bosskuai-data-architecture SKILL.md skillA

bosskuai-data-architecture from wankimmy/bossku-superpowers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wankimmy/bossku-superpowers/bosskuai-data-architecture@git:20261010.cd73169

Pins git:20261010.cd73169 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wankimmy/bossku-superpowers
Path
skills/bosskuai-data-architecture/SKILL.md
Versions recorded
4
Latest version
git:20261010.cd73169, committed Oct 10, 2026
First version recorded
Jul 16, 2026
Size
4,157 bytes
Repository stars
22
License
MIT

Use when you need data modeling, schema boundaries, migrations, warehouses, analytics pipelines, entity ownership, retention, and correctness tradeoffs in data-intensive systems.

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

# BosskuAI Data / Schema Architecture

Use this skill when the main question is **how data should be shaped, owned, migrated, or analyzed** across the system.

## How this differs from nearby skills

- **`bosskuai-software-architecture`**: decides broader component and service boundaries; this skill focuses on the structure and lifecycle of the data itself.
- **`bosskuai-business-logic-review`**: checks whether rules are correct; this skill checks whether schemas and pipelines support those rules safely.
- **`bosskuai-engineering-delivery`**: implements migrations or models; this skill decides the right data direction first.
- **`bosskuai-database-engineering`**: indexes, plans, locking, and online-migration mechanics; this skill decides ownership, lifecycle, and pipelines.

## Mindset

- Schema changes are product changes with operational consequences.
- Data ownership must be explicit or consistency drifts silently.
- Additive migration paths beat big-bang rewrites.
- Analytics pipelines are production systems too, not harmless reporting glue.

## Data lenses

**Entity ownership**
- Which system owns each entity and field?
- Are there overlapping writers?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wankimmy/bossku-superpowers/bosskuai-data-architecture@sha256:0b44348bf1806653

The line at the top of this page pins the label git:20261010.cd73169, 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_uhnhkcymg5lxpcly.svg)](https://markdownregistry.com/a/art_uhnhkcymg5lxpcly)

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

Versions

The registry has recorded 4 versions of this file, between Jul 16, 2026 and Oct 10, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20261010.cd73169 latest2026-10-10 cd73169 4,157 BA view · diff
git:20260926.9bc2d602026-09-26 9bc2d60 4,157 BA view · diff
git:20260813.53fd4ac2026-08-13 53fd4ac 4,005 BA view · diff
git:20260716.6355db62026-07-16 6355db6 1,378 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 (4157 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

wankimmy/bossku-superpowers · 22 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uhnhkcymg5lxpcly
GET https://markdownregistry.com/api/v1/resolve?ref=wankimmy/bossku-superpowers/bosskuai-data-architecture
GET https://markdownregistry.com/api/v1/blob/0b44348bf18066538504496c13ad0d82f888a7debb6ac0ea91736605cf6222ee

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 wankimmy/bossku-superpowers

bosskuai Cursor rule
wankimmy/bossku-superpowers · .cursor/rules/bosskuai.mdc · BosskuAI co-founder contract — indicator, routing, ponytail, anti-slop, loop engineering, grounding.
git:20261009.037c4b1 · audit A · 22 stars
AGENTS.md@.omp AGENTS.md file
wankimmy/bossku-superpowers · .omp/AGENTS.md
git:20260802.2f685b9 · audit B · 22 stars
AGENTS.md AGENTS.md file
wankimmy/bossku-superpowers · AGENTS.md
git:20261009.037c4b1 · audit A · 22 stars
CLAUDE.md CLAUDE.md file
wankimmy/bossku-superpowers · CLAUDE.md
git:20260716.6355db6 · audit B · 22 stars
ab-testing SKILL.md skill
wankimmy/bossku-superpowers · skills/ab-testing/SKILL.md · When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program…
v2.0.0 · audit A · 22 stars
accessibility SKILL.md skill
wankimmy/bossku-superpowers · skills/accessibility/SKILL.md · Design, implement, and audit inclusive digital products using WCAG 2.2 Level AA. Use when building or auditing UI that…
git:20260907.6a40a93 · audit A · 22 stars
ad-creative SKILL.md skill
wankimmy/bossku-superpowers · skills/ad-creative/SKILL.md · When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad…
v2.8.0 · audit A · 22 stars
ads SKILL.md skill
wankimmy/bossku-superpowers · skills/ads/SKILL.md · When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X…
v2.2.0 · audit A · 22 stars
ai-seo SKILL.md skill
wankimmy/bossku-superpowers · skills/ai-seo/SKILL.md · When the user wants to optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers…
v2.2.0 · audit A · 22 stars
analytics SKILL.md skill
wankimmy/bossku-superpowers · skills/analytics/SKILL.md · When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions…
v2.0.0 · audit A · 22 stars
animate-expo SKILL.md skill
wankimmy/bossku-superpowers · skills/animate-expo/SKILL.md · Build animations in React Native and Expo, making the decisions in the order that determines whether they feel right —…
git:20260907.6a40a93 · audit A · 22 stars
animate SKILL.md skill
wankimmy/bossku-superpowers · skills/animate/SKILL.md · Build an animation from scratch, making the decisions in the order that determines whether it feels right — should it…
git:20260907.6a40a93 · audit A · 22 stars

Every file in wankimmy/bossku-superpowers

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