Pep Boys Auto Service & Tires
Auto Repair · Philadelphia, PA · 3.6 stars, 993 Google reviews · Scanned 9 Sep 2026, rubric 3.0.0
Ranked among the top 60 listings Google Places returned for this trade and city, not a complete census of the market.
minus 12 points: Working website
No website was audited for this business, so the 4 pillars scored from a site read 0 here: Findability, Content, Trust and AI visibility. That is a gap in the data, not a measurement of the site. Reputation is scored from the Google listing, so it is unaffected. The site not being readable is itself a failed table stake, and that costs 12 points.
This scored 10.6 before penalties, and the penalties come to 12. A total is not taken below 0, so it is held there. The pillar numbers below are the ones that were earned.
The one thing to fix first
The site answered with HTTP 403 instead of a page and refused this scan, so nothing on it could be checked. It scores as a failed website until a rescan reads it.
Everything found (1)
Table stakes
- Website CRITICALThe site answered with HTTP 403 instead of a page and refused this scan, so nothing on it could be checked. It scores as a failed website until a rescan reads it.
AI visibility
Measured as legibility: whether an assistant can read and understand the site. Assistants are not polled live.
No site was audited, so none of the checks behind this score could be run.
Ranked above: #59 Central Auto Service.
Is this your business? Corrections are free and unconditional.
If you would rather not have a page here, write to me and I will take it down. You do not need to give a reason and I will not ask for one. Your page and its share image come down and your name stops linking to anything. Your row in the ranking stays, because the ranking is built from Google's public listings and dropping one business would misstate the market for everyone else in it. Removals are done by hand, so allow up to seven days. A removal is permanent and a later scan does not undo it.
Correcting what a business publishes so assistants can read it properly is work I do for a fee. If that is useful to you, say so in the same email and I will tell you what it would take. If it is not, the scan stays free and public either way.
This row in the Auto Repair in Philadelphia, PA table · data.json · How this is scored