sqlalchemy

sqlalchemy is a cursor rule for Cursor from nedcodes-ok/cursorrules-collection. It costs 507 tokens per session, scanned A, original, MIT.

A set of coding rules for SQLAlchemy, a Python library that maps program objects to database tables. It covers models, relationships, database sessions, transactions, queries, and asynchronous code.

In plain words
What is it for?
Use it when designing database models, linking related records, running queries, or managing synchronous and asynchronous database sessions in Python.
Why use it?
It helps keep database access consistent and prevents errors from unsafe session sharing, incomplete transactions, or outdated query patterns.

Cursor rule for Cursor

Written for Cursor: a Cursor rule (.mdc). Also seen: mentions Cursor.

Good fit Use it when designing database models, linking related records, running queries, or managing synchronous and asynchronous database sessions in Python.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/nedcodes-ok/cursorrules-collection/sqlalchemy
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/nedcodes-ok/cursorrules-collection

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 sqlalchemy

README.md
[![agentmods](https://agentmods.dev/badge/rules/nedcodes-ok/cursorrules-collection/sqlalchemy/github.svg)](https://agentmods.dev/rules/nedcodes-ok/cursorrules-collection/sqlalchemy)
Your own site
<a href="https://agentmods.dev/rules/nedcodes-ok/cursorrules-collection/sqlalchemy"><img src="https://agentmods.dev/badge/rules/nedcodes-ok/cursorrules-collection/sqlalchemy/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 sqlalchemy

Your own site · 80×15
<a href="https://agentmods.dev/rules/nedcodes-ok/cursorrules-collection/sqlalchemy"><img src="https://agentmods.dev/badge/rules/nedcodes-ok/cursorrules-collection/sqlalchemy.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 507 This file is loaded in full into every session.
When invoked 507 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found 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 $0.00507 $0.00507
Opus 5.5 $0.00203 $0.00203
Sonnet 5.5 $0.00101 $0.00101
Haiku 4.5 $0.00051 $0.00051

Measured 1mo ago against content hash 63df2c77bfe8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

sqlalchemy 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.

rules-mdc/tools/sqlalchemy.mdc · 47 lines

How it starts

The opening of the file, as written. The whole thing — 47 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SQLAlchemy Cursor Rules

You are an expert in SQLAlchemy 2.0+. Follow these rules:

Models (Declarative)

  • Use DeclarativeBase with Mapped[] type annotations for all columns
  • mapped_column() over Column() — id: Mapped[int] = mapped_column(primary_key=True)
  • Use tablename explicitly on every model — never rely on auto-generation
  • Keep models in a dedicated models/ package, one file per domain entity

Relationships

  • Use relationship() with back_populates on both sides — never backref
  • Set lazy="selectin" or lazy="joined" explicitly — never rely on default lazy loading
  • Use Mapped[list["Child"]] for one-to-many, Mapped["Parent"] for many-to-one
  • Define cascade="all, delete-orphan" on parent side of one-to-many relationships

Sessions & Transactions

  • Use sessionmaker or async_sessionmaker bound to engine — never create sessions manually
  • Wrap operations in with Session() as session: blocks for auto-cleanup
  • Call session.flush() to get IDs mid-transaction, session.commit() at operation boundaries
  • Never share sessions across threads or async tasks
  • Use session.execute(select(Model).where(...)) — never session.query() (legacy)

Queries (2.0 Style)

  • Use select(), insert(), update(), delete() from sqlalchemy — never string SQL
  • Chain .where(), .order_by(), .limit(), .offset() on select statements
  • Use .scalars().all() for lists, .scalars().one() for exactly one, .scalars().first() for optional
  • Use joinedload(), selectinload() for eager loading in specific queries

Async

  • Use create_async_engine() and async_sessionmaker for async code
  • Use async with session.begin(): for auto-commit/rollback
  • Awaitable versions: await session.execute(), await session.commit()
  • Access lazy-loaded relationships only after await session.run_sync() or eager load

Migrations (Alembic)

  • Generate migrations with alembic revision --autogenerate -m "description"
  • Always review autogenerated migrations — they miss indexes, constraints, data migrations
  • Use op.execute() for data transforms, not ORM models in migration files
  • Test migrations both upgrade and downgrade before merging

Read the full file on GitHub · 47 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 · 47 lines · 507 tokens per session scan A 63df2c77bfe8

Subscribe to this mod's changes

sqlalchemy is a cursor rule published in the GitHub repository nedcodes-ok/cursorrules-collection (38 stars, last pushed 7mo ago), licensed MIT. It adds 507 tokens to every session, about $0.0020 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.