superior-performance SKILL.md skillA

superior-performance from kodekateam/superior-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kodekateam/superior-skills/superior-performance@git:20261015.f413813

Pins git:20261015.f413813 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kodekateam/superior-skills
Path
skills/superior-performance/SKILL.md
Versions recorded
2
Latest version
git:20261015.f413813, committed Oct 15, 2026
First version recorded
Oct 15, 2026
Size
5,861 bytes
Repository stars
47
License
MIT

Investigate, optimize, or review software performance using representative measurements, profiles, budgets, and regression evidence. Use when latency, throughput, resource use, loading, rendering, bundle cost, or scalability is a primary concern. Do not use for speculative micro-optimization without a symptom, target, or demonstrated bottleneck.

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

# Superior Performance

Improve the user or system outcome that is actually constrained, not the code that merely looks expensive. Preserve correctness, security, accessibility, and maintainability while grounding every optimization in comparable evidence.

## Define the performance contract

Before optimizing, establish:

- the affected user journey, operation, workload, or resource;
- the metric and target, including percentile or distribution where relevant;
- current baseline, regression window, and measurement source;
- environment, hardware, network, data shape, concurrency, and cache state;
- correctness and quality constraints that may not be traded away;
- whether the goal is latency, throughput, responsiveness, capacity, efficiency, or cost.

Do not convert an unverified impression such as “slow” into a universal target. If no explicit budget exists, derive a provisional comparison from product expectations and repository evidence, and label it as provisional.

## Measure before changing
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kodekateam/superior-skills/superior-performance@sha256:81b7d080bc2ed94a

The line at the top of this page pins the label git:20261015.f413813, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_23qdijqguhnqsobl.svg)](https://markdownregistry.com/a/art_23qdijqguhnqsobl)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Oct 15, 2026.

versioncommittedcommitsizeaudit
git:20261015.f413813 latest2026-10-15 f413813 5,861 BA view · diff
git:20261015.3567dc22026-10-15 3567dc2 5,619 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (5861 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

kodekateam/superior-skills · 47 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_23qdijqguhnqsobl
GET https://markdownregistry.com/api/v1/resolve?ref=kodekateam/superior-skills/superior-performance
GET https://markdownregistry.com/api/v1/blob/81b7d080bc2ed94a711be0394dd500d4da8a5469866324f4adca22704fd27d8b

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.

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Every file in kodekateam/superior-skills

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