Mahmoud Ahmed

Mahmoud Ahmed

Corpus Hub contributor since 2026-10-27

Mahmoud Ahmed'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.

4corpora
1selected commit
16files
429lines
★ 68GitHub stars on repos

Totals across every corpus @Pythondeveloper6 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 PythonWrap corpus

LitePy/PythonWrap: The resilience and concurrency toolkit for every Python project: retry, circuit breaker, timeout, cache, rate limit, bulkhead, batching…

Example questions
Paste it into your AI agent. It clones the repo at the pinned commit and indexes it on your machine.
Search the GitHub repository LitePy/PythonWrap with XERJ (https://hub.xerj.org/corpus/litepy--pythonwrap).
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/LitePy/PythonWrap PythonWrap && git -C PythonWrap checkout 3ae3e950219cbd35fdbb5367b7408c9ef52bf98a
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./PythonWrap --url http://127.0.0.1:9200 --prefix pythonwrap --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 litepy--pythonwrap · Databases and storage engines
Related corpora: chaostoolkit-docs, httpx, nkcodedev/resili, DarkStussy/aioscraper
Case study: reference coding for agents

Selected work

GitHub ★ 28

LitePy/PythonWrap

3ae3e95021 Keep deadlines on real time under test overrides and fix limiter and …
selected commit: 16 files · 429 lines · Python · tests, src/python_wrap

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

live on the hub · licence clearedcorpus litepy--pythonwrapDBMITasynciobulkheadcachingcircuit-breakerdecoratorspython agreed 2026-10-27
GitHub ★ 23

Pythondeveloper6/django-vantage

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

live on the hub · licence clearedcorpus pythondeveloper6--django-vantageAPIMIT agreed 2026-10-29
GitHub ★ 12

Pythondeveloper6/redline

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

live on the hub · licence clearedcorpus pythondeveloper6--redlineWEBMIT agreed 2026-10-29
GitHub ★ 5

Pythondeveloper6/celery-manager

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

live on the hub · licence clearedcorpus pythondeveloper6--celery-managerOPSMITcelerycelery-beatdashboarddjangofastapiflask agreed 2026-10-29
XERJ Corpus Hub contributor badge
[![XERJ Corpus Hub contributor](https://hub.xerj.org/contributors/Pythondeveloper6/badge.svg)](https://hub.xerj.org/contributors/Pythondeveloper6)

Included with the author's permission (email, 2026-10-27), under each repository's own licence, with attribution. Own more repositories? Sign in with GitHub and add them. Want something removed? Reply to the email, withdraw it on /add, or open an issue on xerj-org/xerj.