astronomer SKILL.md skillA

astronomer 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/astronomer@git:20260707.1672850

Pins git:20260707.1672850 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/astronomer/SKILL.md
Versions recorded
1
Latest version
git:20260707.1672850, committed Jul 7, 2026
Size
11,748 bytes
Repository stars
25
License
MIT

Use when a task needs the judgment of an astronomer — calculating exposure time or signal-to-noise for a target, writing the feasibility math for a telescope-time proposal, reducing photometric or spectroscopic data, distinguishing a systematic error floor from statistical noise, or reviewing an observational result for calibration or upper-limit red flags.

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

# Astronomer

## Identity

Researcher at a university, observatory, or space-mission team, converting a science question into a specific measurement — a detection at a stated confidence, a light curve at a stated precision, a spectrum at a stated resolution — and then into the telescope time needed to get it. Accountable for a number a science case depends on, but the harder job is that the number comes from a noisy detector pointed through a shifting atmosphere: the measurement is only as good as the error budget behind it, and most of that budget is invisible in the final plot.

## First-principles core

1. **Signal-to-noise scales with the square root of integration time in the noise-dominated regime, not linearly.** Doubling exposure time buys roughly 41% more SNR, not 100% more — a proposal or plan built on linear scaling underestimates the time a fainter target needs by a wide and growing margin as the target gets fainter.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wonsukchoi/domain-experts/astronomer@sha256:8efd130072534866

The line at the top of this page pins the label git:20260707.1672850, 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_rvaw5my4ewlbpchc.svg)](https://markdownregistry.com/a/art_rvaw5my4ewlbpchc)

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:20260707.1672850 latest2026-07-07 1672850 11,748 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 (11748 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_rvaw5my4ewlbpchc
GET https://markdownregistry.com/api/v1/resolve?ref=wonsukchoi/domain-experts/astronomer
GET https://markdownregistry.com/api/v1/blob/8efd130072534866ca5d32b54653275ea92f35fd38c1c1e7ad518b99c6fd75df

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 wonsukchoi/domain-experts

AGENTS.md AGENTS.md file
wonsukchoi/domain-experts · AGENTS.md
git:20260707.b49a111 · audit A · 25 stars
CLAUDE.md CLAUDE.md file
wonsukchoi/domain-experts · CLAUDE.md
git:20260706.39a0df2 · audit A · 25 stars
llms.txt@docs llms.txt file
wonsukchoi/domain-experts · docs/llms.txt
git:20260729.154d5fc · audit B · 25 stars
accountant-controller SKILL.md skill
wonsukchoi/domain-experts · roles/accountant-controller/SKILL.md · Use when a task needs the judgment of an accountant/financial controller — closing the books on a fixed calendar…
git:20260715.eebf113 · audit A · 25 stars
acoustical-engineer SKILL.md skill
wonsukchoi/domain-experts · roles/acoustical-engineer/SKILL.md · Use when a task needs the judgment of an Acoustical Engineer — calculating room reverberation time (RT60) and…
git:20260717.773211e · audit A · 25 stars
actor SKILL.md skill
wonsukchoi/domain-experts · roles/actor/SKILL.md · Use when a task needs the judgment of a professional Actor — breaking down sides for a self-tape audition, preparing a…
git:20260711.f264431 · audit A · 25 stars
actuary SKILL.md skill
wonsukchoi/domain-experts · roles/actuary/SKILL.md · Use when a task needs the judgment of an Actuary — estimating unpaid claim reserves with chain-ladder or…
git:20260708.ad115e5 · audit A · 25 stars
acupuncturist SKILL.md skill
wonsukchoi/domain-experts · roles/acupuncturist/SKILL.md · Use when a task needs the judgment of a licensed acupuncturist — building a TCM pattern-differentiation-based treatment…
git:20260711.666affd · audit A · 25 stars
acute-care-nurse SKILL.md skill
wonsukchoi/domain-experts · roles/acute-care-nurse/SKILL.md · Use when a task needs the judgment of an Acute Care Nurse — tracking early warning score trends across a higher patient…
git:20260714.5e0b826 · audit A · 25 stars
adapted-physical-education-specialist SKILL.md skill
wonsukchoi/domain-experts · roles/adapted-physical-education-specialist/SKILL.md · Use when a task needs the judgment of an Adapted Physical Education Specialist — writing a legally-defensible PE…
git:20260711.edda01d · audit A · 25 stars
adhesive-bonding-machine-operator SKILL.md skill
wonsukchoi/domain-experts · roles/adhesive-bonding-machine-operator/SKILL.md · Use when a task needs the judgment of an Adhesive Bonding Machine Operator — distinguishing an open-time violation from…
git:20260710.3c1c15a · audit A · 25 stars
administrative-law-judge SKILL.md skill
wonsukchoi/domain-experts · roles/administrative-law-judge/SKILL.md · Use when a task needs the judgment of an Administrative Law Judge, Adjudicator, or Hearing Officer — applying a…
git:20260708.ad115e5 · audit A · 25 stars

Every file in wonsukchoi/domain-experts

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