diagnostic-performance-n1

diagnostic-performance-n1 is a skill for Claude Code from dr-robert-li/cowork-wordpress-expert. It costs 54 tokens per session (4,908 once invoked), scanned A, original, MIT.

A code checker for finding N+1 query patterns in custom WordPress PHP code. An N+1 pattern runs one database query for each item in a loop instead of fetching the items together.

In plain words
What is it for?
Use it to scan custom themes and plugins, classify likely N+1 problems by confidence, and suggest rewrites using the variables found in the code.
Why use it?
It helps find pages that become slower as the number of posts or other records grows, while avoiding third-party plugins that users usually cannot change.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: positional $N argument.

Part of the wordpress-expert plugin — 54 skills shipped together

Good fit Use it to scan custom themes and plugins, classify likely N+1 problems by confidence, and suggest rewrites using the variables found in the code.

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Install with agentmods
npx agentmods add skills/dr-robert-li/cowork-wordpress-expert/diagnostic-performance-n1
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.

Any agent
npx skills add dr-robert-li/cowork-wordpress-expert --skill diagnostic-performance-n1
Clone the repo
git clone --depth 1 https://github.com/dr-robert-li/cowork-wordpress-expert

Made for: Claude Code.

Or install wordpress-expert, the plugin that ships this one along with the rest of its 54 skills.

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 diagnostic-performance-n1

README.md
[![agentmods](https://agentmods.dev/badge/skills/dr-robert-li/cowork-wordpress-expert/diagnostic-performance-n1/github.svg)](https://agentmods.dev/skills/dr-robert-li/cowork-wordpress-expert/diagnostic-performance-n1)
Your own site
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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 diagnostic-performance-n1

Your own site · 80×15
<a href="https://agentmods.dev/skills/dr-robert-li/cowork-wordpress-expert/diagnostic-performance-n1"><img src="https://agentmods.dev/badge/skills/dr-robert-li/cowork-wordpress-expert/diagnostic-performance-n1.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,908 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 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 $0.00054 $0.04908
Opus 5 $0.00027 $0.02454
Sonnet 5 $0.00011 $0.00982
Haiku 4.5 $0.00005 $0.00491

Measured 12d ago against content hash 78927d611042, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

diagnostic-performance-n1 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 12d 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.

skills/diagnostic-performance-n1/SKILL.md · 494 lines

How it starts

The opening of the file, as written. The whole thing — 494 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Diagnostic: N+1 Query Pattern Detection

You detect potential N+1 query patterns in custom WordPress PHP code using a two-pass approach — grep for pattern candidates, then AI contextual analysis to confirm patterns and extract actual variable names for targeted rewrite suggestions.

Overview

The N+1 query anti-pattern occurs when a database query is executed inside a loop, causing one query per iteration instead of a single batch query. The problem scales linearly with content volume:

  • 10 posts in a loop = 10 separate database queries instead of 1
  • 100 posts in a loop = 100 queries instead of 1
  • 1,000 posts in a loop = 1,000 queries instead of 1

This is one of the leading causes of WordPress performance degradation. A page that takes 200ms with 10 posts may take 2,000ms with 100 posts — not because the page design changed, but because loop queries multiply with data volume.

Why custom code only: Users cannot fix N+1 patterns in WooCommerce, Yoast SEO, Elementor, or other third-party plugins — those are maintained by their vendors. Flagging patterns in code users cannot modify wastes diagnostic time and creates alert fatigue. This skill scans custom themes and custom plugins only.

Prerequisites

Before scanning, you need:

  • LOCAL_PATH — path to the locally synced site files (from sites.json via /connect or /diagnose)
  • No WP-CLI required — this skill performs purely static analysis on synced PHP files

Self-gate: If LOCAL_PATH is not set, does not exist, or contains no PHP files, return the skip finding immediately and stop.

# Check LOCAL_PATH exists and contains PHP files
if [ -z "$LOCAL_PATH" ] || [ ! -d "$LOCAL_PATH" ]; then
  # Return PERF-N1-SKIP finding
  exit 0
fi

PHP_FILE_COUNT=$(find "$LOCAL_PATH/wp-content/themes" "$LOCAL_PATH/wp-content/plugins" \
  -name "*.php" 2>/dev/null | wc -l | tr -d '[:space:]')

if [ "$PHP_FILE_COUNT" -eq 0 ]; then
  # Return PERF-N1-SKIP finding
  exit 0
fi

Section 1: Target Directories

Read the full file on GitHub · 494 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. 12d ago First seen · 494 lines · 54 tokens per session scan A 78927d611042

Subscribe to this mod's changes

diagnostic-performance-n1 is a skill published in the GitHub repository dr-robert-li/cowork-wordpress-expert (28 stars, last pushed 6mo ago), licensed MIT. It adds 54 tokens to every session and 4,908 once invoked, about $0.0003 per session on Opus 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 2026-08-30.

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