15 Cursor Skills for Meta Ads — SKILL.md Files That Work

What are Cursor skills for Meta Ads?

Cursor Agent Skills are reusable instruction sets that teach the Agent a specific workflow — Cursor's own examples are deploying to staging and running a security audit; ours are running a Meta Ads account. A skill is a folder containing a SKILL.md file: YAML frontmatter with a name, a description (the Agent uses it to decide when the skill applies) and optional paths globs, then Markdown instructions. Skills are discovered on startup and invoked with /skill-name in chat or attached with @.

That consistency matters more on Meta than on any other channel, because the failure modes are gradual. Creative fatigue, frequency creep and audience saturation each cost a few percent a day until someone notices at the month-end review. A skill that runs the same check every Monday, with the same thresholds, and files the result in the repo is how you notice on day three instead. The 15 skills below are the ones we run on accounts spending $20K–$150K a month; they are the same operating loop as our Claude skills for Meta Ads, and Cursor reads those files directly.

Skills vs rules vs MCP: which one do you need?

The working setup for most accounts is one rule plus 15 skills plus a connector: the rule states your attribution window and says never mutate without approval, the skills define each analysis, and the connection keeps the data fresh so you never export another CSV. If you take one thing from this section: do not judge Cursor on one-off prompts. The gap between a vague prompt and a structured skill is bigger than the gap between any two AI models.

How to install a Meta Ads skill in Cursor

Three ways in, from fastest to most portable. All three end with the same skill available as a slash command in every Agent chat.

Diagnostic skills: find what's broken

Diagnostic skills answer one question: what is quietly getting worse in my account? On Meta the answer is usually creative or frequency, and both are visible a week before they show up in CPA. Run all five once when you adopt this system, then put Creative Fatigue Detection and the Frequency Cap Audit on a weekly cadence.

01 · Creative Fatigue Detection

The average Meta ad starts decaying after three to five days of delivery, and most advertisers catch it after CTR has already dropped 40% and CPA has spiked. This skill tracks CTR trajectory, frequency accumulation and engagement decay across all active ads and sorts them into urgent, warning and healthy. Export from Ads Manager with ad name, impressions, CTR, frequency, CPM and a daily breakdown; run it after every budget scale-up, since higher spend burns creative faster. Cadence: weekly.

02 · Audience Overlap Finder

When two ad sets target similar audiences you bid against yourself, CPMs inflate 15–30% and neither ad set wins. This skill takes your ad set targeting parameters, estimates overlap for every pair and recommends consolidate, exclude or differentiate. Feed it the real overlap percentages from Meta's Audience Overlap tool for more precise output. Cadence: monthly.

03 · Frequency Cap Audit

Meta's frequency caps are suggestions, not hard limits, especially in Advantage+ campaigns. This skill audits every active ad set against objective-specific benchmarks and estimates the spend wasted on impressions served to already-saturated users. Export frequency at the ad-set level with a daily breakdown: the 7-day rolling number predicts tomorrow's performance drop better than the all-time figure. Cadence: weekly.

04 · CPM Anomaly Detector

CPMs fluctuate daily, but some spikes signal real problems. This skill compares current CPM to a 14-day rolling average and separates the five causes — audience saturation, competitive pressure, creative decay, auction inflation and targeting that is too narrow — by which other metrics moved alongside. Include 30 days of daily CPM so seasonal inflation is not misread as a problem. Cadence: weekly.

05 · Placement Performance Analyzer

Most advertisers run Advantage+ placements and never check where the money goes. This skill breaks down CPA, ROAS and conversion rate by placement and usually finds 60–70% of spend in the top two placements while the rest burn budget at three to five times the CPA. Export from Breakdowns → By Delivery → Placement with at least 14 days; Audience Network is the usual offender. Cadence: monthly.

Optimization skills: fix what's broken

Optimization skills take what the diagnostics found and turn it into action. Fatigued creatives get new briefs, stale lookalikes get refreshed, budgets move to the funnel stage that is actually converting.

06 · Lookalike Audience Refresher

Lookalikes degrade every 60–90 days as your customer base evolves. This skill audits each one for CPA and CTR decay against seed-list age and recommends which seeds to update, which percentages to test and which lookalikes to retire. The best seeds are usually your top 25% LTV customers from the last 90 days, not all purchasers. Cadence: quarterly.

07 · Creative Brief Generator

When skill 01 flags ads for replacement, this one writes the briefs for what comes next: it analyzes what hooks, formats and CTAs won, then produces five briefs — three iterating on proven winners, two testing new concepts — all platform-native with aspect ratios. Include brand guidelines and tone of voice for on-brand output. Cadence: per fatigue alert.

08 · Ad Copy A/B Variant Writer

Most Meta advertisers test two or three copy variants; the top performers test eight to twelve. This skill takes your best ad copy and writes eight variants that change one variable each — hook, social proof, benefit framing, CTA, length — so you know exactly what moved the needle. Run each variant to at least 2,000 impressions before judging. Cadence: per copy refresh.

09 · Budget Allocation by Funnel Stage

Most Meta accounts over-invest in prospecting and under-invest in mid-funnel. This skill classifies campaigns into TOFU, MOFU and BOFU, compares the spend split to benchmarks for your business type, and recommends dollar shifts with the expected ROAS impact. If BOFU frequency is above 8, you do not need more retargeting budget — you need more TOFU to fill the funnel. Cadence: monthly.

10 · Interest Targeting Expander

When existing interest audiences saturate you need new ones, and guessing is slow. This skill takes your best-performing interests and generates twenty adjacent, behavioral, affinity and contrarian targets to test — and in Cursor it also runs a web search so the suggestions use the language your customers actually use in posts. Test new interests in isolated ad sets at $20–50/day for five to seven days, no more than three interests per ad set. Cadence: when audiences saturate.

Reporting skills: communicate results

Reporting skills turn raw Ads Manager data into narratives stakeholders can read without follow-up questions. The weekly digest alone saves most teams two to three hours per client per week, and the creative scorecard is what changes what the design team makes next.

11 · Weekly Meta Performance Digest

Every Monday you paste in last week's data and get the paragraph that explains what happened, why, and what you are doing about it — for a CMO with two minutes. Export campaign name, spend, impressions, CTR, CPC, conversions, CPA, ROAS and frequency, plus ad-level rows for the creative section. Cadence: weekly, Monday morning.

12 · Creative Scorecard Builder

Assigns every active ad a 1–100 score from a weighted composite of CTR, conversion rate, ROAS, cost efficiency and longevity, so creative reviews run on numbers instead of opinions. Share it with the design team weekly: when UGC video scores 78 and polished brand video scores 42, direction shifts fast. Cadence: weekly.

13 · Competitor Ad Library Analyzer

The skill that gains most from running in an editor with web search. It takes competitor data from Meta's Ad Library — or pulls it through a connector with Ad Library search — and reads format mix, refresh rate, hooks and gaps; then it runs a web search to see how audiences are reacting to those ads, which the Ad Library cannot show. Focus on competitors with many active ads; their testing tells you what works in your vertical. Cadence: monthly.

14 · Audience Insights Reporter

Takes your breakdown data — age, gender, device, region, time — and surfaces the segments driving results versus the ones consuming budget. Most accounts find 70–80% of conversions come from two or three segments. Export from Breakdowns → By Demographics and By Time, at least 30 days. Cadence: monthly.

15 · ROAS by Placement Breakdown

The revenue-attribution counterpart to skill 05: true ROAS by placement accounting for assists, view-through and attribution-window sensitivity. Stories and Reels often look unprofitable on 1-day click and very profitable on 7-day click — run both windows before cutting anything. Cadence: monthly.