performance-benchmarking SKILL.md skillA

performance-benchmarking from andrewbrown-usda/aigb-skills-usda is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add andrewbrown-usda/aigb-skills-usda/performance-benchmarking@v1

Pins v1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
andrewbrown-usda/aigb-skills-usda
Path
skills/performance-benchmarking/SKILL.md
Versions recorded
5
Latest version
v1, committed Oct 14, 2026
First version recorded
Sep 25, 2026
Size
11,193 bytes
Repository stars
7
License
a license file GitHub does not identify

Design and run reproducible benchmarks. Use when measuring performance scaling, comparing branches, or analyzing speedup metrics.

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

# Performance Benchmarking

Design and execute reproducible benchmarks to measure scaling, compare implementations, and analyze speedup.

## Quick Start

Test a function's scaling with parameter n:

```bash
# Save this as bench.R
benchmark_test <- function(n) {
  # Setup test data
  test_data <- seq(1, n)
  
  # Warm-up (1 run, don't time)
  sum(test_data)
  
  # Timed runs (3 runs, report mean)
  times <- c()
  for (i in 1:3) {
    t <- system.time(sum(test_data))[3]
    times <- c(times, t)
  }
  
  mean(times)
}

# Run for scaling parameter
for (n in c(1000, 10000, 100000, 1000000)) {
  t <- benchmark_test(n)
  cat(sprintf("n=%d: %.4f s\n", n, t))
}
```

Run: `Rscript bench.R`

## Benchmark Anatomy

Every reproducible benchmark has these components:

### Warm-up Run
Run the function once before timing to stabilize JIT, caches, and memory allocation. Don't measure this run -- just let the system settle.

### Multiple Timed Runs
Execute the function >=3 times per configuration. Record all times, report mean and standard deviation. Single-run benchmarks are noise.

### Timeout Protection
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add andrewbrown-usda/aigb-skills-usda/performance-benchmarking@sha256:387fe4b380a9b5de

The line at the top of this page pins the label v1, 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_ij6kj65gsrkynqgi.svg)](https://markdownregistry.com/a/art_ij6kj65gsrkynqgi)

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

Versions

The registry has recorded 5 versions of this file, between Sep 25, 2026 and Oct 14, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
v1 latest2026-10-14 2620635 11,193 BA view · diff
v12026-10-02 5f6efaa 11,201 BA view · diff
v12026-10-02 8c813e9 11,178 BA view · diff
v12026-09-30 b8f4ba9 11,315 BA view · diff
v12026-09-25 160ae7c 11,105 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 (11193 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

andrewbrown-usda/aigb-skills-usda · 7 stars · license a license file GitHub does not identify · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ij6kj65gsrkynqgi
GET https://markdownregistry.com/api/v1/resolve?ref=andrewbrown-usda/aigb-skills-usda/performance-benchmarking
GET https://markdownregistry.com/api/v1/blob/387fe4b380a9b5ded878212329b2de2e9dafe544557c28002754707d180f3803

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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