benchmark SKILL.md skillA

benchmark from greglas75/zuvo is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add greglas75/zuvo/benchmark@git:20260906.015072f

Pins git:20260906.015072f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
greglas75/zuvo
Path
skills/benchmark/SKILL.md
Versions recorded
5
Latest version
git:20260906.015072f, committed Sep 6, 2026
First version recorded
Aug 3, 2026
Size
17,147 bytes
Repository stars
7
License
MIT

Multi-provider AI coding benchmark. Dispatches a task to Codex, Gemini, Claude, and Cursor-Agent in parallel, scores responses with a Claude meta-judge, and produces a ranked leaderboard with cost, time, quality, and self-eval bias metrics. Supports corpus mode (fixed OrderService + useSearchProducts tasks) for apples-to-apples comparison across runs.

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

# zuvo:benchmark — Multi-Provider Coding Benchmark

Measures how well different AI coding agents handle a task. Dispatches to all available providers in parallel, collects responses, and uses an opposite-model Claude meta-judge to score on four dimensions (completeness, accuracy, actionability, no_hallucinations). Outputs a ranked leaderboard with cost and time breakdown.

**Use corpus mode (`--mode corpus`) to compare runs across time.** The corpus uses fixed OrderService + useSearchProducts tasks — the same prompt every time — so runs from different days are directly comparable.

## Argument Parsing

Parse `$ARGUMENTS` for these flags:

| Flag | Effect |
|------|--------|
| `--diff [ref]` | Benchmark against a git diff (default: HEAD~1) |
| `--files <path>` | Benchmark on a file or newline-separated list of files as task input |
| `--prompt <text>` | Use a literal text prompt as the task (alias: `--task`) |
| `--mode corpus` | Use fixed corpus tasks (OrderService + useSearchProducts) |
| `--mode default` | Use user-provided task (default) |
| `--with-tests` | Run Round 2: have providers write tests for their own Round 1 code |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add greglas75/zuvo/benchmark@sha256:2ab6b09090c74744

The line at the top of this page pins the label git:20260906.015072f, 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_zc4imnbs6qjpz3w3.svg)](https://markdownregistry.com/a/art_zc4imnbs6qjpz3w3)

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

Versions

The registry has recorded 5 versions of this file, between Aug 3, 2026 and Sep 6, 2026, about one every 8 days.

versioncommittedcommitsizeaudit
git:20260906.015072f latest2026-09-06 015072f 17,147 BA view · diff
git:20260810.f5a8a102026-08-10 f5a8a10 17,371 BA view · diff
git:20260810.40e315f2026-08-10 40e315f 17,375 BA view · diff
git:20260803.5e12a0c2026-08-03 5e12a0c 16,899 BA view · diff
git:20260803.682d26e2026-08-03 682d26e 16,881 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 (17147 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

greglas75/zuvo · 7 stars · license MIT · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zc4imnbs6qjpz3w3
GET https://markdownregistry.com/api/v1/resolve?ref=greglas75/zuvo/benchmark
GET https://markdownregistry.com/api/v1/blob/2ab6b09090c74744959fca16fe001032e117c189a03b8ab1106f4010e8d614eb

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 greglas75/zuvo

AGENTS.md AGENTS.md file
greglas75/zuvo · AGENTS.md
git:20260406.cc7bb82 · audit B · 7 stars
CLAUDE.md CLAUDE.md file
greglas75/zuvo · CLAUDE.md
git:20261017.c2d2ee0 · audit A · 7 stars
a11y-audit SKILL.md skill
greglas75/zuvo · skills/a11y-audit/SKILL.md · Dedicated WCAG 2.2 AA/AAA accessibility audit across 10 dimensions (A1-A10) covering semantic HTML, keyboard…
git:20261016.4de0a83 · audit A · 7 stars
agent-benchmark SKILL.md skill
greglas75/zuvo · skills/agent-benchmark/SKILL.md · Self-benchmark: YOU write the code, adversarial reviews it (multi-provider), you fix, you write tests, adversarial…
git:20260906.015072f · audit A · 7 stars
api-audit SKILL.md skill
greglas75/zuvo · skills/api-audit/SKILL.md · API and endpoint integrity audit across 10 dimensions (D1-D10) plus optional contract stability (D11) and optional…
git:20261016.4de0a83 · audit A · 7 stars
architecture SKILL.md skill
greglas75/zuvo · skills/architecture/SKILL.md · Architecture skill with three modes: review existing codebase architecture (A1-A9 dimensions), create Architecture…
git:20261016.4de0a83 · audit A · 7 stars
backlog SKILL.md skill
greglas75/zuvo · skills/backlog/SKILL.md · Manage the project's tech debt backlog. Add, list, fix, wontfix, delete, prioritize, and suggest batch actions on…
git:20261016.4de0a83 · audit A · 7 stars
brainstorm SKILL.md skill
greglas75/zuvo · skills/brainstorm/SKILL.md · Explores a codebase, researches the problem space, and produces an approved design specification before any code is…
git:20261011.64038ce · audit A · 7 stars
canary SKILL.md skill
greglas75/zuvo · skills/canary/SKILL.md · Post-deploy monitoring with browser or degraded HTTP mode. Checks console errors, performance, page load. Configurable…
git:20260806.6edffe2 · audit A · 7 stars
ci-audit SKILL.md skill
greglas75/zuvo · skills/ci-audit/SKILL.md · CI/CD pipeline audit for speed, cost, reliability, and security. 10 dimensions (CI1-CI10): caching, parallelism…
git:20260906.015072f · audit A · 7 stars
code-audit SKILL.md skill
greglas75/zuvo · skills/code-audit/SKILL.md · Batch audit of production files against CQ1-CQ40 quality gates and CAP1-CAP29 anti-patterns. Tiered output (A/B/C/D)…
git:20261016.4de0a83 · audit A · 7 stars
container-audit SKILL.md skill
greglas75/zuvo · skills/container-audit/SKILL.md · Static Docker/container security audit across 6 dimensions (K1-K6): base image provenance and pinning, privilege and…
git:20261017.3e0c4c2 · audit A · 7 stars

Every file in greglas75/zuvo

Other files named benchmark

benchmark SKILL.md skill
affaan-m/ecc · docs/ja-JP/skills/benchmark/SKILL.md · このスキルを使用して、パフォーマンスベースラインを測定し、PR前後の回帰を検出し、スタック代替案を比較します。
git:20260517.ec9ace9 · audit A · 293,827 stars
benchmark SKILL.md skill
garrytan/gstack · benchmark/SKILL.md · Web performance regression detection. (gstack)
v1.0.0 · audit A · 138,879 stars
benchmark SKILL.md skill
hashgraph-online/awesome-codex-plugins · plugins/Colin4k1024/tsp/skills/benchmark/SKILL.md · Use this skill to measure performance baselines, detect regressions before/after PRs, and compare stack alternatives.
git:20260512.6523792 · audit A · 1,501 stars
benchmark SKILL.md skill
hoangsonww/claude-code-agent-monitor · plugins/ccam-insights/skills/benchmark/SKILL.md · Benchmark one session (or a small recent set) against the rolling average using Agent Monitor data — cost, total…
git:20260804.9eab0d7 · audit A · 1,133 stars
benchmark SKILL.md skill
jasonxudeveloper/nino · .claude/skills/benchmark/SKILL.md · How to measure Nino and what may be published - the .NET BenchmarkDotNet suite (quick mode, filters, v3 3.3.13 back to…
git:20261030.11a3829 · audit A · 652 stars
benchmark SKILL.md skill
zhongkaifu/tensorsharp · InferenceWeb.Tests/Fixtures/MultiAgent/SKILL.md · Read independent service evidence for the multi-agent benchmark.
git:20260924.62d2787 · audit A · 651 stars
benchmark SKILL.md skill
serejaris/personal-corp-os · skills/benchmark/SKILL.md · Use when choosing between engines or models for an agent pipeline and the answer must come from measurement on your own…
git:20260930.7ad9707 · audit A · 240 stars
benchmark SKILL.md skill
tongminglaic/ako4x · templates/skills/benchmark/SKILL.md · Reference for the active benchmark harness — what it IS and how it behaves (the active benchmark is flashinfer-bench)…
git:20260531.0fd4b5f · audit A · 84 stars

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