# Vault RAG MCP

> Vault RAG MCP — rickquant-vault-rag-mcp. Use this tool when you need to perform semantic search and retrieval over a local Markdown knowledge base. It solves problems related to information discovery and retrieval by providing heading-aware chunking and multilingual embeddings, enabling more accurate and efficient searches. The Vault RAG MCP server takes in Markdown files as input and outputs relevant search results, making it ideal for use cases where a read-only, localized knowledge base needs to be queried.

Canonical page: https://skillsregistry.net/skills/rickquant-vault-rag-mcp  
JSON: https://api.skillsregistry.net/v1/skills/rickquant-vault-rag-mcp

## Description

A read-only MCP server that enables semantic search and retrieval over a local Markdown knowledge base with heading-aware chunking and multilingual embeddings.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

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

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/y2hf5as524)
- **Repository:** <https://github.com/rickquant/vault-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": "rickquant-vault-rag-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/rickquant-vault-rag-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/rickquant-vault-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