# MechanicML: Identify Car Parts — Identify car parts by photo > AI-powered car part identification and price comparison tool. (iPhone/iPad app by Francisco Salinas.) - Source: https://appshunter.io/ios/app/mechanicml-identify-car-parts/id6752443699 (this page in markdown: same URL + `.md`) - Developer: [Francisco Salinas](https://appshunter.io/developer/1808776228) - Category: Utilities, Shopping - Price: Free - Rating: 5.00/5 from 4 App Store ratings · 2 written reviews indexed - Age rating: 4+ - Requires: iOS 15.1 · 37 MB - Languages: American English - Released: 2025-09-22 - Data updated: 2026-08-22 - Monetization: free - User reviews in markdown: https://appshunter.io/ios/app/mechanicml-identify-car-parts/id6752443699/reviews.md ## What is MechanicML? MechanicML — Identify Car Parts With Your Phone Camera MechanicML uses advanced vision models and real-time data to instantly identify car parts from a single photo. No more guessing part numbers, digging through catalogs, or ordering the wrong part. Just snap, identify, and compare. How it Works 1. Scan or enter your VIN for precise fitment (recommended) 2. Take a clear photo of the part you need 3. Get instant AI identification with part numbers, description, and manufacturer 4. Compare prices across trusted retailers in seconds Key Features • Instant Part Recognition: Snap a photo and get an accurate match powered by computer vision • VIN Integration: Scan your vehicle VIN for make, model, and trim specific fitment • AI Verified Listings: View exact matches and compatible alternatives across multiple suppliers • Price Comparison: Instantly compare pricing and availability to get the best deal • Shareable Results: Send identified parts to mechanics, sellers, buyers, or friends • Location Based Availability (Coming Soon): Check which stores near you have the part in stock Perfect For • DIY mechanics and car enthusiasts • Professional mechanics and body shops • Fleet managers and maintenance teams • Anyone who needs fast, accurate part identification Why MechanicML? Finding the right part should not be a guessing game. MechanicML identifies the part, finds trusted matches, and compares prices so you can fix faster and buy smarter. No expertise required. Just take a photo and let the AI do the rest. ## Key features - Instant AI part recognition from photos - VIN scanning for precise fitment - Compare prices across retailers - AI-verified part listings - Shareable identification results ## Recent user reviews (2 of 2) All indexed reviews: https://appshunter.io/ios/app/mechanicml-identify-car-parts/id6752443699/reviews.md ### 5/5 — AMAZING! *2025-10-22* This app has been great and solved many issues i’ve had. ### 5/5 — Works great *2025-09-25* I had a cracked piece of plastic on a sensor, I downloaded mechanic AI snapped a pic and boom it told me it was my Mass Air Flow Sensor. App works amazing! ## Frequently asked questions about MechanicML ### What is MechanicML? MechanicML is a free utility app that uses AI to identify car parts from a photo. It provides part numbers, descriptions, and allows you to compare prices from various retailers. ### How does MechanicML identify car parts? MechanicML uses advanced vision models to analyze a photo of a car part. You can also scan your VIN for more precise fitment information, ensuring accurate identification. ### Can MechanicML help me find the best price for a part? Yes, MechanicML includes a price comparison feature that allows you to instantly compare pricing and availability from trusted retailers, helping you get the best deal. ### Is MechanicML available on all devices? MechanicML is currently supported on iPhone, iPad, and iPod devices, running on iOS. ### What is the age rating for MechanicML? MechanicML has an age rating of 4+, making it suitable for a wide range of users. ### How often is MechanicML updated? The latest version of MechanicML is 1.0.3, and it was last updated on November 20, 2025. Updates typically bring new features and improvements. ### Does MechanicML have ads? No, MechanicML is ad-free, allowing for an uninterrupted user experience while identifying car parts and comparing prices. ### What do users think of MechanicML? MechanicML has received excellent user feedback, holding a rating of 5.0 stars from 4 ratings, indicating high user satisfaction. ## Version history (last 4 releases) ### 1.0.4 — 2026-08-20 PART IDENTIFICATION • More accurate automotive part identification • Improved recognition of visually similar parts and components • Reduced scan-to-result processing time PARTS SEARCH • Results are ranked by evidence: matching part numbers, your vehicle, and part details • Vehicle engine information is now used to find parts that fit your specific configuration • Repeat searches now return near-instantly • Improved listing relevance and search completion reliability • Added automatic retry handling for temporary search-provider failures • Part numbers are no longer treated as exact search requirements unless verified • Listing part numbers are now displayed only when supported by retailer information VEHICLE FITMENT • Listings now clearly indicate when compatibility has not been verified, instead of showing unconfirmed fitment claims • Added a reminder when searching without a vehicle selected — adding your VIN improves match quality FEEDBACK & REVIEWS • Rate a listing with a quick thumbs up or down after viewing it — your feedback directly improves future search results • Improved feedback reliability after part identification STABILITY • Improved continuity across VIN scanning, photo capture, identification, and results • Updated core dependencies for improved iOS stability and compatibility • Additional performance improvements and bug fixes throughout the app KNOWN BUGS • Some small or tightly framed components may lose identifying details during image processing For best results, photograph the entire part, keep it centered, and leave some space around its edges. You can edit the identification before searching if the detected part is incorrect. ROADMAP • Preparing verified vehicle-fitment data, OEM part-number matching, and expanded retailer coverage ### 1.0.3 — 2025-11-20 What’s New in Version 1.0.3 SAVE & HISTORY • All part scans are automatically saved • Tap the heart to save any part listing • New Saved Listings screen with thumbnails, price ranges, and fitment notes • Swipe-to-delete added for easier cleanup SHARE LISTINGS • New Share button on all saved listings • Generates a clean results card with part name, price range, retailer logos, and vehicle fitment • Quick actions: Save Image, Copy Link, Share via the iOS share sheet UI & THEME UPDATE • Fully refreshed interface with a new black color scheme • Updated typography scale for better readability across screen sizes • Smoother transitions and reduced motion jank during navigation • Improved contrast and spacing in key screens for higher clarity RETAILER LOGOS • Added logos for AutoZone, O’Reilly, NAPA, eBay, RockAuto, Advance Auto Parts, CarParts.com, and PartsGeek for quick recognition VISUAL POLISH • New loading skeletons and progress indicators • Updated results layout for improved scan-to-match readability • Share cards optimized for social media at 1080 × 600 px • Refined button hit-areas to improve one-handed use KNOWN BUGS • Limited accuracy when sub-components display an assembly part number In some photos a small piece (e.g., a pulley or bracket) may show a stamped or printed number that actually belongs to the larger assembly it is attached to (such as an alternator). When this occurs, MechanicML can misidentify the item pictured as the larger assembly instead of the individual sub-component. We are working to improve this edge case, but for now please verify results when photographing parts that carry assembly-level markings. You have the option to edit the part identification before performing a product search. ROADMAP • Laying early groundwork for future marketplace functionality ### 1.0.2 — 2025-11-13 What's New in Version 1.0.2 Major Performance Improvements Lightning-Fast VIN Scanning • VIN detection is now 10x faster • Works reliably in any lighting condition • Hold your phone any way you like - portrait or landscape Better Part Identification • Higher quality image processing • More accurate part number detection • Improved recognition of brands and manufacturers Smarter User Experience • Better error messages to help you troubleshoot • Improved guidance for capturing clear photos Bug Fixes • Fixed image alignment issues • Better handling of network errors Thank you for using MechanicML! ### 1.0 — 2025-09-22 No release notes. ## Apps similar to MechanicML | App | Rating | Price | Category | | --- | --- | --- | --- | | [Gear Snap Car Parts AI Scanner](https://appshunter.io/ios/app/gear-snap-car-parts-ai-scanner/id6754518676) | — | Free | Utilities | | [axle - Car Health Tracker](https://appshunter.io/ios/app/axle-car-health-tracker/id6753998947) | 4.5 (116) | Free | Utilities | | [MECH AI: OBD2 Car Diagnostics](https://appshunter.io/ios/app/mech-ai-obd2-car-diagnostics/id6479862739) | 4.0 (111) | Free | Utilities | | [Car Scanner AI - FixioCar](https://appshunter.io/ios/app/car-scanner-ai-fixiocar/id6754289570) | — | Free | Utilities | | [AI Mechanic & Assistant: FIXR](https://appshunter.io/ios/app/ai-mechanic-and-assistant-fixr/id6753730348) | 4.5 (15) | Free | Utilities | | [Part Identifier Plus](https://appshunter.io/ios/app/part-identifier-plus/id6741009187) | 3.0 (2) | Free | Utilities | ## Related topics [car part identifier](https://appshunter.io/ios/topics/car-part-identifier) · [abossey okai](https://appshunter.io/ios/topics/abossey-okai) --- *Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-08-22.*