# qdrant-loader-mcp-server

> qdrant-loader-mcp-server — cbtw-apac-qdrant-loader. Use this tool when you need to perform semantic search and document relationship analysis on vectorized content. It enables AI development tools to interact with Qdrant databases, solving problems related to complex data querying and relationship mapping. The tool accepts vectorized content as input and outputs relevant search results and document relationships, ideal for use cases involving dense vector databases and neural network-based search.

Canonical page: https://skillsregistry.net/skills/cbtw-apac-qdrant-loader  
JSON: https://api.skillsregistry.net/v1/skills/cbtw-apac-qdrant-loader

## Description

Enables AI development tools to perform semantic search and document relationship analysis on vectorized content stored in Qdrant databases.

## Trust

- **Trust score (0–1):** 0.66
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ubk83l0q8b)
- **Repository:** <https://github.com/cbtw-apac/qdrant-loader>

## 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": "cbtw-apac-qdrant-loader"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/cbtw-apac-qdrant-loader` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/cbtw-apac-qdrant-loader/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