Ranked shortlist · 10 of 16 vehicle parts shops
Best vehicle parts shops in Semarang
The 10 most notable vehicle parts shops in Semarang, 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
ARS Exhaust
Pasar Barito Baru Kios No, RW.2
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.429, percentile 100 of 16
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2
AIS Aki Semarang
Jl. Jati Raya No.23
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.319, percentile 93.33 of 16
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3
Otobox Indonesia
Jalan Brigjen S Sudiarto 308
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.271, percentile 86.67 of 16
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4
Aki Menyanan Sudirman
Jl. Jenderal Sudirman No.77
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.191, percentile 80 of 16
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5
HSR Wheel Yellow Flag
JL. Moch Ihsan No.68, RT.02/RW.04
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 2.165, percentile 73.33 of 16
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6
Outlander Modification Semarang
Outlander Modification - Toko Ban & Velg Mobil Semarang.Jl. Brigjen Sudiarto No.km. 11/52, Penggaron Kidul, Kec. Pedurungan, Kota Semarang, Jawa Tengah
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.058, percentile 66.67 of 16
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7
Peredam per mobil dan motor Pro Shock Sport Damper
Jalan Sawah Besar 10
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 1.983, percentile 60 of 16
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8
Barkhoyya Velg
Perum BPD 3 2
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.93 · rank score 1.885, percentile 53.33 of 16
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9
UTAMA MOTOR pudakpayung
Jalan Perintis Kemerdekaan 37a
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.97 · rank score 1.868, percentile 46.67 of 16
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10
Surya Kencana Motor
Jl. Jenderal Sudirman No.165
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.93 · rank score 1.857, percentile 40 of 16
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).