wshobson/agents · plugins/python-development/skills/python-performance-optimization/SKILL.md

python-performance-optimization skillA

python-performance-optimization is agent-read markdown (skill) from wshobson/agents: Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance..

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-performance-optimization@git:20260522.be57c0b
Exact content
mdr add wshobson/agents/python-performance-optimization@sha256:807aa725cc2b46b4

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_srql6b6l36mhvney.svg)](https://markdownregistry.com/a/art_srql6b6l36mhvney)

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Versions

versioncommittedcommitsizeaudit
git:20260522.be57c0b latest2026-05-22 be57c0b 3,253 BA view · diff
git:20260326.3797fc82026-03-26 3797fc8 10,436 BA view · diff
git:20260326.3e0cff62026-03-26 3e0cff6 20,738 BA view · diff
git:20260307.47a5dbc2026-03-07 47a5dbc 20,495 BA view · diff
git:20260119.56848872026-01-19 5684887 21,273 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 (3253 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_srql6b6l36mhvney
GET https://markdownregistry.com/api/v1/resolve?ref=wshobson/agents/python-performance-optimization
GET https://markdownregistry.com/api/v1/blob/807aa725cc2b46b4d68a11a52e5b345be0449e80b7f4b60c32bfd2c35345afb5

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