answerdotai/aai-coding · skills/persistent-python/SKILL.md

persistent-python skillA

persistent-python is agent-read markdown (skill) from answerdotai/aai-coding: The persistent clikernel Python session — Jeremy's preferred single tool for nearly ALL Python work. TRIGGER — read and bootstrap as step zero of EVERY session where clikernel is available, before the first tool call: even tasks that only read a file or search a directory, plus stateful inspection, editing code or notebooks, debugging, experiments, API probes, data transforms, pyskills discovery, notebook-style work, local tool orchestration. If it could go through Python, it goes here — never p.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add answerdotai/aai-coding/persistent-python@git:20260902.2b45170
Exact content
mdr add answerdotai/aai-coding/persistent-python@sha256:9ad0427574c37a9a

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_nrfypp3uf7yotedi.svg)](https://markdownregistry.com/a/art_nrfypp3uf7yotedi)

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Versions

versioncommittedcommitsizeaudit
git:20260902.2b45170 latest2026-09-02 2b45170 4,699 BA view · diff
git:20260902.491fef92026-09-02 491fef9 5,237 BA view · diff
git:20260902.a8c3eda2026-09-02 a8c3eda 5,244 BA view · diff
git:20260830.9eef1572026-08-30 9eef157 5,678 BA view · diff
git:20260803.f6bed462026-08-03 f6bed46 5,682 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.

Source

GitHub

answerdotai/aai-coding · 15 stars · license Apache-2.0 · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_nrfypp3uf7yotedi
GET https://markdownregistry.com/api/v1/resolve?ref=answerdotai/aai-coding/persistent-python
GET https://markdownregistry.com/api/v1/blob/9ad0427574c37a9a8c132ac7477ae1b202ed6883869f2937c576b157e07eda7e