model-evaluation-benchmark SKILL.md skillA

model-evaluation-benchmark from rysweet/amplihack-rs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rysweet/amplihack-rs/model-evaluation-benchmark@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rysweet/amplihack-rs
Path
amplifier-bundle/skills/model-evaluation-benchmark/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed Oct 4, 2026
First version recorded
Apr 5, 2026
Size
3,562 bytes
Repository stars
11
License
none declared

Automated reproduction of comprehensive model evaluation benchmarks following the Benchmark Suite V3. Auto-activates for model benchmarking, comparison evaluation, or performance testing between AI models.

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

# Model Evaluation Benchmark Skill

**Purpose**: Automated reproduction of comprehensive model evaluation benchmarks following the Benchmark Suite V3 reference implementation.

**Auto-activates when**: User requests model benchmarking, comparison evaluation, or performance testing between AI models in agentic workflows.

## Skill Description

This skill orchestrates end-to-end model evaluation benchmarks that measure:

- **Efficiency**: Duration, turns, cost, tool calls
- **Quality**: Code quality scores via reviewer agents
- **Workflow Adherence**: Subagent calls, skills used, workflow step compliance
- **Artifacts**: GitHub issues, PRs, documentation generated

The skill automates the entire benchmark workflow from execution through cleanup, following the v3 reference implementation.

## When to Use

✅ **Use when**:

- Comparing user-selected AI models
- Measuring workflow adherence
- Generating comprehensive benchmark reports
- Need reproducible benchmarking

❌ **Don't use when**:

- Simple code reviews (use `reviewer`)
- Performance profiling (use `optimizer`)
- Architecture decisions (use `architect`)

## Execution Instructions

When this skill is invoked, follow these steps:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rysweet/amplihack-rs/model-evaluation-benchmark@sha256:8e4f12c25785a407

The line at the top of this page pins the label v1.0.0, 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_dq6eyif4fgbg6c4q.svg)](https://markdownregistry.com/a/art_dq6eyif4fgbg6c4q)

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

Versions

The registry has recorded 3 versions of this file, between Apr 5, 2026 and Oct 4, 2026, about one every 91 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-04 8a9647a 3,562 BA view · diff
v1.0.02026-05-04 b7ad1ff 3,503 BA view · diff
v1.0.02026-04-05 b840a93 3,455 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 (3562 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

rysweet/amplihack-rs · 11 stars · license none declared · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dq6eyif4fgbg6c4q
GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/model-evaluation-benchmark
GET https://markdownregistry.com/api/v1/blob/8e4f12c25785a4076528be667a7868c2737ccbf720dd7025f9a1c46570773afd

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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