Mmcp.market

Head to head

Google Ads Transparency Center Scraper vs Semiotic

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

Google Ads Transparency Center Scraperio.github.brenton-keller/google-ads-transparency-center
C
No reviews yet

Google Ads by domain or brand: creatives, formats, dates; or bulk-check which domains advertise.

Full listing
Semioticio.github.nteract/semiotic
B
No reviews yet

Verified React chart generation: select, validate, repair, render, and inspect charts through MCP.

Full listing

The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Semiotic (82/100 against 67). Semiotic has noticeably more public adoption.

 Google Ads Transparency Center ScraperSemiotic
User ratingNo reviews yetNo reviews yet
Safety gradeC67/100B82/100
AdoptionNewWidely used
GitHub stars–2.7k
Downloads / week–4.2k
Runs whereHosted (remote)Hosted (remote)
Gateway-readyYesYes
Tools——
Write actions——
Price per callFreeFree
Licence—Apache-2.0
Last release—2026-09-19
CategoryEverything elseEverything else