Integrate Qdrant with Claude, Cursor, Chatbots & AI Agents MCP Server

Empower your AI to interact directly with your Qdrant vector database — query clusters, perform similarity searches, and manage collections effortlessly.

GDPR Free for Subscribers

Compatible with every major AI agent and IDE

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

+ other MCP clients

action

Count on Qdrant

Counts the total number of points in a collection

action

Delete on Qdrant

This action is irreversible. Deletes specific points from a collection

get

Get collection on Qdrant

Retrieves detailed information about a specific collection

get

Get points on Qdrant

Retrieves specific points by their IDs

list

List collections on Qdrant

Lists all collections in the Qdrant instance

action

Scroll on Qdrant

Returns points with their payloads. Scrolls through points in a collection, useful for pagination

action

Search on Qdrant

You must provide a JSON array of floats for the query vector. Performs a nearest neighbor vector search in a collection

Security & Code Integrity Audit

Every tool in the Qdrant MCP Server is continuously audited by the Vinkius Security Engine. We guarantee zero-trust payload isolation, strict data boundaries, and deterministic execution for enterprise-grade AI agents.

A+Score: 100

How Vinkius protects your data

Can I set different limits for each virtual assistant on my team?

Absolutely. You have full control in our command center. You can create an AI agent that only "reads" data so the support team can answer questions, and another superpowered agent that can "edit" and "create" information exclusively for your operations team. Each AI gets exactly the level of access you allow.

Can I audit what my AI agents are doing with this integration?

Yes, Vinkius provides an immutable, HMAC-chained audit log. Every tool execution, payload, and response is tracked in real-time on your dashboard, giving you complete visibility into your agent's actions.

Does it support deleting vectors?

Yes. If an embedding got corrupted or references dropped articles, use the delete tool. Pass the collection name and the list of specific IDs. Qdrant handles the mutation instantly and updates the index without rebuilding.

Does the AI train on my tools or API data?

No. Vinkius enforces a strict Zero-Retention policy. Your data simply passes through our secure servers to complete the requested action and is instantly forgotten. Nothing you do here is ever stored, logged, or used to train any artificial intelligence.

Supported Use Cases for Qdrant

We map standard API endpoints to agent-compatible instructions. Connect Qdrant to execute these core functional operations.

Automating vector database with AI

Use the Qdrant server to execute vector database operations from your AI agent. The protocol manages state and authentication for continuous ai frontier workflows.

The Future of semantic search

The Qdrant toolkit provides AI native integration for semantic search. It structures data so Claude Code can accurately process ai frontier requirements.