golden-dataset SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

golden-dataset from yonatangross/orchestkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add yonatangross/orchestkit/golden-dataset@v2.0.0

Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
yonatangross/orchestkit
Path
plugins/ork/skills/golden-dataset/SKILL.md
Versions recorded
9
Latest version
v2.0.0, committed Oct 7, 2026
First version recorded
Jul 10, 2026
Size
8,173 bytes
Repository stars
299
License
MIT

Golden dataset lifecycle patterns for curation, versioning, quality validation, and CI integration. Use when building evaluation datasets, managing dataset versions, validating quality scores, or integrating golden tests into pipelines.

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

# Golden Dataset

Comprehensive patterns for building, managing, and validating golden datasets for AI/ML evaluation. Each category has individual rule files in `rules/` loaded on-demand.

## Quick Reference

| Category | Rules | Impact | When to Use |
| -------- | ----- | ------ | ----------- |
| [Curation](#curation) | 2 | HIGH | Content collection, annotation pipelines |
| [Management](#management) | 2 | HIGH | Versioning, backup/restore |
| [Validation](#validation) | 1 | CRITICAL | Regression testing |
| [Add Workflow](#add-workflow) | 1 | HIGH | 9-phase curation, quality scoring, bias detection, silver-to-gold |

Total: 6 rules across 4 categories. House thresholds and scars: `references/ork-delta.md`.

## Curation

Content collection, multi-agent annotation, and diversity analysis for golden datasets.

| Rule | File | Key Pattern |
| ---- | ---- | ----------- |
| Collection | `rules/curation-collection.md` | Content type classification, quality thresholds, duplicate prevention |
| Annotation | `rules/curation-annotation.md` | Multi-agent pipeline, consensus aggregation, Langfuse tracing |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add yonatangross/orchestkit/golden-dataset@sha256:bd8dfb18d82373c3

The line at the top of this page pins the label v2.0.0, 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_du3dasvvq67pncad.svg)](https://markdownregistry.com/a/art_du3dasvvq67pncad)

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

Versions

The registry has recorded 9 versions of this file, between Jul 10, 2026 and Oct 7, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
v2.0.0 latest2026-10-07 480e358 8,173 BA view · diff
v2.0.02026-09-29 105a980 8,177 BA view · diff
v2.0.02026-09-28 220adb4 8,195 BA view · diff
v2.0.02026-09-20 02cb935 8,207 BA view · diff
v2.0.02026-08-29 2aed0b0 8,207 BA view · diff
v2.0.02026-07-31 0e6a3a8 8,207 BA view · diff
v2.0.02026-07-25 47b78fb 7,629 BA view · diff
v2.0.02026-07-25 de60c1b 7,629 BA view · diff
v2.0.02026-07-10 10a2d30 6,109 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 (8173 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

yonatangross/orchestkit · 299 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_du3dasvvq67pncad
GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/golden-dataset
GET https://markdownregistry.com/api/v1/blob/bd8dfb18d82373c3763ab37b0662930e6fcbd55e4462e69558cb4f92fc4f4a6f

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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Every file in yonatangross/orchestkit

Other files named golden-dataset

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