smicolon/ai-kit · packs/django/skills/performance-optimizer/SKILL.md

performance-optimizer skillA

performance-optimizer is agent-read markdown (skill) from smicolon/ai-kit: This skill should be used when the user asks to "optimize queries", "fix slow queries", "improve performance", "detect N+1", "add indexes", or when writing Django ORM queries that access related objects. Detects and fixes performance issues..

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 smicolon/ai-kit/performance-optimizer@git:20260903.50c14ca
Exact content
mdr add smicolon/ai-kit/performance-optimizer@sha256:cceaf0c4f89ac14b

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_s526tk7ssv2dmpqb.svg)](https://markdownregistry.com/a/art_s526tk7ssv2dmpqb)

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Versions

versioncommittedcommitsizeaudit
git:20260903.50c14ca latest2026-09-03 50c14ca 12,004 BA view · diff
git:20260215.92455aa2026-02-15 92455aa 10,821 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 (12004 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

smicolon/ai-kit · 6 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_s526tk7ssv2dmpqb
GET https://markdownregistry.com/api/v1/resolve?ref=smicolon/ai-kit/performance-optimizer
GET https://markdownregistry.com/api/v1/blob/cceaf0c4f89ac14bd20e72ff14f1bbfa9dee2f93cc995f19421ce5c7881a66cb

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