Claude and other AIs

How to set up Qdrant in Claude and other AIs

Set up in seconds, once. From then on, Qdrant answers in Claude, in ChatGPT, in Gemini — in every AI you use: the same link, the same governance, nothing to rebuild.

Ask AI about this guide

Step by step, for each client

Connecting Qdrant in each client

The same hosted link plugs into every client below. Pick the one you use — each setup takes seconds — and start a new chat.

Claude

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Claude

About a minute, right in your Claude settings

  1. 1In Claude, open Customize and choose Connectors (claude.ai or the desktop app).
  2. 2Click +, choose Add custom connector, and paste your Qdrant link as the remote MCP server URL.
  3. 3Click Add and start a new chat. Ask for something real: Qdrant is now part of your Claude.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

ChatGPT

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to ChatGPT

About a minute, right in your ChatGPT settings

  1. 1In ChatGPT, open Settings, choose Apps & Connectors, and turn on Developer mode under Advanced settings.
  2. 2Click Create, name it, and paste your Qdrant link as the MCP server URL. Choose No authentication and check “I trust this application”.
  3. 3Create it, start a new chat, and switch the connector on via the + menu. Ask for something real: Qdrant is now part of your ChatGPT.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Gemini

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Gemini

About a minute, right in your terminal

  1. 1Open the Gemini CLI in your terminal.
  2. 2Run: gemini mcp add --transport http Qdrant <your link>. Your Qdrant link above is the HTTP URL.
  3. 3Run /mcp and confirm the status shows CONNECTED. Qdrant is now part of your Gemini.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Perplexity

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Perplexity

A few minutes, in the Perplexity Mac app

  1. 1In the Perplexity Mac app, open Account, choose Connectors, and click Add Connector.
  2. 2In the Simple tab, choose MCP Connector, name it, and add the bridge command with your Qdrant link: npx mcp-remote <your link>. The link above is the URL.
  3. 3Click Save and check it shows Running, then turn the connector on under Sources on the homepage. Qdrant is now part of your Perplexity.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Grok

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Grok

About a minute, at grok.com/connectors

  1. 1In Grok, open grok.com/connectors and click New Connector.
  2. 2Choose Custom, name it, and paste your Qdrant link as the remote MCP server URL.
  3. 3Save and enable it, finish the browser authorization if prompted, and ask Grok something real. Qdrant is now part of your Grok.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Microsoft Copilot

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Copilot

About a minute, in VS Code's Copilot Chat

  1. 1In VS Code, open the Copilot Chat panel, click the tools icon and select the + icon, or run MCP: Add Server from the Command Palette.
  2. 2Choose your scope, name the server, and paste your Qdrant link as the server URL with HTTP transport.
  3. 3Confirm the server appears in your MCP list, then ask Copilot something real. Qdrant is now part of your Copilot.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Cursor

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Cursor

About a minute, in Cursor

  1. 1Open Customize in the Cursor sidebar (or create .cursor/mcp.json in your project).
  2. 2Add an MCP server named Qdrant with the url field set to your link. The link above is the URL.
  3. 3Save, enable the server, and ask something real. Qdrant is now part of Cursor.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

VS Code

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to VS Code

About a minute, in VS Code

  1. 1Run MCP: Add Server from the Command Palette (or create .vscode/mcp.json in your project).
  2. 2Add a server named Qdrant with type http and your link as the url. The link above is the URL.
  3. 3Save and ask something real in Copilot Chat. Qdrant is now part of VS Code.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Windsurf

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Windsurf

About a minute, in Cascade

  1. 1In Cascade, click the MCPs icon (or go to Settings, Cascade, MCP Servers).
  2. 2Edit mcp_config.json and add Qdrant with the serverUrl field set to your link. The link above is the URL.
  3. 3Save and ask something real. Qdrant is now part of Windsurf.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

JetBrains

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to JetBrains

About a minute, in Settings

  1. 1Go to Settings, Tools, AI Assistant, Model Context Protocol (MCP).
  2. 2Click Add and add Qdrant with the url field set to your link. The link above is the URL.
  3. 3Click OK and Apply, check the Status column, and ask something real. Qdrant is now part of your IDE.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Cline

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Cline

About a minute, in the Cline panel

  1. 1In the Cline panel, click the MCP Servers icon and open the Remote Servers tab.
  2. 2Add a server named Qdrant with your link as the Server URL and Streamable HTTP as the transport. The link above is the URL.
  3. 3Click Add Server and ask something real. Qdrant is now part of Cline.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

LangChain

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to LangChain

About a minute, in your code

  1. 1Install LangChain with the mcp extra: pip install "langchain[mcp]".
  2. 2Create an MCPAdapter with your Qdrant link: MCPAdapter("<your link>"). The link above is the URL.
  3. 3Call list_tools and pass the tools to your agent. Qdrant is now part of your LangChain agent.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Vercel AI SDK

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to the Vercel AI SDK

About a minute, in your code

  1. 1Install the MCP client: npm install @ai-sdk/mcp, and import createMCPClient from '@ai-sdk/mcp'.
  2. 2Create the client with your Qdrant link as the transport: { type: 'http', url: '<your link>' }. The link above is the URL.
  3. 3Call client.tools() and pass the tools to streamText. Qdrant is now part of your AI SDK app.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Lovable

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Lovable

About a minute, in the Connectors catalog

  1. 1Open Connectors, select the + button in the top right of the catalog, and choose MCP server.
  2. 2Name the server and paste your Qdrant link as the Server URL. The link above is the URL.
  3. 3Choose No authentication and click Add server, then ask Lovable something real. Qdrant is now part of Lovable.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Z.ai

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Z.ai

About a minute, in ZCode settings

  1. 1Open Settings, MCP Servers, then click New MCP Server in the upper-right corner.
  2. 2Choose the User scope, name it, and keep the type as HTTP. Paste your Qdrant link as the service URL. The link above is the URL.
  3. 3Click Add and confirm the server is enabled in the list, then ask something real. Qdrant is now part of Z.ai.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Raycast

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Raycast

A few minutes, in Raycast Pro

  1. 1Search for the Install MCP Server command (or open Manage MCP Servers and choose Install New Server).
  2. 2Give the server a name and icon, select HTTP as the transport, and paste your Qdrant link as the URL. The link above is the URL.
  3. 3Press Install MCP Server and confirm the status shows Running, then ask something real. Qdrant is now part of Raycast.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Qwen Code

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Qwen Code

About a minute, in your terminal

  1. 1Run: qwen mcp add --transport http Qdrant <your link>. The link above is the URL.
  2. 2Prefer a config file? Add it to ~/.qwen/settings.json (user) or .qwen/settings.json (project) with the httpUrl field. The link above is the URL.
  3. 3Enter /mcp in the chat to confirm the server appears. Qdrant is now part of Qwen Code.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Kimi Code

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Kimi Code

About a minute, in the TUI

  1. 1Run /mcp-config in the Kimi Code TUI to add a server interactively (or edit mcp.json directly).
  2. 2Add a server named Qdrant with your link in the url field. The link above is the URL.
  3. 3Run /mcp to confirm the status, then ask something real. Qdrant is now part of Kimi Code.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Le Chat

Qdrant Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

Connecting Qdrant to Le Chat

About a minute, in Connectors

  1. 1In Le Chat, open Connectors and choose to add a custom connector.
  2. 2Paste your Qdrant link as the remote MCP server URL. The link above is the URL.
  3. 3Save and authorize, then ask something real. Qdrant is now part of Le Chat.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "qdrant-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp"
    }
  }
}

Claude and other AIs + Qdrant

One chat. Your Qdrant, live inside Claude and other AIs.

Real prompts, answered with live data. This is the kind of conversation you will have in Claude and other AIs once the link is in.

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

These prompts ship with the Qdrant Connector. Once yours is connected, they work in your chats.

The full capability set, the prompts and the observed latency live on the Qdrant Connector page.

Mission Control

See everything your agents do in Qdrant.

When your agents run a tool in Qdrant, it happens on the client side: you see the answer in the chat, but not the request itself, what data it carried, or whether a rule was broken.

Now every move lands on your screen.

Every execution is recorded, enforced, and shown to you: what ran, what it returned, what was blocked, and why.

AI Briefing
Upgrade to unlock

Know exactly what needs your attention before you even look at the charts. One briefing. The full picture. The next move.

Requests
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Total in this period
Avg Latency
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API 88ms · Overhead 54ms
Vinkius Reliability
0
Agent 280 · Upstream 47 · Vinkius 15
Tokens
0
AI tokens processed
DLP Protected
0
Sensitive data redacted
Cost Saved
0
FinOps truncations applied

AI Agents Activities

last 30 days
30d agotoday

Request Volume & Latency

requests latency

Every request your agents make through Qdrant is logged, enforced and auditable. See how AI Governance turns agent activity into accountability, and what it means for your Qdrant workflows.

What sets us apart

It's not just the Connector that stays safe. Everything your agents do through it is.

Connecting Qdrant to your AI is step one. But an open line between your agents and Qdrant is only half the story: without protection, every action they take runs unguarded.

That's why protection doesn't stop at the door.

Every action your agents take through the Connector runs inside our infrastructure: signed activity logs, automatic key rotation, spending limits that pause instead of surprise, and a sandbox that isolates every execution.

01

Tamper Proof Activity Log

Every request your agents make in Qdrant is recorded and signed, so any change to the history becomes detectable.

02

Automatic Key Rotation

We rotate security keys every 24 hours. Your Qdrant connection stays protected without any manual work.

03

Spending Protection

We enforce the spending limit you choose and pause actions that exceed it until approval is received. Your Qdrant actions never surprise you.

04

Isolated Sandbox

Every execution through Qdrant runs isolated, with 34+ security rules covering memory, CPU, network access, file handling and execution.

05

Security Event Streaming

Security events flow to Splunk, Datadog or your own webhook, so Qdrant activity lands in the tools you already rely on.

06

Instant Resume

Idle connections resume in 3 to 5 ms while preserving their state, keeping your conversations responsive across every client.

07

Malicious File Protection

We detect compressed files designed to exhaust system resources and block them before they ever reach Qdrant.

08

Credential Validation

We test your Qdrant credentials before saving them. Invalid credentials are rejected instead of being stored.

09

Separate Usage Limits

Usage stays isolated per account, so activity in one connection never consumes another account's allowance.

One Connector, one link, and the whole operation is protected. Not just the connection: everything your agents do through it.

These guarantees are not add-ons: they are the infrastructure every Qdrant connection runs on. Read how our infrastructure protects everything your agents do, end to end.

Inside Vinkius

Get Qdrant ready for your AI. It's easy.

You choose Qdrant from the Vinkius Catalog, sign in to your Qdrant account, and get one connection link. That's it.

  1. You choose Qdrant

    You find Qdrant in the Catalog and install the Connector with one click.

    Qdrant

    Active

    Enable Connector
    Activating…

  2. You sign in

    You connect your Qdrant account and choose what you want your AI to access. Your credentials stay encrypted and separate from your AI.

    Configure Credentials

    Configure credentials for {{connectorName}}

    RequiredEncrypted
    Save & Continue

    Encrypted Storage

    Your credentials are encrypted at rest and in transit.

    Never Shared

    Your credentials are never shared with third parties.

    Full Control

    Revoke or update credentials at any time.

  3. You add the link in your AI client

    Vinkius gives you one connection link. Add it to the client you use — the exact steps for each client are in the section above — and Qdrant is live everywhere in one move.

    Token generated successfully

    MCP Connection URL

    https://edge.vinkius.com/vk_preview_q8RmctE5Ixu7FdouvzysiVBMHUlpWlDBAdtwVmus/mcp

    Connection Token

    vk_live_••••••••
    Go to Dashboard

Set it up once. Use Qdrant with the AI you already use.

FAQ

Claude access questions.

  • 01

    Does this work on claude.ai and in the Claude desktop app?

    Yes. You add the same link under Customize and Connectors in both, and your chats work the same in each.

  • 02

    If I connect Qdrant to Claude, can I use the same connection in ChatGPT or Gemini later?

    Yes, and that's the point: the connection is yours, not Claude's. You paste the same link in any AI you use, and there's nothing new to set up or pay again. Connect a new AI and Qdrant is already there.

  • 03

    Do I need to hand my Qdrant password to Claude?

    Never. You sign in once at Vinkius, and we keep your logins encrypted and away from your AI. Claude only ever sees the link, and you can remove it whenever you want.

  • 04

    What can I actually ask Claude to do with Qdrant?

    Whatever the Connector covers: check data, run actions and bring answers back into the chat. The Connector page lists every capability your AI gains, with real examples you can copy.

  • 05

    Claude doesn't show the Connector. What do I check?

    Make sure the link was pasted exactly as copied and that the Connector is active in your Vinkius account, then reopen the connectors list in Claude. A deactivated Connector stops appearing in new chats.

  • 06

    Can I remove the access later?

    Anytime. Remove the connector under Customize and Connectors in Claude and it's out of your chats. Your Vinkius account keeps the connection and its history either way, ready for the next AI.

  • More questions about Qdrant? The Connector page answers them. See everything the Qdrant Connector can do

About the Connector

What Qdrant adds to your AI.

Once you connect it, your AI gains 7 capabilities: the exact actions it can take in Qdrant when you ask. The Connector page lists every one of them in detail, alongside the latency we measure in production and prompts worth trying first.

See everything the Qdrant Connector can do