shafiqahmed-786/ruflow-ai — reverse-engineered prompt

Build me RuFlow, an AI career dashboard that helps a job seeker create stronger applications from their resume and a job description.

I want a clean web app where someone can paste or upload their resume, paste a job posting, then click a button to generate a tailored resume version, a personalized cover letter, and an application score. The system should analyze ATS keywords, role fit, seniority, skills, tone, and missing gaps. It should improve the output in a loop until it reaches a good score or hits the max attempts, then show what changed and why.

Use the stack from this repo, Next.js for the frontend, FastAPI for the backend, Gemini for the AI, MongoDB for saved applications, and ChromaDB for semantic memory. Include an application history page, recommendations for improving future applications, and a simple score chart. Make it runnable locally with Docker Compose and clear environment setup for the Gemini API key.