sota-databases SKILL.md skillA

sota-databases from martinholovsky/sota-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add martinholovsky/sota-skills/sota-databases@git:20261012.ae1b29b

Pins git:20261012.ae1b29b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
martinholovsky/sota-skills
Path
skills/sota-databases/SKILL.md
Versions recorded
6
Latest version
git:20261012.ae1b29b, committed Oct 12, 2026
First version recorded
Jun 17, 2026
Size
9,097 bytes
Repository stars
23
License
CC-BY-4.0

State-of-the-art database engineering rules (2026) for designing, building, and auditing data layers. Covers engine selection, schema modeling, migrations, query and index craft, transactions and concurrency, reliability and scale, security, and vector/AI workloads. Use when designing a new data layer, writing or reviewing schemas/migrations/queries, debugging slow or contended database workloads, or auditing an existing database for correctness, performance, and security. Not for ETL or…

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

# SOTA Databases

Expert-level rules for the full lifecycle of a data layer: choosing an engine,
modeling data, evolving schemas safely, writing efficient queries, handling
concurrency, operating reliably at scale, securing data, and supporting
vector/AI workloads. Postgres is the reference engine; rules call out where
other systems (MySQL, Redis, document/columnar/vector stores) differ.

This skill operates in two modes. Determine the mode from the user's intent,
then load the relevant `rules/` files per the index below. Do not load all
files preemptively — pick by task.

## BUILD mode

Use when designing or implementing: new schemas, migrations, queries, ORM
layers, caching, job queues, or database infrastructure.

1. **Engine and model first.** Read [`rules/01-choosing-and-modeling.md`](rules/01-choosing-and-modeling.md) before
   writing any DDL. Default to Postgres unless a rule there says otherwise.
2. **Every schema change is a migration.** Never hand the user raw DDL to run
   ad hoc; produce migration files following [`rules/02-schema-migrations.md`](rules/02-schema-migrations.md)
   (expand/contract, lock-aware, reversible-or-documented).
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add martinholovsky/sota-skills/sota-databases@sha256:ac43aa41ce041a7b

The line at the top of this page pins the label git:20261012.ae1b29b, 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_wvckjoci6myysjn7.svg)](https://markdownregistry.com/a/art_wvckjoci6myysjn7)

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

Versions

The registry has recorded 6 versions of this file, between Jun 17, 2026 and Oct 12, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
git:20261012.ae1b29b latest2026-10-12 ae1b29b 9,097 BA view · diff
git:20260926.3b81c652026-09-26 3b81c65 8,590 BA view · diff
git:20260820.7720f5a2026-08-20 7720f5a 8,500 BA view · diff
git:20260817.2bd20ab2026-08-17 2bd20ab 8,423 BA view · diff
git:20260716.e4afc802026-07-16 e4afc80 8,393 BA view · diff
git:20260617.c5d2c7b2026-06-17 c5d2c7b 8,320 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 (9097 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

martinholovsky/sota-skills · 23 stars · license CC-BY-4.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wvckjoci6myysjn7
GET https://markdownregistry.com/api/v1/resolve?ref=martinholovsky/sota-skills/sota-databases
GET https://markdownregistry.com/api/v1/blob/ac43aa41ce041a7b14c0dd09ceb0b26ab989d3cbdd70035e986828467bce4c1c

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 martinholovsky/sota-skills

AGENTS.md AGENTS.md file
martinholovsky/sota-skills · AGENTS.md
git:20261016.735fde2 · audit A · 23 stars
CLAUDE.md CLAUDE.md file
martinholovsky/sota-skills · CLAUDE.md
git:20260703.aaa9f67 · audit B · 23 stars
sota-api-design SKILL.md skill
martinholovsky/sota-skills · skills/sota-api-design/SKILL.md · State-of-the-art API design and audit guidance (2026) covering REST/HTTP, GraphQL, gRPC, WebSockets/SSE/realtime…
git:20261012.ae1b29b · audit A · 23 stars
sota-architecture SKILL.md skill
martinholovsky/sota-skills · skills/sota-architecture/SKILL.md · State-of-the-art software and system architecture rules (2026) for both building and auditing. Use when designing…
git:20261012.ae1b29b · audit A · 23 stars
sota-async-concurrency SKILL.md skill
martinholovsky/sota-skills · skills/sota-async-concurrency/SKILL.md · State-of-the-art rules for writing and auditing asynchronous and concurrent code across runtimes (Python asyncio…
git:20261012.ae1b29b · audit A · 23 stars
sota-c-cpp SKILL.md skill
martinholovsky/sota-skills · skills/sota-c-cpp/SKILL.md · State-of-the-art C and C++ engineering rules that Claude applies when writing or auditing C/C++. Covers modern idioms…
git:20261012.ae1b29b · audit A · 23 stars
sota-cli-ux SKILL.md skill
martinholovsky/sota-skills · skills/sota-cli-ux/SKILL.md · State-of-the-art CLI and developer-tool UX guidance (2026) covering command and flag design, output and interaction…
git:20261012.ae1b29b · audit A · 23 stars
sota-cloud-infrastructure SKILL.md skill
martinholovsky/sota-skills · skills/sota-cloud-infrastructure/SKILL.md · State-of-the-art cloud infrastructure architecture (2026). Applies when designing, building, or auditing cloud…
git:20261012.ae1b29b · audit A · 23 stars
sota-code-security SKILL.md skill
martinholovsky/sota-skills · skills/sota-code-security/SKILL.md · Secure coding and security auditing rules. Use whenever BUILDING or modifying code that crosses a trust boundary —…
git:20261012.ae1b29b · audit A · 23 stars
sota-confidential-computing SKILL.md skill
martinholovsky/sota-skills · skills/sota-confidential-computing/SKILL.md · State-of-the-art confidential computing and cryptographic PETs (2026) for BUILDING and AUDITING systems that protect…
git:20261012.ae1b29b · audit A · 23 stars
sota-copywriting SKILL.md skill
martinholovsky/sota-skills · skills/sota-copywriting/SKILL.md · State-of-the-art marketing copywriting and content guidance (2026) covering positioning and value propositions…
git:20261012.ae1b29b · audit A · 23 stars
sota-data-engineering SKILL.md skill
martinholovsky/sota-skills · skills/sota-data-engineering/SKILL.md · State-of-the-art data engineering rules (2026) for building and auditing data pipelines and analytics infrastructure…
git:20261012.ae1b29b · audit A · 23 stars

Every file in martinholovsky/sota-skills

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