Absolutely! Here are 3 real scenarios for better use cases:

1. Warehouse / shop owner

Problem → “Too many old shirts, don’t know which are dead stock”

Result → clean list with item name, value, and last sale date

1. Developer / student

Problem → “Scrape prices from Flipkart but keep getting blocked”

Result → rotating proxy + delay skeleton (only after you say you’re ready)

1. Manager / analyst

Problem → “Client Excel has 20 columns, dates are text and mixed Hindi-English”

Result → pandas code that cleans exactly what you need

To try it right now (30 seconds total):

You just need one free Groq API key (15 seconds, no credit card):

→ go to https://console.groq.com/keys

→ click “Create API Key” → copy it

Then paste this in terminal and press Enter:

git clone https://github.com/yourusername/clearcut.git && cd clearcut && python -m venv venv && source venv/bin/activate && pip install -r requirements.txt && python clearcut.py

First run will ask for the key you just copied → saved forever after that.

Would love to know which scenario (or your own) you try first!

And if anything feels confusing or can be simpler, just open an issue — I merge fast.

Thanks again — you made my day! 🚀