# py-mcp-qdrant-rag

> Use this tool when you need to perform semantic search and generate text based on relevant information, as it solves problems of information retrieval and text generation by indexing documents and using vector databases. It takes in URLs, local directories, and embedding options as inputs, and outputs generated text and relevant search results. Ideal for use cases where contextual understanding and accurate information retrieval are crucial, such as question-answering and text summarization tasks.

Canonical page: https://skillsregistry.net/skills/amornpan-py-mcp-qdrant-rag  
JSON: https://api.skillsregistry.net/v1/skills/amornpan-py-mcp-qdrant-rag

## Description

Enables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.

## Trust

- **Trust score (0–1):** 0.23
- **Verification tier:** scanned
- **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/s66rp7le34)
- **Repository:** <https://github.com/amornpan/py-mcp-qdrant-rag>

## 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": "amornpan-py-mcp-qdrant-rag"
    }
  }
}
```

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