Updated October 2026

The 10 best Qdrant MCP servers

The best Qdrant MCP servers in October 2026 are Qdrant MCP Server, Embarsy Qdrant MCP, Better Qdrant MCP Server. Qdrant MCP Server is the most widely used; Qdrant Memory is the most actively updated; Codex Pets Registry is a good pick if you need a hosted server that also works in ChatGPT.

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Qdrant MCP Server

mhalder

★ 36LocalUpdated 4 months ago

MCP server for semantic search using local Qdrant and Ollama (default) with support for OpenAI, Cohere, and Voyage AI

Install Details

Embarsy Qdrant MCP

arsenyganov-pixel

★ 4LocalUpdated 6 days ago

Codebase-indexing MCP server for Embarsy — semantic code search over a local Qdrant + OpenAI-compatible embeddings stack. Routes embeddings and Qdrant through Embarsy's proxy so auth and Monitoring counters just work.

Install Details

Better Qdrant MCP Server

wrediam

★ 4LocalUpdated 4 months ago

MCP server for enhanced Qdrant vector database functionality

Install Details

Qdrant API MCP

Faction-V

★ LocalUpdated

Model Context Protocol server for Qdrant Collections & Points APIs

Install Details

Qdrant MCP

avaazquezz

★ 1LocalUpdated 9 days ago

MCP server that wraps the Qdrant vector database API as tools.

Install Details

Qdrant Memory

cnkang

★ 1LocalUpdated yesterday

Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.

Install Details

Qdrant RBAC

Fidonis

★ 0LocalUpdated yesterday

Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.

Install Details

MCP Server Qdrant

hlos-ai

★ LocalUpdated

MCP server for qdrant integration

Install Details

Codex Pets Registry

pets

★ RemoteUpdated

Search, preview, install community Codex pet packs, and discover the pet request flow.

Install Details

Gravity AI UI

ydb-qdrant

★ RemoteUpdated

Search public Gravity AI UI drafts and generate Gravity UI interface payloads.

Install Details

See every one in Qdrant.

Questions

How did you rank these Qdrant MCP servers?

Only maintained, original projects are listed. They are ranked by GitHub stars, with recent activity shown next to each. The list updates daily. See how we list and rank.

Which Qdrant MCP servers work in ChatGPT?

ChatGPT needs a remote server with a URL. Codex Pets Registry, Gravity AI UI offer one.