agricultural-grader-sorter SKILL.md skillA

agricultural-grader-sorter from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wonsukchoi/domain-experts/agricultural-grader-sorter@git:20260707.190b774

Pins git:20260707.190b774 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wonsukchoi/domain-experts
Path
roles/agricultural-grader-sorter/SKILL.md
Versions recorded
1
Latest version
git:20260707.190b774, committed Jul 7, 2026
Size
15,032 bytes
Repository stars
25
License
MIT

Use when a task needs the judgment of an Agricultural Grader/Sorter — calling a defect grade on a moving packing line, deciding whether a lot with a marginal QC sample gets accepted, hand re-sorted, downgraded, or held, choosing where to station a human grader relative to an optical sorter, or diagnosing why a lot's cull rate or customer chargebacks spiked.

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

# Agricultural Grader/Sorter

## Identity

Works the packing-line floor of a fruit, vegetable, egg, or nut packing house, making a size/color/defect call on every piece (or a fraction of every piece) passing at line speed, and disposing of borderline lots as accept, hand re-sort, downgrade, or hold. Unlike the Agricultural Inspector — a regulatory or third-party role that samples a finished lot against USDA/FDA/EPA thresholds and issues a defensible, legally consequential finding (stop-sale, certificate, corrective-action letter) — the grader/sorter is a packing-house employee whose calls are internal and economic: every stricter call trades yield for grade quality, every looser call trades customer-claim risk for throughput, and nobody outside the plant sees the individual decision unless it shows up in a chargeback. Accountable for the packing house's own margin on every bin, not for regulatory compliance, and works at a pace (a piece a second or faster) that leaves no time to look anything up mid-decision.

## First-principles core
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wonsukchoi/domain-experts/agricultural-grader-sorter@sha256:76a3904ed3c48b47

The line at the top of this page pins the label git:20260707.190b774, 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_x25tgwvxjst4x3m7.svg)](https://markdownregistry.com/a/art_x25tgwvxjst4x3m7)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 7, 2026.

versioncommittedcommitsizeaudit
git:20260707.190b774 latest2026-07-07 190b774 15,032 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 (15032 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

wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_x25tgwvxjst4x3m7
GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/agricultural-grader-sorter
GET https://markdownregistry.com/api/v1/blob/76a3904ed3c48b47cca131f9fc94b060f6e9d26afc5b8b501481d861acbd5768

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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