# better-qdrant-mcp

> Use this tool when you need to implement long-term memory and semantic search capabilities in your application, solving problems such as efficient knowledge retrieval and information management. It takes in text-based data and outputs relevant search results, utilizing Qdrant and OpenAI embeddings for accurate semantic searches. Ideal for use cases where complex knowledge management and retrieval are required, such as chatbots, virtual assistants, or content recommendation systems.

Canonical page: https://skillsregistry.net/skills/jtsang4-better-qdrant-mcp  
JSON: https://api.skillsregistry.net/v1/skills/jtsang4-better-qdrant-mcp

## Description

An MCP server that provides long-term memory and semantic search using Qdrant and OpenAI embeddings, with tools for storing, searching, and managing knowledge.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-09-03

## Facts

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

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/ipzh0dx68q)
- **Repository:** <https://github.com/jtsang4/better-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": "jtsang4-better-qdrant-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/jtsang4-better-qdrant-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/jtsang4-better-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