Ranked shortlist · 10 of 15 car repair and service shops
Best car repair and service shops in Guarulhos
The 10 most notable car repair and service shops in Guarulhos, in rank order. The order is curation quality — how well attested and how complete each record is — not popularity, and no place on this list paid to be on it.
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1
Zero 20 Garage
Avenida Laura Gomes Hannickel, 153
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.344, percentile 100 of 15
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2
Speed Vistorias
R. Ari da Silva, 151 - B
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.332, percentile 92.86 of 15
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3
Casa do Óleo Mairiporã
Avenida Leonor de Oliveira, 335
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.296, percentile 85.71 of 15
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4
Pneus Mairiporã
Avenida Antônio de Oliveira, 140
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.266, percentile 78.57 of 15
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5
Barreta Pneus
Rua Boaventura, 45
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.265, percentile 71.43 of 15
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6
Leo Auto Vidros Auto Elétrico
Rua São João, Estr. Capuavinha, 392
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.033, percentile 64.29 of 15
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7
Project Racing Preparações
Al. das Sibipirunas, 20
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.93 · rank score 1.922, percentile 57.14 of 15
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8
Estética Automotiva Express
R. Paulo José, 55
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.99 · rank score 1.844, percentile 50 of 15
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9
Mil Milhas Funilaria e Pintura
R. Colina do Sol, 560
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.98 · rank score 1.815, percentile 42.86 of 15
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10
Rigor Centro Automotivo
R. Padre Celestino André Trevisan, 25
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.97 · rank score 1.708, percentile 35.71 of 15
How this list is made
Every place in this group was scored by the same model, with each term z-normalised inside the group and capped, so a famous chain cannot win by being famous everywhere. The weights, verbatim:
- attestation by independent providers
- +0.35
- record completeness (website, phone, address)
- +0.25
- Overture existence confidence
- +0.20
- Michelin designation (Wikidata, CC0)
- +0.40
- brand fame (Wikidata sitelinks)
- −0.15
- same-name chain collision
- −0.30
Curation quality, not popularity: how well attested and how complete a record is.
No licensable popularity signal; this ranks curation quality, not taste
Independent check: 5,951 places listed in Wikivoyage (CC BY-SA 4.0; validation only, never published or scored) were matched to our records by name within 250 m. Across the 5,651 that fall in groups of at least 10, the median matched place sits at percentile 73 and 24.2% are in the top decile, against 10% by chance; five families have enough anchors to report (arts, food and drink, lodging, shopping, sport), while health care (5), lifestyle services (17), travel (26) have too few and are not validated. A match needs both the guide and the catalogue to name the same place, which favours well-attested places — a term this rank itself rewards — so these are lower bounds; Michelin's 528 in-group anchors have a median percentile of 100, but that is partly circular: across the Wikivoyage matches, the 17 that also carry the designation term this rank scores sit at 99.93, against 72.55 for the 5,934 without it.
The catalogue carries no rating, review count, price or opening hours, so this file has none.
Nobody paid for placement: no ads, no sponsored results, no ratings for sale.
Data: AllThePlaces (CC0-1.0), BrightQuery (CDLA-Permissive-2.0), DAC (CDLA-Permissive-2.0), Foursquare Open Source Places (Apache-2.0), Meta (CDLA-Permissive-2.0), Microsoft (CDLA-Permissive-2.0), Overture Maps Foundation (CDLA-Permissive-2.0), PinMeTo (CDLA-Permissive-2.0), RenderSEO (CDLA-Permissive-2.0).