ItsMocked
A full-stack AI interview simulator with multimodal analysis and coaching feedback.
- Status
- Active
- Date
- January 2025
- Category
- Intelligence
Summary
A full-stack AI interview simulator that records candidate responses and generates multimodal performance analysis with actionable coaching feedback.
Description
ItsMocked is a web application for practicing mock interviews through video or text responses. It solves the gap between generic interview prep and measurable communication feedback by scoring confidence, communication quality, emotional stability, and sentiment.
Architecture
- Interview session
- Video and text capture
- Multimodal analysis
- AI coaching feedback
- Performance dashboard
Technology
- Python
- Flask
- SQLAlchemy
- MediaPipe
- faster-whisper
- librosa
- Transformers
- Next.js
Features
- Session-based mock interview simulator with randomized question sets, progress tracking, and separate video/text practice modes
- Secure user account system with registration/login, protected routes, and built-in rate limiting for auth and submission endpoints
- Video interview pipeline with upload validation, optional S3 storage, asynchronous analysis triggering, and per-question interview persistence
- Multimodal analysis engine combining speech transcription, facial emotion signals, text emotion detection, and voice features into composite interview scores
- AI coaching feedback generation via LLM prompts using transcript and scoring context to produce strengths, improvement areas, and communication tips
- Performance dashboard with session-level analytics, interview history, aggregated confidence/overall metrics, and per-question analysis breakdowns
Links
Images
Machine-readable: /projects.json · /llms.txt · /llms-full.txt