why SKILL.md skillA

why from j-star-films-studios/vibecode-protocol-suite is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

mdr add j-star-films-studios/vibecode-protocol-suite/why@git:20260821.1b830a3

Pins git:20260821.1b830a3 in mdr.lock. Pin the fingerprint instead.

Audit grade

A, 17 of 17 checks passed

Kind

SKILL.md skill

Repository

j-star-films-studios/vibecode-protocol-suite

Path

assets/.agent/skills/code-intelligence/why/SKILL.md

Versions recorded

1

Latest version

git:20260821.1b830a3, committed Aug 21, 2026

Size

21,343 bytes

Repository stars

26

License

ISC

Use for 'why does X work this way', 'why we picked Y', design rationale, regressions, postmortems, or data-backed thresholds. Discovers available MCPs and queries each evidence category (source control, issue tracker, long-form docs, real-time chat, infrastructure observability, error tracking, product analytics warehouse) in parallel, then returns a cited read on decisions and tradeoffs. Use how for runtime behavior.

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

# Why

Investigate the motivation and intent behind code. Why was it built this way? What edge cases were considered? What product, business, or operational constraints shaped the design? What alternatives were rejected, and why?

Companion to the `how` skill. `how` answers what the code does and how it works. `why` answers what forces led to its shape.

## How this skill works

Historical context spreads across seven evidence categories: source control history, issue or ticket tracking, long-form documents, real-time team chat, infrastructure observability, error or exception tracking, and product analytics warehouses. You cannot predict from the question alone which one holds the answer, so the skill enumerates available MCPs at run time, maps each to a category, queries all seven in parallel, then synthesizes with explicit confidence calibration. Null results from searched categories are first-class evidence about how the decision was made; report them alongside positive findings. The default is coverage, not minimalism.

## Operating Posture
…

Read the whole file at its exact version.

How to install

mdr add j-star-films-studios/vibecode-protocol-suite/why@sha256:dc8f2d8a7dbef7d0

[![mdr](https://markdownregistry.com/badge/art_sojsh6kwzuobxsx5.svg)](https://markdownregistry.com/a/art_sojsh6kwzuobxsx5)

Versions

The registry has recorded 1 version of this file, committed on Aug 21, 2026.

Audit of the latest version

Source

API

GET https://markdownregistry.com/api/v1/artifacts/art_sojsh6kwzuobxsx5
GET https://markdownregistry.com/api/v1/resolve?ref=j-star-films-studios/vibecode-protocol-suite/why
GET https://markdownregistry.com/api/v1/blob/dc8f2d8a7dbef7d0467cca8e6d055a4dbde027db6e2cbbfb18aa9071d8f20b6c

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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