data-source-patterns SKILL.md skillA

data-source-patterns from robsonkades/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add robsonkades/agent-skills/data-source-patterns@git:20261016.c769bd8

Pins git:20261016.c769bd8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
robsonkades/agent-skills
Path
skills/data-source-patterns/SKILL.md
Versions recorded
5
Latest version
git:20261016.c769bd8, committed Oct 16, 2026
First version recorded
Sep 6, 2026
Size
11,458 bytes
Repository stars
3
License
Apache-2.0

Choosing how code reaches the database — Table Data Gateway, Row Data Gateway, Active Record or Data Mapper — from the shape of the domain logic rather than from framework habit, and knowing what each one couples together. Use when a new module's persistence approach is being chosen, when entities carry both business rules and save() methods, when JPA is being applied to a schema that fights it, when SQL is scattered through service classes, when a "DAO" layer duplicates what the ORM already…

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

# Data Source Patterns

## Purpose

Pick the data-access pattern that matches the logic it will serve, and know precisely what
each one couples to what. Inspect both **who owns database access** and how independently
the object model must evolve from the schema. Shape alone does not classify a pattern.

The failure this prevents is choosing by default — JPA entities for everything because the
starter is on the classpath, or a hand-rolled DAO layer because the previous project had
one — and then fighting the consequences for years in code that looks like a mapping
problem but is a pattern-selection problem.

## The four patterns

```text
Table Data Gateway     one gateway for a table or view; its SQL lives
                       there; methods take and return primitives or record
                       sets. No domain objects, no per-row identity.

Row Data Gateway       one object per row; it holds the row's data and
                       knows how to load and save itself. No business
                       logic — that distinction is the whole point.

Active Record          Row Data Gateway plus the business logic for that
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add robsonkades/agent-skills/data-source-patterns@sha256:3b5190d4fe85f1e7

The line at the top of this page pins the label git:20261016.c769bd8, 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_ls2z3pgi3i5rtdvb.svg)](https://markdownregistry.com/a/art_ls2z3pgi3i5rtdvb)

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

Versions

The registry has recorded 5 versions of this file, between Sep 6, 2026 and Oct 16, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20261016.c769bd8 latest2026-10-16 c769bd8 11,458 BA view · diff
git:20260927.9ecadfd2026-09-27 9ecadfd 10,915 BA view · diff
git:20260923.832673e2026-09-23 832673e 10,394 BA view · diff
git:20260911.37b054b2026-09-11 37b054b 10,180 BA view · diff
git:20260906.e6ad4bd2026-09-06 e6ad4bd 9,992 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 (11458 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

robsonkades/agent-skills · 3 stars · license Apache-2.0 · pushed 2026-10-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ls2z3pgi3i5rtdvb
GET https://markdownregistry.com/api/v1/resolve?ref=robsonkades/agent-skills/data-source-patterns
GET https://markdownregistry.com/api/v1/blob/3b5190d4fe85f1e722f4ade677fa4eac2889f7f9b86b248b177352f60378e1fb

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 robsonkades/agent-skills

AGENTS.md AGENTS.md file
robsonkades/agent-skills · AGENTS.md
git:20260911.37b054b · audit A · 3 stars
CLAUDE.md CLAUDE.md file
robsonkades/agent-skills · CLAUDE.md
git:20260828.eebb38a · audit A · 3 stars
DESIGN.md DESIGN.md file
robsonkades/agent-skills · DESIGN.md
git:20261001.2e77f4f · audit A · 3 stars
adapter-sidecar-pattern SKILL.md skill
robsonkades/agent-skills · skills/adapter-sidecar-pattern/SKILL.md · Choose and review Kubernetes telemetry adapters when a legacy or vendor process emits incompatible metrics, logs or…
git:20261016.c769bd8 · audit A · 3 stars
allocation-profiling SKILL.md skill
robsonkades/agent-skills · skills/allocation-profiling/SKILL.md · Attribute Java heap allocation to code and validate reductions in bytes per operation. Use when allocation or GC…
git:20261016.c769bd8 · audit A · 3 stars
ambassador-pattern SKILL.md skill
robsonkades/agent-skills · skills/ambassador-pattern/SKILL.md · Choose or review a local outbound proxy when discovery or routing changes require client releases, a canary or shadow…
git:20261016.c769bd8 · audit A · 3 stars
api-gateway-and-bff SKILL.md skill
robsonkades/agent-skills · skills/api-gateway-and-bff/SKILL.md · Design or review an API gateway or backend for frontend when client journeys need different representations, too many…
git:20261016.c769bd8 · audit A · 3 stars
architecture-and-performance SKILL.md skill
robsonkades/agent-skills · skills/architecture-and-performance/SKILL.md · Attribute endpoint latency and throughput limits to architectural choices when query counts grow with result size…
git:20260927.9ecadfd · audit A · 3 stars
architecture-characteristics SKILL.md skill
robsonkades/agent-skills · skills/architecture-characteristics/SKILL.md · Derive and prioritize architectural quality drivers when requirements say only scalable or reliable, too many qualities…
git:20260927.9ecadfd · audit A · 3 stars
architecture-coupling-and-quanta SKILL.md skill
robsonkades/agent-skills · skills/architecture-coupling-and-quanta/SKILL.md · Map release and runtime coupling when services ship together, event-driven components still require coordinated…
git:20260927.9ecadfd · audit A · 3 stars
architecture-decision-making SKILL.md skill
robsonkades/agent-skills · skills/architecture-decision-making/SKILL.md · Write, review, reconstruct or supersede architecture decision records when rationale is missing, a decision is…
git:20260927.9ecadfd · audit A · 3 stars
architecture-fitness-functions SKILL.md skill
robsonkades/agent-skills · skills/architecture-fitness-functions/SKILL.md · Define or review checks that preserve architectural qualities when a green pipeline misses incidents, inherited rules…
git:20260927.9ecadfd · audit A · 3 stars

Every file in robsonkades/agent-skills

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