# qdrant-mcp-ollama

> qdrant-mcp-ollama — michal7kw-qdrant-mcp-ollama. Use this tool when you need to perform efficient semantic search and retrieval across large codebases, solving problems such as code duplication detection and code reuse. It takes in codebase data stored in Qdrant and outputs relevant search results, utilizing Ollama models for GPU-accelerated embeddings. Ideal for use cases where rapid code discovery and navigation are crucial, such as in software development and maintenance.

Canonical page: https://skillsregistry.net/skills/michal7kw-qdrant-mcp-ollama  
JSON: https://api.skillsregistry.net/v1/skills/michal7kw-qdrant-mcp-ollama

## Description

Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-04

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-04

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/kml2wdsbda)
- **Repository:** <https://github.com/michal7kw/qdrant-mcp-ollama>

## 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": "michal7kw-qdrant-mcp-ollama"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/michal7kw-qdrant-mcp-ollama` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/michal7kw-qdrant-mcp-ollama/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