# vault-rag-mcp

> Use this tool when you need to enhance your Obsidian Second Brain vault with semantic search capabilities, solving problems of information discovery and knowledge retrieval. It utilizes self-hosted Qdrant and Google Gemini embeddings to provide accurate search results, accepting vault data as input and outputting relevant information. Ideal for users seeking to unlock hidden connections within their personal knowledge base.

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

## Description

MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-31

## Facts

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

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/yhzn5y6xp9)
- **Repository:** <https://github.com/fjacquet/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": "fjacquet-vault-rag-mcp"
    }
  }
}
```

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