review-orm-usage

Identify ORM inefficiencies and risks with structured findings.

7|3|Updated Jan 23, 2026
One-click install
npx skills add https://github.com/nesnilnehc/ai-cortex --skill review-orm-usage
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: review-orm-usage
Source: https://github.com/nesnilnehc/ai-cortex/tree/main/skills/review-orm-usage
Command: npx skills add https://github.com/nesnilnehc/ai-cortex --skill review-orm-usage

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps teams systematically review ORM usage patterns across a codebase to identify N+1 query risks, poor connection handling, unsafe migrations, and inefficient data access, and to produce a standardized findings list.

Core Features & Use Cases

  • Library-level ORM usage analysis focused on N+1 queries, connections, migrations, transactions, query efficiency, and model design.
  • Generates structured findings with location, category, severity, description, and actionable suggestions.
  • Use cases include PR ORM pre-checks, migration reviews, and library-wide ORM audits across multiple frameworks.

Quick Start

Feed your code scope (files or diffs containing ORM code) to this skill to generate a findings list.

Frequently Asked Questions about review-orm-usage

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find N+1 queries and ORM inefficiencies in my codebase?

To find N+1 queries and ORM inefficiencies, audit your code scope to identify poor connection handling, unsafe migrations, and inefficient data access patterns. This process generates a standardized findings list detailing specific file locations, severity, and actionable suggestions for resolution.

What is an ORM code review and how does it check database transaction safety?

An ORM code review systematically examines database interactions across modules to check transaction safety and query design. It identifies risky patterns like unsafe migrations and poor connection management, producing structured reports with categories, descriptions, and corrective actions.

Can I run an ORM migration audit on a specific pull request diff?

Yes, you can run an ORM migration audit on a specific pull request diff by feeding the code scope to the review process. It evaluates the provided files for transaction risks, N+1 queries, and model design flaws to output targeted findings.

Does this ORM review approach work across multiple database frameworks and libraries?

Yes, this ORM review approach works across multiple database frameworks and libraries by analyzing the provided code scope. It applies to library-level reviews and PR checks, identifying inefficient data access patterns regardless of the specific ORM implementation.

What is the best way to audit database connection management and model design?

The best way to audit database connection management and model design is to review the ORM usage patterns across your entire library scope. This generates a comprehensive findings list covering connection handling, query efficiency, and model architecture with actionable suggestions.