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Meta Ad Library Scraper · gooseworks-ai | DecimalAI

marketingby gooseworks-ai

Meta Ad Library Scraper

gooseworks-ai/meta-ad-scraper

Source gooseworks-ai/goose-skills ↗License MIT

Scrape competitor ads from Meta's Ad Library (Facebook, Instagram, Messenger, Threads, WhatsApp). Search by company name, Facebook Page URL, or keyword. Returns ad creatives, spend estimates, reach, impressions, and campaign details.

SkillScore86Maintained

Automatic

Marketing & Content pack

Last verified 8/16/2026

What it changes

Passed 17 of 20 test cases with the skill, and 10 of 20 without it.

Without skill50%

With skill86%

Checks it passed that the model alone missed

Specifies --page-url.
States $5 per 1,000 ads.
Includes --ad-status all.

and 8 more in the full report

8 fixed11 passed either way3 still failing0 broke

Pass-rate lift: +36 pp
Tokens: +32%
Agent turns: 0%
Response time: -58%

Model gemini-3.6-flashMeasured 8/16/2026v119 of 22 cases passed with skill · 20 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/gooseworks-ai-meta-ad-scraper/SKILL.md https://app.decimal.ai/s/gooseworks-ai-meta-ad-scraper/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add gooseworks-ai-meta-ad-scraper, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/gooseworks-ai-meta-ad-scraper/ and pins it in .decimal/skills.lock

decimalai skills add gooseworks-ai-meta-ad-scraper

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/gooseworks-ai-meta-ad-scraper/SKILL.md https://app.decimal.ai/s/gooseworks-ai-meta-ad-scraper/SKILL.md

Raw file: /s/gooseworks-ai-meta-ad-scraper/SKILL.md ↗ · machine-readable summary at /s/gooseworks-ai-meta-ad-scraper.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

Before running the Meta ad lookup CLI, what environment variable must hold the API key for backend execution?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies APIFY_API_TOKEN.	Missed	Passed

case-07 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md131 lines2 filesincludes scripts

Meta Ad Library Scraper

Scrape ads from Meta's Ad Library using the Apify apify/facebook-ads-scraper actor. Covers Facebook, Instagram, Messenger, Threads, and WhatsApp.

Quick Start

Requires APIFY_API_TOKEN env var (or --token flag). Install dependency: pip install requests.

# Search ads by company name
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "Nike"

# Search with country filter
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "Shopify" --country US

# Search by keyword (broader than company name)
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "project management software"

# Limit results
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "HubSpot" --max-ads 20

# Search by Facebook Page URL directly
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --page-url "https://www.facebook.com/nike"

# Only active ads (default), or all ads
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "Salesforce" --ad-status all

# Human-readable summary
python3 skills/meta-ad-scraper/scripts/search_meta_ads.py \
  --company "Stripe" --output summary

How It Works

Track record

Benchmark

17 / 20

test cases passed, vs 10 / 20 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

gooseworks-ai / goose-skills

skills/ads/capabilities/meta-ad-scraper/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 1 file · scripts

Other skills for the same job

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gooseworks-ai/google-ad-scraperScrape competitor ads from Google Ads by domain. Returns ad creatives, formats, and campaign details. Use for competitive ad research and messaging analysis.Close match+70 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Meta Ad Library Scraper

Quick Start

How It Works

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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