AI Transcript Scoring Tool

Try Yourself : https://huggingface.co/spaces/rajXchaos/transcript-scoring

A lightweight FastAPI + NLP based transcript scoring system for student self-introductions.

Features

• Score out of 100
• Per-criterion breakdown
• Word count, sentence count, WPM
• Clarity, grammar, sentiment evaluation
• Semantic similarity for understanding meaning

Tech Stack

• FastAPI
• SentenceTransformer (all-MiniLM-L6-v2)
• HTML/CSS/JS Frontend
• Docker (Hugging Face Deployment)

Run Locally

uvicorn app.main:app --reload

Frontend

Open /frontend/index.html in browser.

Deploy

Push repo to Hugging Face Space using Dockerfile. Ensure app listens on port 7860.

Limitations

• Text-only (no audio)
• Heuristic grammar checks
• CPU embedding model

Future Enhancements

• Real-time speech scoring
• Teacher dashboard analytics
• Strong grammar engine integration