photo-diagnosis

Analyze vehicle photos to identify mechanical issues, damage, and wear.

1|1|Updated Nov 21, 2025
One-click install
npx skills add https://github.com/hmls-autos/hmls --skill photo-diagnosis
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: photo-diagnosis
Source: https://github.com/hmls-autos/hmls/tree/main/apps/agent/.skills/photo-diagnosis
Command: npx skills add https://github.com/hmls-autos/hmls --skill photo-diagnosis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps diagnose vehicle mechanical issues, wear and tear, and damage by analyzing customer-provided photos, reducing the need for immediate in-person inspections.

Core Features & Use Cases

  • Visual Inspection: Analyzes photos of tires, brakes, engine bay, exhaust, and body for specific signs of damage or wear.
  • Damage Identification: Detects issues like tread wear patterns, fluid leaks, belt cracks, rust, and dents.
  • Use Case: A customer sends a photo of a leaking engine. This skill can identify the type of fluid and potential source of the leak based on the visual evidence.

Quick Start

Use the photo-diagnosis skill to analyze the attached image of the car's tire.

Frequently Asked Questions about photo-diagnosis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I diagnose vehicle damage and mechanical issues from photos?

Photo analysis for automotive repair identifies mechanical issues like fluid leaks, tread wear, and rust from vehicle images. It analyzes tires, brakes, engine bays, exhaust systems, and bodywork to provide severity ratings and recommended actions.

Can a visual assessment detect specific automotive repair problems like fluid leaks?

Visual assessment detects automotive repair problems like fluid leaks by analyzing photo evidence. It identifies fluid types and potential leak sources from images of engine bays, exhaust systems, tires, brakes, and bodywork.

What vehicle components can I inspect using photo analysis?

Photo analysis inspects tires, brakes, engine bay, exhaust systems, and bodywork to identify damage and wear. It detects visual signs like tread patterns, fluid leaks, belt cracks, rust, and dents to generate severity ratings and recommended actions.

Does vehicle photo inspection provide severity ratings and recommended actions for mechanical issues?

Vehicle photo inspection provides severity ratings and recommended actions for identified mechanical issues. It reports evidence of damage or wear, enabling automotive repair prioritization without requiring immediate in-person physical inspections.

When should I use photo diagnosis instead of an in-person vehicle inspection?

Use photo diagnosis to identify vehicle mechanical issues, wear, and damage remotely without immediate in-person inspection. It works best for analyzing visible problems like tread wear, fluid leaks, rust, and dents from customer-provided images.