ln-650-persistence-performance-auditor

Coordinate parallel audit workers to analyze database efficiency and runtime performance.

1|Updated Feb 19, 2026
One-click install
npx skills add https://github.com/mcauduro0/Macro_Trading --skill ln-650-persistence-performance-auditor-mcauduro0
Or copy as Structured Prompt for Agentā–¼
Please help me install this Agent Skill.
Skill: ln-650-persistence-performance-auditor
Source: https://github.com/mcauduro0/Macro_Trading/tree/main/.claude/skills/ln-650-persistence-performance-auditor
Command: npx skills add https://github.com/mcauduro0/Macro_Trading --skill ln-650-persistence-performance-auditor-mcauduro0

SYSTEM DOCUMENTATION & REQUIREMENTS

šŸ’” This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the complex and time-consuming process of auditing database persistence and application runtime performance, identifying critical bottlenecks and inefficiencies.

Core Features & Use Cases

  • Automated Auditing: Orchestrates specialized workers to analyze query efficiency, transaction correctness, and runtime performance.
  • Best Practice Research: Automatically researches and applies best practices for detected DB, ORM, and async frameworks.
  • Consolidated Reporting: Aggregates findings into a single, actionable report and creates a task in Linear for remediation.
  • Use Case: A development team suspects their application's database interactions are slowing down performance. This Skill can be invoked to pinpoint specific inefficient queries, incorrect transaction handling, and blocking I/O operations within their async code.

Quick Start

Invoke the ln-650-persistence-performance-auditor skill to begin a comprehensive audit of the project's persistence and performance.

Frequently Asked Questions about ln-650-persistence-performance-auditor

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

FAQPage Schema
How do I find blocking I/O operations in my asyncio application?ā–¼

Auditing asyncio performance involves detecting blocking I/O operations within async code by researching best practices and delegating parallel audit sub-agents to pinpoint inefficient runtime behavior.

Can I use this to create remediation tasks in Linear for database refactoring?ā–¼

The best way to automate database efficiency and transaction correctness audits is by orchestrating specialized audit workers that research DB/ORM best practices and aggregate findings into a consolidated report.

Does this performance auditor require a specific database or async framework?ā–¼

Yes, you can create remediation tasks in Linear because the audit aggregates identified inefficiencies, incorrect transaction handling, and query bottlenecks into a single actionable Linear task.

Why does my async application slow down during database interactions?ā–¼

No specific framework is hardcoded; the auditor requires discovery of your tech stack first, then automatically researches and applies best practices for the detected DB, ORM, and async frameworks.

Why does my async application slow down during database interactions?ā–¼

Your async application may slow down due to blocking I/O operations or incorrect transaction handling, which this skill identifies by delegating parallel audits to analyze query efficiency and runtime performance.