# rag-mcp

> rag-mcp — sakshipr14-multimodal-rag. Use this tool when you need to perform hybrid search and Q&A over documents, or query a knowledge base, and require a bridge to a multimodal RAG service for enhanced functionality. It solves problems related to information retrieval, document analysis, and knowledge base queries, providing tools for health checks and optimized performance. Ideal for use cases involving complex document analysis and multimodal querying, with inputs including documents and queries, and outputs comprising relevant search results and answers.

Canonical page: https://skillsregistry.net/skills/sakshipr14-multimodal-rag  
JSON: https://api.skillsregistry.net/v1/skills/sakshipr14-multimodal-rag

## Description

MCP bridge to a multimodal RAG service, enabling hybrid search and Q&A over documents with tools for knowledge base queries and health checks.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/jbdmeh5zzm)
- **Repository:** <https://github.com/sakshipr14/multimodal-rag>

## 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": "sakshipr14-multimodal-rag"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sakshipr14-multimodal-rag` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sakshipr14-multimodal-rag/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