skill-benchmarking SKILL.md skillA

skill-benchmarking from rusel95/ios-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rusel95/ios-agent-skills/skill-benchmarking@git:20260402.2fa77b8

Pins git:20260402.2fa77b8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rusel95/ios-agent-skills
Path
scripts/benchmarking/SKILL.md
Versions recorded
1
Latest version
git:20260402.2fa77b8, committed Apr 2, 2026
Size
19,568 bytes
Repository stars
12
License
MIT

Run skill benchmarks with discriminating-only assertions against evals.json for any model and any AI agent. Use when benchmarking a skill against a model not yet tested, running with_skill/without_skill eval pairs, producing benchmark-<model>.json, re-grading an existing run, adding Phase 2 model comparison results, reviewing results in the eval viewer, updating README benchmark tables, or cleaning non-discriminating assertions from evals.json. Enforces strict grader isolation…

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

# Skill Benchmarking

Strict, agent-agnostic benchmark runner for `evals.json` skill evaluation. Produces `benchmark-<model>.json` with pass rates and a discriminating assertion list. Only assertions that actually discriminate between with-skill and without-skill responses are kept; non-discriminating noise is removed via the assertion hygiene process.

This skill works with **any AI coding assistant** -- Claude Code, Gemini CLI, GitHub Copilot, Cursor, Windsurf, or any agent that can read files and run shell commands.

---

## Quick Start for Non-Claude Agents

If you are using **Gemini CLI**, **GitHub Copilot**, **Cursor**, or another AI coding assistant:

1. **Read this file** (`scripts/benchmarking/SKILL.md`) -- it is the complete workflow guide
2. **Follow the phases below** in order. Each phase tells you exactly what to do
3. **Run Python scripts** via your terminal or shell tool. All scripts use only the Python standard library (no pip installs needed)
4. **For grading** (Phase 3), you MUST use a separate/fresh context that has NOT read the skill being tested. If your agent supports subagents or separate chat sessions, use that. If not, start a new chat session for grading
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rusel95/ios-agent-skills/skill-benchmarking@sha256:5c81e0fcf2e9a884

The line at the top of this page pins the label git:20260402.2fa77b8, 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_ceaeabi6eqhlgajl.svg)](https://markdownregistry.com/a/art_ceaeabi6eqhlgajl)

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

Versions

The registry has recorded 1 version of this file, committed on Apr 2, 2026.

versioncommittedcommitsizeaudit
git:20260402.2fa77b8 latest2026-04-02 2fa77b8 19,568 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 (19568 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

rusel95/ios-agent-skills · 12 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ceaeabi6eqhlgajl
GET https://markdownregistry.com/api/v1/resolve?ref=rusel95/ios-agent-skills/skill-benchmarking
GET https://markdownregistry.com/api/v1/blob/5c81e0fcf2e9a8849b3ee5b7cb95a9d2a7ceddbb88fcf65452cc6f781a21e2d7

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.

More from rusel95/ios-agent-skills

AGENTS.md AGENTS.md file
rusel95/ios-agent-skills · AGENTS.md
git:20260919.5a3d61a · audit A · 12 stars
gcd-operations SKILL.md skill
rusel95/ios-agent-skills · skills/gcd-operations/SKILL.md · Use for iOS/macOS concurrency problems involving dispatch queues, locks, or thread safety. Triggers on: deadlocks (sync…
v1.0.3 · audit A · 12 stars
ios-accessibility SKILL.md skill
rusel95/ios-agent-skills · skills/ios-accessibility/SKILL.md · Production-grade iOS accessibility skill covering VoiceOver, Dynamic Type, color contrast, motion, Switch Control…
v1.0.2 · audit A · 12 stars
ios-localization SKILL.md skill
rusel95/ios-agent-skills · skills/ios-localization/SKILL.md · Production-grade iOS localization skill covering String Catalogs (.xcstrings), CLDR pluralization, SwiftUI/UIKit…
v1.0.2 · audit A · 12 stars
ios-logging SKILL.md skill
rusel95/ios-agent-skills · skills/ios-logging/SKILL.md · Enterprise skill for iOS production error observability and logging (iOS 15+, Swift 5.5+). The trigger is OBSERVABILITY…
v1.0.3 · audit A · 12 stars
ios-security SKILL.md skill
rusel95/ios-agent-skills · skills/ios-security/SKILL.md · Use for any iOS security question — whether you're asking about a specific vulnerability, checking if a pattern is…
v1.1.4 · audit A · 12 stars
ios-testing SKILL.md skill
rusel95/ios-agent-skills · skills/ios-testing/SKILL.md · Invoke any time a user is writing iOS/Swift tests or asking why tests behave a certain way — including XCTest versus…
v2.1.3 · audit A · 12 stars
swift-concurrency SKILL.md skill
rusel95/ios-agent-skills · skills/swift-concurrency/SKILL.md · Use for any Swift Concurrency question on Apple platforms. Triggers on: actor reentrancy (stale state after await)…
v1.1.2 · audit A · 12 stars
swiftui-mvvm SKILL.md skill
rusel95/ios-agent-skills · skills/swiftui-mvvm/SKILL.md · Use this skill when working with SwiftUI ViewModels — creating, refactoring, or testing them. Triggers for: setting up…
v1.0.4 · audit A · 12 stars
tca-swiftui SKILL.md skill
rusel95/ios-agent-skills · skills/tca-swiftui/SKILL.md · Use for any question about The Composable Architecture (TCA) — defining reducers, managing state, handling navigation…
v1.0.3 · audit A · 12 stars
uikit-mvvm SKILL.md skill
rusel95/ios-agent-skills · skills/uikit-mvvm/SKILL.md · Use for hands-on UIKit MVVM questions: setting up Combine bindings between UIViewController and ViewModel (@Published +…
v1.0.4 · audit A · 12 stars
viper-uikit SKILL.md skill
rusel95/ios-agent-skills · skills/viper-uikit/SKILL.md · Use when working with VIPER architecture in iOS/UIKit apps. Triggers on: creating new VIPER modules…
v1.0.2 · audit A · 12 stars

Every file in rusel95/ios-agent-skills

Other files named skill-benchmarking

skill-benchmarking SKILL.md skill
alexclowe/awesome-copilot-cowork-plugins · prompt-engineer/skills/skill-benchmarking/SKILL.md · Skill and prompt benchmarking expertise for measuring latency, accuracy, token cost, and token-budget compliance across…
git:20260512.09751ec · audit A · 21 stars

Browse by kind, by grade A, or by owner.