# qdrant-llamaindex-mcp-server

> Use this tool when you need to efficiently manage and query large collections of LlamaIndex documents stored in Qdrant vector databases. It solves problems related to search, retrieval, and collection management by providing automatic embedding model detection and extensive tools for querying and indexing documents. Ideal for use cases requiring scalable and accurate document retrieval, such as information retrieval, question answering, and data analysis.

Canonical page: https://skillsregistry.net/skills/azhang-qdrant-llamaindex-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/azhang-qdrant-llamaindex-mcp-server

## Description

An MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive tools for search, retrieval, and collection management.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-31

## Facts

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

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/d8hu02pwmb)
- **Repository:** <https://github.com/azhang/qdrant-llamaindex-mcp-server>

## 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": "azhang-qdrant-llamaindex-mcp-server"
    }
  }
}
```

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