nitipit /

automata

nitipit/automata (Python)

A new way for AI to search for data

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1GitHub stars

TypeScript, Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit 77e4f76070 (2026-10-19).

Selected work

Um Nontasuwan
@nitipit

“Add Pi messaging extension using published NodalWire client”. 11 files, 611 lines in tests, src/automata, the project root.

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 automata handle “Add Pi messaging extension using published NodalWire client”?
What does src/automata do in automata?

The prompt

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

Search the GitHub repository nitipit/automata with XERJ (https://hub.xerj.org/corpus/nitipit--automata).
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/nitipit/automata automata && git -C automata checkout 77e4f76070a6e9d1ab2bd4be137298e3344529be
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./automata --url http://127.0.0.1:9200 --prefix automata --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.

Um Nontasuwan API design and specification corpora

Selected work and consent: the XERJ registry.