing: python-docx - PDF parsing: pdfplumber - OCR: tesseract (brew install tesseract) - AI parsing: OpenRouter free models ## Key Files - `app.py` — main Flask app (~27KB) - `services/` — parsing and AI services - `templates/` — HTML templates (cv_upload.html, etc.) - `supabase/` — client config - `prompts/` — AI prompt templates ## Current Status (May 29, 2026) ### Session #112 Summary (May 29 04:39 HKT) **Two critical bugs fixed:** 1. **Loading forever** — `generate_gap_questions()` calls MiniMax AI at page load → 5-10s stall. Questions page now loads instantly. 2. **0/0 gaps** — Session cookie was >4,875 bytes → browser silently dropped it → user appeared logged out → 0 gaps. **Fix:** `gaps`, `requirements`, `gap_answers` now stored in Supabase `job_descriptions` table instead of session cookie. **DB schema changes (committed, needs Railway deploy):** ```sql ALTER TABLE job_descriptions ADD COLUMN gaps JSONB; ALTER TABLE job_descriptions ADD COLUMN requirements JSONB; ALTER TABLE job_descriptions ADD COLUMN gap_answers JSONB DEFAULT '[]'::jsonb; CREATE POLICY "anon_all" ON job_descriptions FOR ALL TO anon USING (true) WITH CHECK (true); ``` **Code pushed:** commit `6817e7d` **Railway deploy needed:** https://rezmycv.up.railway.app/gap/analyze ### Earlier Status (May 25) - DOCX, PDF upload and parsing working - AI-powered CV text extraction working - Job posting URL → CV customization working - **Supabase anon key issue** — service_role key needed for some endpoints - tesseract OCR installed via `brew install tesseract` ### CV Preview Format ``` NICHOLAS WILLIAMS 📧 ncik@me.com 📱 +852 59205327 📍 Hong Kong [Summary section] WORK EXPERIENCE │ Chief Communications Officer 2025→ │ NASDAQ: BGIN (Dynamic AI) │ • bullet points per role ``` ## Commands - Run locally: `cd ~/tailormycv && flask run` or `python app.py` - Supabase project: tfkzirfxixlylizlmxeur ## Related - Nick's personal CV: https://nicks-cv.up.railway.app/ - TailorMyCV is a separate product for job seekers (not Nick's personal CV)