benchmark SKILL.md skillA

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

Install it, pinned
mdr add jasonxudeveloper/nino/benchmark@git:20261030.11a3829

Pins git:20261030.11a3829 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jasonxudeveloper/nino
Path
.claude/skills/benchmark/SKILL.md
Versions recorded
5
Latest version
git:20261030.11a3829, committed Oct 30, 2026
First version recorded
Oct 30, 2026
Size
16,238 bytes
Repository stars
652
License
MIT

How to measure Nino and what may be published - the .NET BenchmarkDotNet suite (quick mode, filters, v3 3.3.13 back to back, MemoryPack, MessagePack, protobuf-net), member-by-member and generator benchmarks, machine-code listings, the Go, Rust and TypeScript benches, A/B runs on GitHub runners (ab-request.txt, runtime-ab, dotnet-ab, ab-bench) judged per CPU against the noise floor, adding a benchmark case, and the release numbers report.yml writes and the docs site syncs. Use when running…

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

# Benchmarks

Every number that counts comes from a GitHub runner. Local runs only choose between ideas; runners decide; only
`report.yml` publishes. Where the next win is: `audit-perf`. The techniques: `optimize` (.NET, Unity) and `optimize-runtimes`. The files and options:
`benchmarks/AGENTS.md` and benchmarks/README.md (read it instead of guessing an option).

## What to run

| Question | Run |
|---|---|
| .NET case against competitors, locally | `QUICK=1 FILTER='*SimpleTest*' benchmarks/run.sh` (any BenchmarkDotNet filter; quick mode stops each case at 6 to 10 iterations under 2 % error, about 30-45 min for everything) |
| Every case still reads back right | `Nino.Benchmark --verify` (Verify.cs) |
| One member's cost, v3 against v4 | `benchmarks/members/run.sh` (`DISASM=1` for listings) |
| Did the machine code change | `python3 benchmarks/asm.py compare origin/main` (`optimize`) |
| Generator time and generated size | `benchmarks/Nino.GeneratorBenchmark` (`audit-generator`) |
| Go | `cd runtimes/go/bench && go test -run='^$' -bench=. -benchmem -count=6 . \| tee bench.txt`, then benchstat |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jasonxudeveloper/nino/benchmark@sha256:006d963a8abeaa82

The line at the top of this page pins the label git:20261030.11a3829, 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_dyalnualh5bypias.svg)](https://markdownregistry.com/a/art_dyalnualh5bypias)

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

Versions

The registry has recorded 5 versions of this file, all committed on Oct 30, 2026.

versioncommittedcommitsizeaudit
git:20261030.11a3829 latest2026-10-30 11a3829 16,238 BA view · diff
git:20261030.dc7caf22026-10-30 dc7caf2 15,847 BA view · diff
git:20261030.3dbbf072026-10-30 3dbbf07 15,384 BA view · diff
git:20261030.3ec8ee82026-10-30 3ec8ee8 14,919 BA view · diff
git:20261030.08f6a142026-10-30 08f6a14 14,881 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 (16238 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

jasonxudeveloper/nino · 652 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dyalnualh5bypias
GET https://markdownregistry.com/api/v1/resolve?ref=jasonxudeveloper/nino/benchmark
GET https://markdownregistry.com/api/v1/blob/006d963a8abeaa827fb6865bd587aae2461bcc342ef45c93b53861724856346f

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 jasonxudeveloper/nino

audit-analyzer SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-analyzer/SKILL.md · Audit Nino's diagnostics (NINO rules in src/Nino.Generator/Analysis), the suppressor and the code fixes - missing rules…
git:20261030.d4d8832 · audit A · 652 stars
audit-ci SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-ci/SKILL.md · Audit and change Nino's GitHub Actions (ci.yml, runtimes.yml, unity.yml, fuzz.yml, codeql.yml, release.yml, report.yml…
git:20261031.fa3de16 · audit A · 652 stars
audit-code SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-code/SKILL.md · Audit Nino's code for cleanliness and maintainability and fix it - non-DRY code, coupling, dead code, god files and god…
git:20261027.bf64f38 · audit A · 652 stars
audit-core SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-core/SKILL.md · Audit Nino's runtime libraries (src/Nino.Core, Nino.Immutable, Nino.AspNetCore, Nino.UnityTypes) for correctness and…
git:20261030.619d2d4 · audit A · 652 stars
audit-docs SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-docs/SKILL.md · Audit and write all of Nino's docs - the nino.docs site (English and Chinese pages, changelog, benchmark data)…
git:20261031.f331395 · audit A · 652 stars
audit-generated-code SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-generated-code/SKILL.md · Audit what the generators write - the C# formatters, registrations and interceptors Nino.Generator emits, and the…
git:20261030.619d2d4 · audit A · 652 stars
audit-generator SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-generator/SKILL.md · Audit the Nino source generator itself (src/Nino.Generator and its Roslyn 4.8/4.12 builds) - incremental pipeline and…
git:20261030.9294071 · audit A · 652 stars
audit-layout SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-layout/SKILL.md · Audit and fix Nino's directory structure - where each project, script, test, fixture and doc lives, folders that mix…
git:20261030.f159ef7 · audit A · 652 stars
audit-naming SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-naming/SKILL.md · Audit every name in Nino - public API, attributes and their options, settings, generated members and hint names…
git:20261031.ff1322c · audit A · 652 stars
audit-perf SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-perf/SKILL.md · Find the next performance win in Nino (.NET, Unity/Burst, Go, Rust, TypeScript) - where wins come from, gaps against…
git:20261030.3ec8ee8 · audit A · 652 stars
audit-redundancy SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-redundancy/SKILL.md · Find and remove redundancy everywhere in Nino - duplicated or dead code, unused files, generator stages or emitters…
git:20261027.bf64f38 · audit A · 652 stars
audit-runtimes SKILL.md skill
jasonxudeveloper/nino · .claude/skills/audit-runtimes/SKILL.md · Audit Nino's runtimes outside .NET (runtimes/go, runtimes/rust, runtimes/typescript) and nino-gen (src/Nino.Codegen)…
git:20261030.3ec8ee8 · audit A · 652 stars

Every file in jasonxudeveloper/nino

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
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
benchmark SKILL.md skill
hw-native-sys/simpler · .claude/skills/benchmark/SKILL.md · Benchmark runtime performance on hardware. If the current branch has commits ahead of upstream/main or uncommitted…
git:20260827.39b5692 · audit A · 45 stars

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