postgresql

postgresql is a cursor rule for Cursor from heyAyushh/stacc. It costs 0 tokens per session (2,338 once invoked), scanned A, a copy of postgresql, MIT.

A reference for PostgreSQL SQL conventions, including naming, formatting, query structure, and performance practices. PostgreSQL is a database system, while SQL is the language used to work with its data.

In plain words
What is it for?
Use it when writing or reviewing PostgreSQL queries, defining tables and columns, formatting SQL, choosing safe alternatives to problematic joins or filters, and checking query plans.
Why use it?
It gives a codebase consistent rules for readable SQL and helps avoid common performance and correctness mistakes. It is especially useful when several developers maintain the same database code.

Cursor rule for Cursor

Written for Cursor: a Cursor rule (.mdc). Also seen: installed under .agents/ (shared by several agents).

Good fit Use it when writing or reviewing PostgreSQL queries, defining tables and columns, formatting SQL, choosing safe alternatives to problematic joins or filters, and checking query plans.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/heyayushh/stacc/postgresql
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/heyAyushh/stacc

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for postgresql

README.md
[![agentmods](https://agentmods.dev/badge/rules/heyayushh/stacc/postgresql/github.svg)](https://agentmods.dev/rules/heyayushh/stacc/postgresql)
Your own site
<a href="https://agentmods.dev/rules/heyayushh/stacc/postgresql"><img src="https://agentmods.dev/badge/rules/heyayushh/stacc/postgresql/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for postgresql

Your own site · 80×15
<a href="https://agentmods.dev/rules/heyayushh/stacc/postgresql"><img src="https://agentmods.dev/badge/rules/heyayushh/stacc/postgresql.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Nothing until a file matches its globs; then the whole rule loads.
When invoked 2,338 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.02338
Opus 5.5 $0.00000 $0.00935
Sonnet 5.5 $0.00000 $0.00468
Haiku 4.5 $0.00000 $0.00234

Measured 1mo ago against content hash dae7ae4c7e95, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

postgresql scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to postgresql — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.agents/skills/bun/postgresql.mdc · 361 lines

How it starts

The opening of the file, as written. The whole thing — 361 lines — stays where its author put it; the contents beside it link to each section on GitHub.

PostgreSQL Best Practices

This document outlines the mandatory best practices for all PostgreSQL SQL development. Adherence ensures consistency, readability, performance, and maintainability across our codebase.

1. Code Organization and Structure

1.1. Naming Conventions

Always use snake_case for all database identifiers (tables, columns, functions, schemas). SQL keywords must be lowercase. Keep names descriptive but concise.

❌ BAD:

CREATE TABLE UserData (
    UserID INT PRIMARY KEY,
    UserName VARCHAR(255)
);

SELECT UserID, UserName FROM UserData;

✅ GOOD:

create table user_data (
    user_id bigint generated always as identity primary key,
    user_name text not null
);

select user_id, user_name from user_data;

1.2. Formatting

Structure queries for maximum readability. Root keywords (SELECT, FROM, WHERE) belong on their own line, with arguments indented. Use explicit AS for all aliases.

❌ BAD:

SELECT t.client_id, DATE(t.created_at) day FROM telemetry t, users u WHERE t.user_id = u.id AND t.submission_date > '2019-07-01' GROUP BY 1, 2;

✅ GOOD:

select
    t.client_id as client_id,
    date(t.created_at) as day
from
    telemetry as t
inner join
    users as u
    on t.user_id = u.id
where
    t.submission_date > '2019-07-01'
    and t.sample_id = '10'
group by
    t.client_id,
    day;

1.3. Comments

Use block comments (/* ... */) for multi-line descriptions and line comments (--) for single-line notes.

/*
This query retrieves active users and their recent orders.
It joins the users table with the orders table.
*/
select
    u.user_id, -- Unique user identifier
    u.user_name,
    o.order_id,
    o.order_date
from
    users as u
inner join
    orders as o
    on u.user_id = o.user_id;

2. Common Patterns and Anti-patterns

2.1. Explicit JOINs

Always use explicit INNER JOIN, LEFT JOIN, RIGHT JOIN, or FULL JOIN. Never use implicit joins in the FROM clause.

Read the full file on GitHub · 361 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 361 lines · 0 tokens per session scan A dae7ae4c7e95

Subscribe to this mod's changes

postgresql is a cursor rule published in the GitHub repository heyAyushh/stacc (3 stars, last pushed 26d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 2,338 tokens. A static security scan graded it A with 0 findings. It is 100% identical to postgresql, differing in 2 lines, and is treated as a copy.