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Head to head

SEO Tools: XMLRiver SERP (Google + Yandex) vs Glassypic

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

SEO Tools: XMLRiver SERP (Google + Yandex)io.github.antohins/seo-tools-mcp-xmlriver
B
No reviews yet

Google & Yandex SERP, image/news verticals and URL indexation checks via XMLRiver (read-only).

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Glassypicio.github.onepunchtechnology/glassypic
A
No reviews yet

AI image processing: upscale, resize, crop, compress, convert file format, and generate SEO metadata

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (83 and 90 out of 100). Glassypic is hosted and callable through the gateway; SEO Tools: XMLRiver SERP (Google + Yandex) runs on your own machine.

 SEO Tools: XMLRiver SERP (Google + Yandex)Glassypic
User ratingNo reviews yetNo reviews yet
Safety gradeB83/100A90/100
AdoptionGrowingGrowing
GitHub stars32
Downloads / week3431
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools83
Write actions——
Price per callFreeFree
LicenceMITMIT
Last release2026-09-182026-08-08
CategorySEOSEO

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