# PDF Inline Image RAG MCP

> Use this tool when you need to extract and organize visual content from PDFs, enabling AI agents to search and caption inline images. It solves problems of image discovery and full-text search in PDFs, providing a searchable SQLite database as output. The tool takes PDFs as input and returns a database with text, image placeholders, and saved captions, ideal for use cases requiring AI-driven image analysis and captioning.

Canonical page: https://skillsregistry.net/skills/joncallim-pdf-inline-image-rag-mcp  
JSON: https://api.skillsregistry.net/v1/skills/joncallim-pdf-inline-image-rag-mcp

## Description

Builds searchable SQLite databases from PDFs, preserving inline image locations for AI agents to discover and caption visual content. Supports full-text search over text, image placeholders, and saved captions.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/yjolhzb3pa)
- **Repository:** <https://github.com/Joncallim/pdf-inline-image-rag-mcp>

## 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": "joncallim-pdf-inline-image-rag-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/joncallim-pdf-inline-image-rag-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/joncallim-pdf-inline-image-rag-mcp/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