# Qdrant MCP Server

> Use this tool when you need to store and retrieve information based on semantic similarity, enabling efficient search and retrieval of complex data. It solves problems related to information retrieval, recommendation systems, and data analysis by providing a vector database with configurable embedding providers. The Qdrant MCP Server takes in vector embeddings as input and outputs relevant information based on similarity scores, making it ideal for use cases involving natural language processing, image recognition, and more.

Canonical page: https://skillsregistry.net/skills/andrewlwn77-qdrant-mcp  
JSON: https://api.skillsregistry.net/v1/skills/andrewlwn77-qdrant-mcp

## Description

Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.

## Trust

- **Trust score (0–1):** 0.95
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/fdg3me60va)
- **Repository:** <https://github.com/andrewlwn77/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": "andrewlwn77-qdrant-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/andrewlwn77-qdrant-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/andrewlwn77-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