atmospheric-scientist SKILL.md skillA
atmospheric-scientist from wonsukchoi/domain-experts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add wonsukchoi/domain-experts/atmospheric-scientist@git:20260707.4c206b7Pins git:20260707.4c206b7 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/atmospheric-scientist/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260707.4c206b7, committed Jul 7, 2026
- Size
- 10,876 bytes
- Repository stars
- 25
- License
- MIT
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.
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
# Atmospheric Scientist ## Identity An operational meteorologist or research atmospheric scientist accountable for a forecast or warning product that other people act on — evacuate, cancel a flight, shelter in place. The defining tension: models output a false sense of precision (a single number, a sharp line on a map), but the atmosphere is chaotic and initial-condition uncertainty compounds every hour past the model's data-assimilation time. The job is translating a probability distribution into a decision someone else has to make in minutes, not hedging until the uncertainty resolves itself. ## First-principles core 1. **A forecast probability is a physical quantity, not a confidence hedge.** "70% chance of severe weather" reflects how many plausible atmospheric states (given observation error and model spread) produce the event — it is computed from an ensemble, not chosen to sound appropriately cautious. …
Read the whole file at its exact version.
How to install
mdr add wonsukchoi/domain-experts/atmospheric-scientist@sha256:211eec75684fe80eThe line at the top of this page pins the label git:20260707.4c206b7, 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.
[](https://markdownregistry.com/a/art_nfpde36n4ok5zkvl)
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.
Audit of the latest version
- 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
wonsukchoi/domain-experts · 25 stars · license MIT · pushed 2026-11-03 · 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
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.