# Multimodal RAG MCP Server

> Use this tool when you need to integrate a personal knowledge base with an AI assistant, enabling hybrid search across code, documents, and images to retrieve and answer questions from your own files during conversations. It solves problems of limited knowledge access and provides a personalized interface for AI assistants to tap into user-specific data. Ideal for use cases where customized and secure information retrieval is essential.

Canonical page: https://skillsregistry.net/skills/brett-hardiman-multi-modal-rag-project  
JSON: https://api.skillsregistry.net/v1/skills/brett-hardiman-multi-modal-rag-project

## Description

Connects Claude to a personal knowledge base with hybrid search over code, documents, and images. Allows the AI assistant to retrieve and answer from your own files during conversations.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** media
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/iyc82wsls3)
- **Repository:** <https://github.com/brett-hardiman/multi-modal-rag-project>

## 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": "brett-hardiman-multi-modal-rag-project"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/brett-hardiman-multi-modal-rag-project` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/brett-hardiman-multi-modal-rag-project/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