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Ranked shortlist · 10 of 45 vehicle parts shops
Best vehicle parts shops in Monterrey
The 10 most notable vehicle parts shops in Monterrey, 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
AutoZone Refacciones
Av. José Vasconcelos 602
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.282, percentile 100 of 45
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2
Energy Acumuladores Centro Monterrey - Matriz
Alanis Valdez 2314
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.276, percentile 97.73 of 45
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3
Refacciones Artica
Xicoténcatl 995
289 m from Edison, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.242, percentile 95.45 of 45
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4
Prodynamics
Boulevard Licenciado Gustavo Díaz Ordaz 103
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 1.00 · rank score 2.236, percentile 93.18 of 45
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5
Refaccionaria Treviño
Ph San Roque, Avenida Eloy Cavazos 101
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.221, percentile 90.91 of 45
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6
Taller de Radiadores Alvarez
calle de los zenzontles 330, san jemo
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.207, percentile 88.64 of 45
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7
Todo Refacciones
Jose Maria Arteaga 948
431 m from Central, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.197, percentile 86.36 of 45
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8
Renault Valle Oriente Servicios
Avenida Lazaro Cardenas 2221-A
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.187, percentile 84.09 of 45
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9
MRM
Av. Pino Suárez 454
702 m from Cuauhtémoc, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.183, percentile 81.82 of 45
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10
Refaccionaria González
Av Francisco I. Madero & Calle Luis Carvajal y de La Cueva
447 m from Del Golfo, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.159, percentile 79.55 of 45
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.
Station locations from Wikidata (CC0-1.0). Nearest station, not service: no frequency, timetable or departures.
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).