quill

Screen-reader-first writing, review, and document-intelligence environment for Windows with guided diagnostics and format workflows

A new way for AI to search for data

View on GitHub

45GitHub stars

Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit d7317c8f4b (2026-10-11).

Selected work

Jeff Bishop
@accesswatch

“Restore compatible untracked features”. 4 files, 350 lines in quill, tests.

Licence

The repository

MIT

Checked by a person at the pinned commit.

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-20. Same terms as the repository. Answers name the repo, the commit and the file:line.

in licence reviewnot in the hub yetsuggested use: adapt with attribution

Example questions

Where does quill handle “Restore compatible untracked features”?
What does quill do in quill?

The prompt

Paste it into your AI agent. It clones Community-Access/quill at the pinned commit and indexes it on your machine.

Search the GitHub repository Community-Access/quill with XERJ (https://hub.xerj.org/corpus/community-access--quill).
Run these in a shell, in order, and check each result before the next:
1. xerj --help  (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh
2. git clone https://github.com/Community-Access/quill quill && git -C quill checkout d7317c8f4b235ef2e8b9196b45d1ece8c607f81c
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./quill --url http://127.0.0.1:9200 --prefix quill --progress plain
5. xerj autoindex map --url http://127.0.0.1:9200
Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt
Licence: MIT. Keep the copyright notice and credit the authors.

Jeff Bishop Writing and copy corpora

Selected work and consent: the XERJ registry.