# Vision Toolkit

> Vision Toolkit — leiming2333-vision-toolkit. Use this tool when you need to analyze and understand visual data, such as images and text within images, to solve problems like object detection, text extraction, and image generation. The Vision Toolkit provides a range of multimodal vision tools, including OCR, object detection, and image similarity analysis, with integration from leading AI providers. It accepts image inputs and returns analyzed data, such as detected objects, extracted text, and generated images.

Canonical page: https://skillsregistry.net/skills/leiming2333-vision-toolkit  
JSON: https://api.skillsregistry.net/v1/skills/leiming2333-vision-toolkit

## Description

Provides multimodal vision MCP tools for image analysis, OCR, object detection, text-to-image generation, and image similarity, integrating OpenAI, Qwen, and Gemini.

## Trust

- **Trust score (0–1):** 0.65
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** media
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/vifx8f90jq)
- **Repository:** <https://github.com/leiming2333/Vision-Toolkit>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "leiming2333-vision-toolkit"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/leiming2333-vision-toolkit` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/leiming2333-vision-toolkit/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt