breadwinner

Local-first, zero-hallucination resume tailoring studio & compiler built in Textual. Deterministic verification, offline Ollama/LM Studio…

A new way for AI to search for data
View on GitHub
1GitHub stars

Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit 1a1772f6f5 (2026-10-22).

Selected work

Faiz Palwala
@FaizPalwala

“implement JobContract and disk persistence”. 4 files, 622 lines in src/breadwinner, 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 2026-10-24. 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

anti-hallucinationdeveloper-toolslocal-firstollamapythonresume-buildertextualtui

Example questions

The prompt

Paste it into your AI agent. It clones FaizPalwala/breadwinner at the pinned commit and indexes it on your machine.

Search the GitHub repository FaizPalwala/breadwinner with XERJ (https://hub.xerj.org/corpus/faizpalwala--breadwinner).
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/FaizPalwala/breadwinner breadwinner && git -C breadwinner checkout 1a1772f6f5f9774bcda262f4e972c68add6814f4
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./breadwinner --url http://127.0.0.1:9200 --prefix breadwinner --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.

Related

Selected work and consent: the XERJ registry.