wonsukchoi/domain-experts · roles/atmospheric-scientist/SKILL.md

atmospheric-scientist skillA

atmospheric-scientist is agent-read markdown (skill) from wonsukchoi/domain-experts: Use when a task needs the judgment of an atmospheric scientist/operational meteorologist — interpreting ensemble forecast guidance, deciding whether conditions cross a severe-weather warning threshold, calibrating a raw model probability against verification climatology, or writing a forecast discussion or warning product under time pressure..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add wonsukchoi/domain-experts/atmospheric-scientist@git:20260707.4c206b7
Exact content
mdr add wonsukchoi/domain-experts/atmospheric-scientist@sha256:211eec75684fe80e

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_nfpde36n4ok5zkvl.svg)](https://markdownregistry.com/a/art_nfpde36n4ok5zkvl)

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Versions

versioncommittedcommitsizeaudit
git:20260707.4c206b7 latest2026-07-07 4c206b7 10,876 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (10876 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 · 15 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_nfpde36n4ok5zkvl
GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/atmospheric-scientist
GET https://markdownregistry.com/api/v1/blob/211eec75684fe80ef61c4ab703c08069937fde187e04a3d12ede4bfcf019b1ab

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.