AI Shopping Assistant Audit

AI Shopping Assistant Audit is a skill for Claude Code from lroy-stack/ai-pod-store. It costs 69 tokens per session (7,446 once invoked), scanned A, original, no licence file.

An audit guide for the SKAPARA AI shopping assistant, covering its conversations, search through stored information, memory, tool use, usage limits, costs, and security.

In plain words
What is it for?
It is for reviewing a shopping chatbot, its RAG pipeline, conversation system, AI usage limits, tool execution, streaming experience, cost controls, and security.
Why use it?
It helps find problems across the assistant's answers, data retrieval, session handling, spending controls, and user-facing chat behaviour.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit It is for reviewing a shopping chatbot, its RAG pipeline, conversation system, AI usage limits, tool execution, streaming experience, cost controls, and security.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lroy-stack/ai-pod-store/audit-ai-assistant
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 lroy-stack/ai-pod-store --skill audit-ai-assistant
Clone the repo
git clone --depth 1 https://github.com/lroy-stack/ai-pod-store

Made for: Claude Code.

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 AI Shopping Assistant Audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/lroy-stack/ai-pod-store/audit-ai-assistant/github.svg)](https://agentmods.dev/skills/lroy-stack/ai-pod-store/audit-ai-assistant)
Your own site
<a href="https://agentmods.dev/skills/lroy-stack/ai-pod-store/audit-ai-assistant"><img src="https://agentmods.dev/badge/skills/lroy-stack/ai-pod-store/audit-ai-assistant/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 AI Shopping Assistant Audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/lroy-stack/ai-pod-store/audit-ai-assistant"><img src="https://agentmods.dev/badge/skills/lroy-stack/ai-pod-store/audit-ai-assistant.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 69 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,446 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 unknown 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 $0.00069 $0.07446
Opus 5 $0.00034 $0.03723
Sonnet 5 $0.00014 $0.01489
Haiku 4.5 $0.00007 $0.00745

Measured 9d ago against content hash 1c75dd4d35fc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

AI Shopping Assistant 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 9d 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.

project/.claude/skills/audit-ai-assistant/SKILL.md · 630 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 9d ago First seen · 630 lines · 69 tokens per session scan A 1c75dd4d35fc

Subscribe to this mod's changes

AI Shopping Assistant Audit is a skill published in the GitHub repository lroy-stack/ai-pod-store (5 stars, last pushed 3mo ago), with no licence file. It adds 69 tokens to every session and 7,446 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 2026-08-31.

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