video-diagnosis

Analyze vehicle videos for motion-based issues and audio-visual diagnosis.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps diagnose vehicle mechanical issues by analyzing video footage provided by customers, identifying problems that are visible or audible when the vehicle is in motion.

Core Features & Use Cases

  • Visual & Audio Analysis: Analyzes video frames and audio tracks to detect specific symptoms like vibrations, smoke, or unusual noises.
  • Motion-Based Diagnosis: Focuses on issues that manifest during vehicle operation, such as steering wheel shake, body vibrations, or drivetrain clunks.
  • Use Case: A customer sends a video of their car making a rattling noise at idle. This Skill can analyze the audio and visual cues to suggest potential causes like a loose exhaust hanger or an engine misfire.

Quick Start

Analyze the provided video for any signs of steering wheel vibration at highway speeds.

Frequently Asked Questions about video-diagnosis

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

FAQPage Schema
How do I diagnose vehicle mechanical issues from a video?

To diagnose vehicle mechanical issues from a video, the footage is analyzed for motion-based problems and combined audio-visual cues. It identifies vibration patterns, steering anomalies, exhaust smoke, and dashboard warning lights by extracting key frames and transcribing audio.

Can audio transcription and video analysis detect suspension dynamics?

Yes, audio transcription and video analysis detect suspension dynamics by extracting key frames and audio tracks from vehicle footage. This process assesses motion-based issues like body vibrations, steering behavior anomalies, and unusual drivetrain sounds.

What is the best way to identify steering wheel vibration from car video footage?

The best way to identify steering wheel vibration from car video footage is through motion analysis. This process evaluates visual cues during vehicle operation to detect specific steering behavior anomalies and suggests potential mechanical causes.

Does video vehicle diagnosis work for exhaust smoke characteristics and engine misfires?

Video vehicle diagnosis works for exhaust smoke characteristics and engine misfires by analyzing combined audio-visual data. It transcribes drivetrain sounds and extracts key frames to assess visible symptoms and audible rattling noises.

What types of automotive repair problems can be diagnosed through motion analysis?

Motion analysis diagnoses automotive repair problems that manifest during vehicle operation, such as steering wheel shakes, body vibrations, and drivetrain clunks. It evaluates visual and audio cues to identify these specific mechanical issues.

Are there limitations to diagnosing mechanical issues using only video footage?

Diagnosing mechanical issues using video footage is limited to symptoms that are visible or audible during motion. It cannot detect internal engine failures or static electrical faults that do not produce visible vibrations, smoke, or unusual noises.