# plain-sight

> plain-sight — mcp-tool-shop-org-plain-sight. Use this tool when you need to generate human-like image descriptions, extract text from images via OCR, or create captions for datasets. It provides prose captions, OCR, and LoRA dataset caption sidecars through the Florence-2 model, ensuring deterministic decoding and honesty contract. Ideal for applications requiring accurate and reliable image description generation, such as accessibility features or content analysis.

Canonical page: https://skillsregistry.net/skills/mcp-tool-shop-org-plain-sight  
JSON: https://api.skillsregistry.net/v1/skills/mcp-tool-shop-org-plain-sight

## Description

A local MCP server for generative image description, providing prose captions, OCR, and LoRA dataset caption sidecars via Florence-2, with deterministic decoding and an honesty contract.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-04

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** media
- **Updated:** 2026-09-04

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/fdtw9shmtx)
- **Repository:** <https://github.com/mcp-tool-shop-org/plain-sight>

## 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": "mcp-tool-shop-org-plain-sight"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/mcp-tool-shop-org-plain-sight` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/mcp-tool-shop-org-plain-sight/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