# w3-mcp-server-qdrant

> Use this tool when you need to perform efficient vector search and querying with advanced techniques like query expansion and reranking. It solves problems related to complex querying and information retrieval, particularly in applications requiring semantic search and embedding-based databases. The tool takes in queries and vector embeddings as inputs and outputs relevant search results, making it ideal for use cases involving dense vector databases and AI-powered search systems.

Canonical page: https://skillsregistry.net/skills/famtong8-dev-w3-mcp-server-qdrant  
JSON: https://api.skillsregistry.net/v1/skills/famtong8-dev-w3-mcp-server-qdrant

## Description

Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and reranking.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ceztq4fdn2)
- **Repository:** <https://github.com/famtong8-dev/w3-mcp-server-qdrant>

## 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": "famtong8-dev-w3-mcp-server-qdrant"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/famtong8-dev-w3-mcp-server-qdrant` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/famtong8-dev-w3-mcp-server-qdrant/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