# qdrant-mcp-hybrid

> Use this tool when you need to enable multi-tenant semantic search across isolated client collections, solving problems of secure and efficient information retrieval. It integrates Qdrant, LM Studio embeddings, and advanced document processing to provide a robust search functionality. Ideal for use cases requiring secure, tenant-isolated search capabilities with advanced natural language processing features.

Canonical page: https://skillsregistry.net/skills/marlian-claude-qdrant-mcp  
JSON: https://api.skillsregistry.net/v1/skills/marlian-claude-qdrant-mcp

## Description

Enables multi-tenant RAG with Qdrant, LM Studio embeddings and summaries, and advanced document processing for semantic search across isolated client collections.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **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/g0n298ge1m)
- **Repository:** <https://github.com/marlian/claude-qdrant-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": "marlian-claude-qdrant-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/marlian-claude-qdrant-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/marlian-claude-qdrant-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