Jeff Bishop
Jeff Bishop's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.
Totals across every corpus @accesswatch appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.
What an agent can do with the quill corpus
Community-Access/quill: Screen-reader-first writing, review, and document-intelligence environment for Windows with guided diagnostics and format workflows
- Reuse a worked example: the commit “Restore compatible untracked features” (4 files · Python).
- Answer from quill's real Python source instead of memory (Writing and copy).
- Where does quill handle “Restore compatible untracked features”?
- What does quill do in quill?
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.
corpus community-access--quill · Writing and copy
Related corpora: retext-profanities, retext-indefinite-article, dwyl-english-words, write-good
Case study: reference coding for agents
Selected work
Community-Access/quill
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.
Sign in with GitHub or Hugging Face to see more: every selected commit in full (commit date, every folder, licence review state, pin) and the pack builds of each corpus.
[](https://hub.xerj.org/contributors/accesswatch)
Included with the author's permission (email, 2026-10-20), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.