Typos found in docs and community pages

[NishantSinghhhhh]

Page URL (if applicable)

http://127.0.0.1:4000/docs.html & http://127.0.0.1:4000/community.html

What should be improved?

Background

Yesterday while I was reding the docs of preCICE and I found a small typo there.

(It must be "Create a Python " and not "Create an Python")

This led me to think the docs can have more typos in them — so lets find them.

What I Did

I wrote a script that:

• Scrapped all the pages under /docs and /community
• Scrapped their text content
• Sent it to a model and processed whether or not that content was having typos or not

Script

Result

After this I got some 73 typos across these 2 routes.

The report and json file for this can be found below.

Attachments

• report.pdf — full typo audit report
• report.json — raw typo data

Solution

Just like I ran a script for finding the typos, we can run a similar script for changing the docs as well. It can go through all the pages, find the typos from the json we already have, and directly fix them in the source files. So we dont have to go and change each one manually.

I have written a small script, once the PRs are open I will make the PR for making the typo changes

[MakisH]

Hi! Good idea to scan the page with Gemini to find typos, and good to have the report here. Happy to review a PR that fixes these after the GSoC application period is over.

[NishantSinghhhhh]

@MakisH sir, I did the same process in the /tutorials and I found 18 typos in it

Report-tutorial

Typos-json

[precice-bot]

This issue has been mentioned on preCICE Forum on Discourse. There might be relevant details there:

https://precice.discourse.group/t/gsoc-2026-nishant-singh/2799/2

[NishantSinghhhhh]

@MakisH sir, when can I start raising PRs in this repo, Gsoc application period is already over