wshobson/agents · plugins/python-development/skills/python-resource-management/SKILL.md

python-resource-management skillA

python-resource-management is agent-read markdown (skill) from wshobson/agents: Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state..

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 wshobson/agents/python-resource-management@git:20260522.be57c0b
Exact content
mdr add wshobson/agents/python-resource-management@sha256:1d60cbc5ce7a9e86

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_7edar6hdn4x6vftq.svg)](https://markdownregistry.com/a/art_7edar6hdn4x6vftq)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260522.be57c0b latest2026-05-22 be57c0b 7,012 BA view · diff
git:20260130.cbb60492026-01-30 cbb6049 11,476 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7012 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

GitHub

wshobson/agents · 39,757 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7edar6hdn4x6vftq
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/python-resource-management
GET https://markdownregistry.com/api/v1/blob/1d60cbc5ce7a9e86fa7f64e147f04f21d5d174b56bf96f5f628c905892068aa5

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.