n-plus-one-killer

n-plus-one-killer is a skill for Claude Code, Codex from sandeepmvl/rails-skills. It costs 127 tokens per session (3,587 once invoked), scanned A, original, MIT.

A Ruby on Rails guide for finding and fixing N+1 queries, where one page request accidentally runs a separate database query for each item in a list.

In plain words
What is it for?
Use it to review Rails controllers and views, investigate slow queries, configure detection tools such as Bullet and Prosopite, and choose eager-loading methods such as includes or preload.
Why use it?
It helps explain why a Rails page or endpoint is slow and prevents unnecessary database work from growing with the number of items.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review Rails controllers and views, investigate slow queries, configure detection tools such as Bullet and Prosopite, and choose eager-loading methods such as includes or preload.

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Install with agentmods
npx agentmods add skills/sandeepmvl/rails-skills/02-n-plus-one-killer
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 sandeepmvl/rails-skills --skill 02-n-plus-one-killer
Clone the repo
git clone --depth 1 https://github.com/sandeepmvl/rails-skills

Made for: Claude Code, Codex.

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 n-plus-one-killer

README.md
[![agentmods](https://agentmods.dev/badge/skills/sandeepmvl/rails-skills/02-n-plus-one-killer/github.svg)](https://agentmods.dev/skills/sandeepmvl/rails-skills/02-n-plus-one-killer)
Your own site
<a href="https://agentmods.dev/skills/sandeepmvl/rails-skills/02-n-plus-one-killer"><img src="https://agentmods.dev/badge/skills/sandeepmvl/rails-skills/02-n-plus-one-killer/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 n-plus-one-killer

Your own site · 80×15
<a href="https://agentmods.dev/skills/sandeepmvl/rails-skills/02-n-plus-one-killer"><img src="https://agentmods.dev/badge/skills/sandeepmvl/rails-skills/02-n-plus-one-killer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 127 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,587 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 $0.00127 $0.03587
Opus 5 $0.00063 $0.01793
Sonnet 5 $0.00025 $0.00717
Haiku 4.5 $0.00013 $0.00359

Measured 12d ago against content hash 3f744337c851, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

n-plus-one-killer 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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/bullet-config.rb), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/02-n-plus-one-killer/SKILL.md · 342 lines

How it starts

The opening of the file, as written. The whole thing — 342 lines — stays where its author put it; the contents beside it link to each section on GitHub.

N+1 Killer

Find every N+1 in a Rails app and remove it. AI agents generate N+1s constantly — they write .each in a controller and call .author in the view without realizing each row triggers a fresh SELECT. This skill makes the agent detect first, then fix, then prevent.

Why this matters

The single most common Rails performance issue. A list endpoint with 20 rows and a hidden N+1 issues 21+ queries per request. At 100 RPS that's 2100 queries/second the DB didn't need to handle. The fix is one method call; the detection is what people miss.

The opinion (Rails 8 default)

Detect with Bullet in development + test, fail tests on N+1, fix with includes (or preload / eager_load when the trade-off is explicit). For the queries Bullet misses, add Prosopite. Reach for counter_cache and small denormalizations when the eager-loaded query is still too heavy.

Counter-position: gems like ar_lazy_preload and goldiloader automatically eager-load on first access in a loop. They eliminate the symptom but hide the cost — and they can over-eager-load (loading associations you only sometimes need). Use them only if the team has agreed to the trade-off; default to explicit eager loading.

Core patterns

Pattern 1: Detect with Bullet (dev + test)

Before (typical AI-generated controller, no detection in place):

class PostsController < ApplicationController
  def index
    @posts = Post.order(created_at: :desc).limit(20)
  end
end

Template:

<% @posts.each do |post| %>
  <%= post.title %> by <%= post.author.name %> (<%= post.comments.count %> comments)
<% end %>

This issues:

  • 1 query for posts
  • 20 queries for post.author (N+1 on belongs_to)
  • 20 queries for post.comments.count (N+1 on counts)

Total: 41 queries.

After (Bullet wired up + fix applied):

# config/environments/development.rb
config.after_initialize do
  Bullet.enable        = true
  Bullet.alert         = false        # browser popup off
  Bullet.bullet_logger = true         # log/bullet.log
  Bullet.console       = true         # browser JS console
  Bullet.rails_logger  = true         # tail with `tail -f log/development.log`
  Bullet.add_footer    = true         # banner at the bottom of the page
end

# config/environments/test.rb
config.after_initialize do
  Bullet.enable = true
  Bullet.raise  = true                # fail the spec on any N+1
end

Read the full file on GitHub · 342 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 · 342 lines · 127 tokens per session scan A 3f744337c851

Subscribe to this mod's changes

n-plus-one-killer is a skill published in the GitHub repository sandeepmvl/rails-skills (21 stars, last pushed 3mo ago), licensed MIT. It adds 127 tokens to every session and 3,587 once invoked, about $0.0006 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.