examples-audit

examples-audit is a skill for Claude Code from hereinthehive/gotrino-assistant. It costs 36 tokens per session (1,129 once invoked), scanned A, original, MIT.

A review of mock data and examples that looks for cultural assumptions about the product’s typical user.

In plain words
What is it for?
Use it when reviewing test data, seed data, documentation, or other examples before sharing or releasing them.
Why use it?
It shows what everyday choices in examples communicate about who the product is for, including assumptions about locations, holidays, payments, and lifestyles.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the gotrino-assistant plugin — 18 skills, 1 agent shipped together

Good fit Use it when reviewing test data, seed data, documentation, or other examples before sharing or releasing them.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/hereinthehive/gotrino-assistant/examples-audit
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 hereinthehive/gotrino-assistant --skill examples-audit
Clone the repo
git clone --depth 1 https://github.com/hereinthehive/gotrino-assistant

Made for: Claude Code.

Or install gotrino-assistant, the plugin that ships this one along with the rest of its 18 skills, 1 agent.

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 examples-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/hereinthehive/gotrino-assistant/examples-audit.svg)](https://agentmods.dev/skills/hereinthehive/gotrino-assistant/examples-audit)
Your own site
<a href="https://agentmods.dev/skills/hereinthehive/gotrino-assistant/examples-audit"><img src="https://agentmods.dev/badge/skills/hereinthehive/gotrino-assistant/examples-audit.svg" alt="Measured on agentmods" height="20"></a>
Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,129 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 $0.00036 $0.01129
Opus 5 $0.00018 $0.00564
Sonnet 5 $0.00007 $0.00226
Haiku 4.5 $0.00004 $0.00113

Measured 8d ago against content hash 492add143fc9, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

examples-audit 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 8d 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/examples-audit/SKILL.md · 168 lines

How it starts

The opening of the file, as written. The whole thing — 168 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Examples Audit

Analyze mock data and examples for cultural assumptions, with emphasis on understanding what these choices communicate.

Philosophy

This is not about finding "Christmas" and replacing it with "holiday". It's about asking:

"What do our examples say about who we think our users are?"

Every example is a choice. When your demo shows a user ordering a hamburger for their Christmas party, paying with a credit card, and shipping to their house in California, you're painting a picture of your "default user." Everyone else is an edge case.

Scope

The user may specify a file path, glob pattern, or directory. If not specified, ask what they'd like to check.

Config Integration

Before starting, follow the migration preflight in references/config-migration.md, then read .assistant-config.md from the project root.

If it exists:

  1. Read scope decisions and acknowledged findings
  2. Skip acknowledged findings (note them in output)
  3. Respect scope decisions (e.g., if US-only, don't flag US address examples)
  4. Note at the top of output: "Config loaded: .assistant-config.md"

Process

1. Read and Understand

First, read the content to understand:

  • What is this? (test data, documentation, marketing, UI copy)
  • Who sees this? (developers only, or end users?)
  • What story are the examples telling?

2. Look for Patterns

Don't just flag individual terms. Look for patterns:

  • Do ALL the examples assume US location?
  • Do ALL the food references assume meat-eating?
  • Do ALL the family references assume nuclear families?
  • Do ALL the payment examples assume credit cards?

A single Christmas reference in otherwise diverse examples is different from a codebase where every example assumes Christian, Western, affluent users.

3. Understand the Assumptions

For each pattern, ask what it assumes:

Holiday/Event examples

  • Christmas, Easter, Thanksgiving → Assumes Christian/Western holidays
  • "Holiday season" in December → Assumes Northern hemisphere
  • Birthday celebrations → Not all cultures celebrate birthdays
  • Mother's Day, Father's Day → Can be painful; not universal

Read the full file on GitHub · 168 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. 8d ago First seen · 168 lines · 36 tokens per session scan A 492add143fc9

Subscribe to this mod's changes

examples-audit is a skill published in the GitHub repository hereinthehive/gotrino-assistant (5 stars, last pushed 4mo ago), licensed MIT. It adds 36 tokens to every session and 1,129 once invoked, about $0.0002 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 2026-08-31.

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