Ntumba

Corpus Hub contributor since 2026-10-18

Ntumba'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.

1corpus

1selected commit

5files

257lines

★ 1GitHub stars on repo

Totals across every corpus @ntumbah02-lang 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 ntumba-ia corpus

ntumbah02-lang/ntumba-ia: Projet IA personnel pour ntumba

Reuse a worked example: the commit “Ajouter MVP Chat (FastAPI backend + frontend): OpenAI par défaut, UI…” (5 files · Python).
Answer from ntumba-ia's real Python source instead of memory (API design and specification).

Example questions

What does server do in ntumba-ia?

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

Search the GitHub repository ntumbah02-lang/ntumba-ia with XERJ (https://hub.xerj.org/corpus/ntumbah02-lang--ntumba-ia).
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/ntumbah02-lang/ntumba-ia ntumba-ia && git -C ntumba-ia checkout 447b11b01249a2cc494de85caa6fee8746cb3eec
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./ntumba-ia --url http://127.0.0.1:9200 --prefix ntumba-ia --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 ntumbah02-lang--ntumba-ia · API design and specification
Related corpora: zalando-restful-api-guidelines, json-api-spec, cloudevents-spec, openapi-overlay-spec
Search an OpenAPI spec from an agent · Case study: reference coding for agents

Selected work

GitHub ★ 1

ntumbah02-lang/ntumba-ia

447b11b012 Ajouter MVP Chat (FastAPI backend + frontend): OpenAI par défaut, UI…

selected commit: 5 files · 257 lines · Python · server, web, tests

The corpus is the whole repository at the pinned commit, not only the files of the selected commit.

selected · in licence reviewcorpus ntumbah02-lang--ntumba-iaAPIMIT agreed 2026-10-18

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.

[![XERJ Corpus Hub contributor](https://hub.xerj.org/contributors/ntumbah02-lang/badge.svg)](https://hub.xerj.org/contributors/ntumbah02-lang)

Included with the author's permission (email, 2026-10-18), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.