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Guide · Agent skill

How to use the Apple Ads Audit agent skill (ads-apple)

Updated · written with AI from the project's own documentation and checked against our catalogue data

The ads-apple skill is a structured audit checklist that an AI agent follows when reviewing an Apple Ads account, the paid advertising platform that places ads in the App Store and search results. This guide explains what the skill makes the agent do, how to install it, how to ask for an audit in plain language, and what data you need to supply. By the end you will be able to run a repeatable Apple Ads review and know which parts of the output to trust and verify.

Apple Ads AuditAgriciDaniel/claude-ads · MIT

Quick start

  1. 1Download the ZIP. Download the ads-apple skill ZIP for skills/ads-apple from the item page.
  2. 2Unzip into a skills folder. Place the ads-apple folder in ~/.claude/skills/ for a personal install or in a project's .claude/skills/ folder.
  3. 3Or upload in the Claude apps. Open Settings, go to Capabilities, and upload the skill under Skills.
  4. 4Gather your data. Export Apple Ads reports, take screenshots, or collect API results for the date range you want reviewed.
  5. 5State the goal and conversion definition. Tell the agent your objective, what counts as a conversion, geography, timezone, and currency.
  6. 6Ask for the audit. Make a natural request that mentions Apple Ads or a related term, and attach your data.
  7. 7Review the drafts. Read the observations, diagnoses, and recommendations, then make any account change yourself after checking it.

What is an agent skill and what does ads-apple make the agent do?

An agent skill is a folder containing a SKILL.md file with instructions that an AI agent reads when a task matches the skill's description. The ads-apple skill tells the agent how to review an Apple Ads account against a fixed set of areas: AdServices and AdAttributionKit measurement, attribution reconciliation, campaign and keyword structure, Search Match, App Store placements, custom product pages, bids, budgets, and policy.

Before reviewing, the agent collects context such as the objective, the conversion definition, account and campaign age, geography, date window, timezone, currency, spend, targets, and which data sources are available. It then returns observations, diagnoses, prioritized recommendations, unscored opportunities, contradictions, and missing inputs. Any proposed account change stays a draft until it passes a separate approval gate; the skill does not apply changes to live campaigns.

Install the ads-apple skill

Download the ZIP for skills/ads-apple from the item page and unzip it. For a personal install, place the folder in ~/.claude/skills/. For a single project, place it in that project's .claude/skills/ folder. Either way, the skill's SKILL.md should sit inside its own folder in the skills directory.

If you use the Claude apps instead, open Settings, go to Capabilities, and upload the skill under Skills.

  • Personal install: ~/.claude/skills/
  • Project install: .claude/skills/ inside your project
  • Claude apps: Settings → Capabilities → Skills, then upload

Check the requirements before you start

The skill refers to a parent ads/ plugin directory that holds the main operating contract and reference files, including ads/references/apple-audit.md. That directory is not included in the single SKILL.md file, so a standalone install may not have everything the procedure asks the agent to read. The skill says to resolve these files from the plugin root or from the skills directory in a standalone install.

You also need to supply the data. The skill works from account exports, screenshots, or API results from Apple Ads that you provide. The results depend on that data, and the skill notes that it may be incomplete or inaccurate.

  • Apple Ads exports, screenshots, or API results covering the period you want reviewed
  • Your conversion definition, objective, geography, date window, timezone, and currency
  • Access to the ads/ reference files if you want the full checklist

Trigger the skill with natural requests

The skill activates when your request matches its description, which mentions Apple Ads, Apple Search Ads, App Store ads, Search Match, custom product pages, AdServices, or Apple app-install campaigns. You do not need a special command. Say what you want reviewed and attach the data.

Good requests state the goal and the scope. For example, you might ask the agent to audit the attribution setup for an app-install campaign, or to check whether Search Match and keyword structure are working against your stated goal. Include the date range and the conversion event you count as a success, because the skill asks for these before it evaluates anything.

  • Audit my Apple Ads account for an app-install campaign. Here is the export for the last 30 days and my conversion definition.
  • Check my AdServices and AdAttributionKit setup and reconcile it with my MMP numbers.
  • Review my custom product pages and App Store placements for this campaign.
  • Look at my bids and budgets and tell me what to test first, as drafts only.

Read the output with care

The output separates what the agent observed in your data from its diagnoses and from its recommendations. It also lists contradictions and missing inputs, which are often the most useful part because they show where your data cannot support a conclusion. Features the skill treats as optional, beta, premium, unavailable, or ineligible are kept unscored.

The skill warns against applying benchmarks without checking the objective, geography, methodology, sample size, conversion lag, and account maturity. Treat any number it cites as a reason to check your own data, not as a universal target.

  • Observations: what the data shows
  • Diagnoses: likely causes, with uncertainty marked
  • Recommendations: prioritized, kept as drafts
  • Contradictions and missing inputs: what to fix in your data first

Tips for a useful Apple Ads audit

Export the data for the same date window and timezone you use for reporting, and keep the currency consistent. Note the conversion lag so recent days are not judged too early. If you reconcile with a mobile measurement partner, provide both the Apple numbers and the MMP numbers so the agent can flag differences.

Run the audit again after changes to see whether the same findings persist. Because the skill returns drafts, review each proposed change in Apple Ads yourself before making it.

  • Use one timezone and currency across all exports
  • Share MMP and Apple numbers together for reconciliation
  • Keep the review scope narrow (for example, one campaign group) if the data is large
  • Verify every recommendation against your own goals before acting

Safety notes: scripts and network access

The skill does not run scripts and does not use the network, according to its listing. It works from the files and data you give it. Because external account content is treated as data rather than instructions, pasted text from reports or web pages should not be able to direct the agent. You still remain responsible for every change made in your Apple Ads account.

  • Runs scripts: no
  • Uses network: no
  • Proposed changes are drafts until a separate approval gate passes

What people use it for

  • Reviewing attribution setup for an app-install campaign, including AdServices and AdAttributionKit
  • Reconciling Apple-reported conversions with a mobile measurement partner (MMP)
  • Checking Search Match and keyword structure against a stated campaign goal
  • Reviewing custom product pages and App Store placements for an app's listing
  • Preparing a repeatable Apple Ads audit for a client as an agency

Frequently asked questions

Is the ads-apple skill free?

The item is published under the MIT licence, which is stated on the item page. Check the licence file in the repository for the full terms before using or redistributing it.

What do I need to install the ads-apple skill?

Download the ZIP for skills/ads-apple and unzip it into ~/.claude/skills/ or a project's .claude/skills/ folder, or upload it in the Claude apps under Settings → Capabilities → Skills. The full checklist also refers to ads/ reference files that are not included in the single SKILL.md.

Does the ads-apple skill change my Apple Ads campaigns automatically?

No. The skill is written to keep every proposed account change as a draft until the main mutation gate passes. You still need to make any change yourself in Apple Ads after reviewing it.

Does ads-apple work for Google or Meta ads?

No. The skill covers Apple Ads only, including App Store ads, Search Match, and custom product pages. It does not cover non-Apple advertising platforms such as Google or Meta.

Why does the audit need my exports or screenshots?

The skill does not connect to Apple Ads, since it does not use the network. It works from the data you provide, and results depend on that data being complete and accurate.

Can I trust the benchmarks in the audit?

Treat them with caution. The skill warns that benchmarks must be checked against objective, geography, methodology, sample size, conversion lag, and account maturity before they apply to your account.

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Our verdict

Use ads-apple if you run app-install campaigns on Apple Ads and want a structured second opinion, especially for reconciling Apple attribution with an MMP or preparing repeatable client audits. Pick something else if you need an agent that edits live campaigns automatically, if you advertise mainly on Google or Meta, or if you cannot supply current Apple Ads data yourself.

Download the skill