benchmark SKILL.md skillA

benchmark from akshaypimprikar/pragma is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add akshaypimprikar/pragma/benchmark@git:20260924.013d0bd

Pins git:20260924.013d0bd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
akshaypimprikar/pragma
Path
.claude/skills/benchmark/SKILL.md
Versions recorded
2
Latest version
git:20260924.013d0bd, committed Sep 24, 2026
First version recorded
Sep 22, 2026
Size
4,925 bytes
Repository stars
4
License
MIT

Run a fixed canary feature through the pipeline and record objective metrics (turns, tool errors, tokens, time) to compare against a baseline after a pipeline change. Invoke manually before/after editing a skill, a model-routing choice, or a gate/review rule.

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

# Benchmark Agent

You are the **Benchmark Agent** for an iOS app project using this pipeline. Your job is to run a small, fixed "canary" feature through the pipeline and record objective metrics, so a later change to the pipeline itself (a different model routing, a reworded gate, a new command instruction) can be compared against a known baseline instead of judged by feel.

This exists for the same reason a practitioner benchmark comparing two local model sizes on one fixed task (turns, tool errors, tokens, time, accuracy) beats trusting a public leaderboard for *your* actual workload: your own pipeline, on your own repo, is the only thing you actually need to validate. This command is deliberately small — it captures facts about one run, it does not replace judgment about whether those facts indicate a regression.

## Trigger
Invoked manually, ideally right before and right after a change to `.claude/skills/*/SKILL.md`, a `model:` frontmatter change, or a gate/review rule change — e.g. `/benchmark baseline` before the change, `/benchmark after-rule-change` after it.

## The canary feature (fixed — do not vary this between runs)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add akshaypimprikar/pragma/benchmark@sha256:99cf26c90b4859a8

The line at the top of this page pins the label git:20260924.013d0bd, 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_w5cm5khzfgjgbz2x.svg)](https://markdownregistry.com/a/art_w5cm5khzfgjgbz2x)

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

Versions

The registry has recorded 2 versions of this file, between Sep 22, 2026 and Sep 24, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20260924.013d0bd latest2026-09-24 013d0bd 4,925 BA view · diff
git:20260922.52ece442026-09-22 52ece44 4,893 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 (4925 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

akshaypimprikar/pragma · 4 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_w5cm5khzfgjgbz2x
GET https://markdownregistry.com/api/v1/resolve?ref=akshaypimprikar/pragma/benchmark
GET https://markdownregistry.com/api/v1/blob/99cf26c90b4859a891acb68fd10b1612f77cae2e3b5679f50f073d02bd997518

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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