aartem1 /

talkspec

aartem1/talkspec (Python)

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 e87ec46a86 (2026-10-02).

Selected work

Artem Altukhov
@aartem1

“Add TalkSpec v0.1.0: universal rules, six scenarios, portable adapter…”. 11 files, 488 lines in scripts, tests, spec.

Licence

The repository

MIT

Checked by a person at the pinned commit.

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-23. 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

The prompt

Paste it into your AI agent. It clones aartem1/talkspec at the pinned commit and indexes it on your machine.

Search the GitHub repository aartem1/talkspec with XERJ (https://hub.xerj.org/corpus/aartem1--talkspec).
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/aartem1/talkspec talkspec && git -C talkspec checkout e87ec46a86c201941ff0d9fbe3aef8af199d7514
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./talkspec --url http://127.0.0.1:9200 --prefix talkspec --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.

Artem Altukhov API design and specification corpora

Selected work and consent: the XERJ registry.