programming-python SKILL.md skillA
programming-python from muvon/octomind-tap is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add muvon/octomind-tap/programming-python@git:20261013.a69e0bbPins git:20261013.a69e0bb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- muvon/octomind-tap
- Path
skills/programming-python/SKILL.md- Versions recorded
- 7
- Latest version
- git:20261013.a69e0bb, committed Oct 13, 2026
- First version recorded
- Apr 21, 2026
- Size
- 8,873 bytes
- Repository stars
- 6
- License
- Apache-2.0
Pythonic best practices for AI coding agents: architecture, type-driven design, and library choices that scale beyond scripts. Auto-activates in Python projects.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
## Overview Write Python with clear data contracts, deliberate effects, and predictable failure behavior. As of 2026-10: Python 3.15 is the newest stable release (2026-10-09), 3.14 is in bugfix, and 3.10 reached end of life on 2026-10-01. Read `requires-python`, environment pins, dependency lockfiles, type-checker settings, and CI first. Use features supported by every required interpreter; don't raise the minimum version or replace the project's tooling during unrelated work. Recheck official releases when updating this guidance. ## Mental model Annotations describe a contract; validation enforces it. Keep boundary parsing explicit, represent trusted data with small types, and make ownership of mutable state and resources visible. A function or module is enough until a class or abstraction solves a concrete lifecycle or substitution problem. ## Recent features and migration traps | Version | Useful change and boundary | |---------|----------------------------| | 3.11 | `TaskGroup`, exception groups/`except*`, and `asyncio.timeout` support structured concurrent failure handling. | …
Read the whole file at its exact version.
How to install
mdr add muvon/octomind-tap/programming-python@sha256:392492681431bd05The line at the top of this page pins the label git:20261013.a69e0bb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_gumiz76qfb3binum)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Apr 21, 2026 and Oct 13, 2026, about one every 29 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261013.a69e0bb latest | 2026-10-13 | a69e0bb | 8,873 B | A | view · diff |
| git:20261010.5d9bef4 | 2026-10-10 | 5d9bef4 | 7,651 B | A | view · diff |
| git:20260905.88628fb | 2026-09-05 | 88628fb | 7,599 B | A | view · diff |
| git:20260510.fe97ca3 | 2026-05-10 | fe97ca3 | 4,471 B | A | view · diff |
| git:20260509.966244f | 2026-05-09 | 966244f | 3,462 B | A | view · diff |
| git:20260503.f77bcc0 | 2026-05-03 | f77bcc0 | 3,484 B | A | view · diff |
| git:20260421.c6cba73 | 2026-04-21 | c6cba73 | 3,832 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8873 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
muvon/octomind-tap · 6 stars · license Apache-2.0 · pushed 2026-11-08 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_gumiz76qfb3binum GET https://markdownregistry.com/api/v1/resolve?ref=muvon/octomind-tap/programming-python GET https://markdownregistry.com/api/v1/blob/392492681431bd059398eca8fd20bba4847ebaf501cbf3ae6662944bdbcb3ab6
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.