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.
npx skills add sandeepmvl/rails-skills --skill 02-n-plus-one-killergit clone --depth 1 https://github.com/sandeepmvl/rails-skillsWrote 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.
[](https://agentmods.dev/skills/sandeepmvl/rails-skills/02-n-plus-one-killer)<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.
<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>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.
| Model | Per session | Once 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 |
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.
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.
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
.eachin a controller and call.authorin 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(orpreload/eager_loadwhen the trade-off is explicit). For the queries Bullet misses, add Prosopite. Reach forcounter_cacheand 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
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.
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.
- 12d ago First seen · 342 lines · 127 tokens per session scan A 3f744337c851
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.
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