Context.dev
imageScrape without managing proxies
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YC S26 · Meta Ads
We give AI agents realtime web context via API
28 saved ads · one primary angle per ad.
View all creatives8 of 28 ads contain video.
Button captured for 28 of 28 ads.
Days old when observed · n=28.
Median 20.3s · 8 unique videos.
Labels can overlap · n=28 saved ads.
No exact copy repetition in the saved selection.
Based on 28 saved ads, observed 2026-10-19. This is a curated selection capped at 50 ads, not a random sample. Percentages describe saved ads, not impressions or budget.
Angles are assigned automatically using rules written specifically for Context.dev. Rules run in order: first match in the headline, then in the body. This classifies saved copy; it does not include scene analysis or video transcription.
Formats are based on saved files. Multiple images alone do not confirm a carousel. Ad age uses 28 known start dates; 0 are unknown. Days are measured from Meta’s start date to each ad’s recorded observation date. Age does not establish continuous delivery or profitability.
Video duration was measured from MP4 metadata for 8 of 8 unique video files. Exact duplicates count once. CTA labels are captured button text, not verified user actions; unknown labels are included in the distribution.
Offer signals detect words in saved body copy and headlines. Labels overlap and are not verified advertising claims. Unsaved variants may use different formats and CTAs.
Distinct media sets use exact file SHA-256 hashes: 28 sets, with 0 repetitions beyond the first occurrence. Visually similar variants may have different hashes. Text comparison ignores URLs, letter case and extra whitespace. Different headlines count as different text. Repeated copy does not prove a controlled A/B test.
Impressions, spend, CTR, conversions and ROAS are unavailable. A single snapshot cannot establish stopped ads, growth or turnover. Ad count is not campaign count.
storefront|pricing|product page|product detailssignup|enriched|work email\bsearch|ground|cite|Claudeprox|hardest|hard pages|difficult|different scraper|broken|fixing|captcha|block|scraping infra|scraper.*fail|troubleshootMarkdown|every format|JSON|structuredagent|AI|web|scrap|URLCreative archive
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