rubber-duck SKILL.md skillA

rubber-duck from stevepolitodesign/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add stevepolitodesign/skills/rubber-duck@git:20260926.c0ccd57

Pins git:20260926.c0ccd57 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
stevepolitodesign/skills
Path
rubber-duck/SKILL.md
Versions recorded
3
Latest version
git:20260926.c0ccd57, committed Sep 26, 2026
First version recorded
Aug 21, 2026
Size
8,055 bytes
Repository stars
10
License
none declared

Start a rubber duck session.

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

# Rubber duck

The user is working something out — reviewing someone else's change, weighing two designs, chasing a bug, reading unfamiliar code. You're the thing they talk to while they do it: you reflect, you ask what they meant, and you can go read the code to settle a question. Don't convert it into a task and start executing.

Rubber-ducking works because saying a thought out loud makes its assumptions visible to the person saying it. Everything below serves that.

What they're chewing on: `$ARGUMENTS`. If that's empty, ask what's on their mind. Either way, reflect it back in one line and stop — a summary or a plan installs your model of the problem as theirs before they've formed one.

## Don't read ahead

Read what they point you at, all of it — a file they name, a hunk they paste, the function they're stuck on. Don't go survey the rest on your own initiative.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add stevepolitodesign/skills/rubber-duck@sha256:14e16c2b76d56be2

The line at the top of this page pins the label git:20260926.c0ccd57, 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_sdsj5s4rr6ngotck.svg)](https://markdownregistry.com/a/art_sdsj5s4rr6ngotck)

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

Versions

The registry has recorded 3 versions of this file, between Aug 21, 2026 and Sep 26, 2026, about one every 18 days.

versioncommittedcommitsizeaudit
git:20260926.c0ccd57 latest2026-09-26 c0ccd57 8,055 BA view · diff
git:20260915.6a514262026-09-15 6a51426 8,044 BA view · diff
git:20260821.81281b32026-08-21 81281b3 8,075 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 (8055 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

stevepolitodesign/skills · 10 stars · license none declared · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_sdsj5s4rr6ngotck
GET https://markdownregistry.com/api/v1/resolve?ref=stevepolitodesign/skills/rubber-duck
GET https://markdownregistry.com/api/v1/blob/14e16c2b76d56be27ec685c9e911136ff9db738274868912f90643965b369648

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 stevepolitodesign/skills

ask-claude SKILL.md skill
stevepolitodesign/skills · ask-claude/SKILL.md · Recommend the best way to have Claude do something, checked against Anthropic's current docs, then write the prompt and…
git:20261014.fe9e53f · audit A · 10 stars
commit SKILL.md skill
stevepolitodesign/skills · commit/SKILL.md · Commit the current changes as atomic commits, recording risks, tradeoffs, and alternatives considered.
git:20260925.01f2dea · audit A · 10 stars
diff-explainer SKILL.md skill
stevepolitodesign/skills · diff-explainer/SKILL.md · Builds a shareable HTML walkthrough of the current changes, highlighting risks, tradeoffs, and alternatives considered.
git:20261104.fc359ac · audit A · 10 stars
domain-model SKILL.md skill
stevepolitodesign/skills · domain-model/SKILL.md · Turn a described business process into a domain model.
git:20260915.6a51426 · audit A · 10 stars
eli5 SKILL.md skill
stevepolitodesign/skills · eli5/SKILL.md · Explain something to someone who knows nothing about it.
git:20261104.06b438d · audit A · 10 stars
implement-with-tdd SKILL.md skill
stevepolitodesign/skills · implement-with-tdd/SKILL.md · Implement a SPEC, plan, or feature outside-in, with TDD.
git:20260916.114dbbf · audit A · 10 stars
multi-lens-review SKILL.md skill
stevepolitodesign/skills · multi-lens-review/SKILL.md · Review a change for defects, then against its spec, its codebase's conventions, the domains trying to emerge from it…
git:20260926.c0ccd57 · audit A · 10 stars
pr SKILL.md skill
stevepolitodesign/skills · pr/SKILL.md · Open a pull request whose description you write yourself, with a suggested title and a light proofread.
git:20261105.1f2e432 · audit A · 10 stars
preparatory-refactor SKILL.md skill
stevepolitodesign/skills · preparatory-refactor/SKILL.md · Identify opportunities to introduce a refactor that would make a feature easy to implement.
git:20260926.c0ccd57 · audit A · 10 stars
risk-score SKILL.md skill
stevepolitodesign/skills · risk-score/SKILL.md · Score how risky a pull request or branch is with fixed rules, and reply with the result as JSON. Use when asked how…
git:20261105.6b5e67c · audit A · 10 stars
ship SKILL.md skill
stevepolitodesign/skills · ship/SKILL.md · Implement, verify and review a feature based on its SPEC, then open a draft PR.
git:20261105.4a4785a · audit A · 10 stars
slice SKILL.md skill
stevepolitodesign/skills · slice/SKILL.md · Cut a feature or idea down to one full-stack slice.
git:20261105.0b5f9f2 · audit A · 10 stars

Every file in stevepolitodesign/skills

Other files named rubber-duck

rubber-duck SKILL.md skill
thoughtbot/rails-consultant · skills/rubber-duck/SKILL.md · Start a rubber duck session.
git:20261106.ce8ab68 · audit A · 29 stars
rubber-duck SKILL.md skill
jim60105/copilot-prompt · skills/rubber-duck/SKILL.md · Invoke a Rubber Duck Reviewer subagent to independently critique plans and implementations before proceeding. Use when…
git:20260525.d5d181c · audit A · 22 stars
rubber-duck SKILL.md skill
the-artificer-of-ciphers-llc/skills-from-the-artificer · rubber-duck/SKILL.md · Rubber duck debugging and claim-walking. Use when a user is stuck on a bug ("I don't understand why this isn't…
git:20261014.1109f98 · audit A · 6 stars
rubber-duck SKILL.md skill
oneafrikan/the-grid · skills/rubber-duck/SKILL.md · Structured rubber duck debugging that guides the user to explain their problem until the solution is obvious. Use when…
git:20261011.e69721e · audit A · 4 stars
rubber-duck SKILL.md skill
oneafrikan/the-grid · plugins/grid-core/skills/rubber-duck/SKILL.md · Structured rubber duck debugging that guides the user to explain their problem until the solution is obvious. Use when…
git:20261011.11fd204 · audit A · 4 stars

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