vision-index

Index detailed vision capabilities and route provider selection for image analysis.

Updated Jan 9, 2026
One-click install
npx skills add https://github.com/42atom/msgcode --skill vision-index
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: vision-index
Source: https://github.com/42atom/msgcode/tree/main/src/skills/runtime/vision-index
Command: npx skills add https://github.com/42atom/msgcode --skill vision-index

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The vision-index skill provides a provider-neutral index of detailed visual capabilities, separating capability discovery from execution so models can decide when to use native vision, which provider to invoke, and which documentation to consult.

Core Features & Use Cases

  • Detailed vision capability indexing that guides when to apply native versus provider-based vision and which instruction set to follow.
  • Provider selection and guidance: directs the model to the appropriate vision provider and the corresponding manuals.
  • Usage scenarios: when deep image analysis is required beyond system previews, such as extracting text from images, reading tables, or identifying UI elements.

Quick Start

Read the skills index at ~/.config/msgcode/skills/index.json and follow the provider-specific instruction to apply the appropriate vision capability.

Frequently Asked Questions about vision-index

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

FAQPage Schema
What is provider-neutral image understanding and how does it route vision capabilities?

Provider-neutral image understanding indexes detailed visual capabilities and separates capability discovery from execution, guiding models on when to apply native vision, which provider to invoke, and which documentation to consult.

How do I route deep image analysis tasks like extracting text or reading tables to the right vision provider?

Read the skills index at ~/.config/msgcode/skills/index.json and follow the provider-specific instructions to apply the appropriate vision capability for extracting text, reading tables, or identifying UI elements.

When do I need a vision capability index instead of relying on system previews for image analysis?

A vision capability index is needed when deep image analysis is required beyond system previews, such as extracting text from images, reading tables, or identifying UI elements with standardized guidance.

Does this image understanding index support standardized guidance documents for provider orchestration?

Yes, the image understanding index satisfies requirements for clear separation of control, provider orchestration, and standardized guidance documents across various vision providers.

Best way to decide between native vision and provider-based vision for analyzing images?

Use the vision index to evaluate detailed vision capability indexing, which guides when to apply native versus provider-based vision and which instruction set to follow for optimal image analysis.

Limitations of relying on system previews for deep image understanding tasks?

System previews lack the depth required for detailed image analysis, making a provider-neutral capability index necessary to route tasks like text extraction and UI element identification to appropriate vision providers.