kognita

Content guardrails check what an AI says. Kognita decides whether it was allowed to ask, before any data is retrieved. An AI gateway and an

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 cd62f95760 (2026-10-19).

Selected work

Ahmed Muzammil
@mze3e

“resolve effective client scope once for authority, li…”. 9 files, 251 lines in tests, src/kognita.

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

What does src/kognita do in kognita?

The prompt

Paste it into your AI agent. It clones mze3e/kognita at the pinned commit and indexes it on your machine.

Search the GitHub repository mze3e/kognita with XERJ (https://hub.xerj.org/corpus/mze3e--kognita).
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/mze3e/kognita kognita && git -C kognita checkout cd62f9576066e7aa2c313036ab633b52dad5caa2
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./kognita --url http://127.0.0.1:9200 --prefix kognita --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.

Ahmed Muzammil AI, prompts and agents corpora

Selected work and consent: the XERJ registry.