How to Use the Qdrant MCP in Cline
Cline controls your Qdrant vector database to fetch data and manage indexes without you writing a single line of boilerplate.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Qdrant MCP to Cline
Create your Vinkius account to connect Qdrant to Cline — we handle the hosting, security, and runtime updates so you don't have to. No server setup required.
Key Capabilities
Automated Qdrant similarity searches
Cline uses `search` to find relevant information by comparing query vectors against your database. It handles the input format and returns the results for your code tasks. If you need specific records, `get_points` grabs them by ID. Cline injects this data into your current file context automatically.
Full collection oversight for Cline
Run `list_collections` to see what is currently stored in your Qdrant instance. It provides the necessary visibility for Cline to understand your project structure. Use `get_collection` to inspect the health and settings of a specific index. It ensures your agent knows exactly what it is working with before it starts writing.
Manage your Qdrant index scale
The `count` tool provides the total number of points in a collection. Cline uses this to check if your data sync is complete. When you need to remove old data, the `delete` tool clears specific points. Cline will execute this based on your instructions, so double-check the IDs before you commit.
Set up Qdrant MCP in Cline
Prerequisites
- VS Code with Cline extension installed
- Active Vinkius subscription with a valid endpoint token
- 1
Open Cline MCP settings
Click the Cline icon in the VS Code sidebar to open the Cline panel. Then click the MCP Servers icon (server stack) at the top-right corner of the panel.
- 2
Add a remote server
Click "Remote Servers" at the top, then click "Add Remote MCP". In the Name field, type
qdrant-mcp. In the URL field, paste your Vinkius endpoint:https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp. Get your token from cloud.vinkius.com. - 3
Enable the server
After saving, the server appears in the Cline MCP panel. Toggle the switch to enable it. The status indicator turns green when the connection is live.
- 4
Start using tools
Return to the Cline chat and ask: "Check my latest Qdrant refund status." Cline will discover the available tools and request your approval before invoking each one — giving you full control over every action.
{
"mcpServers": {
"qdrant-mcp": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Qdrant. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
Why Choose Vinkius
Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.
Real-time monitoring
Live
visibility into every interaction
Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.
Built-in savings
60%
lower AI costs
Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.
Single dashboard
One
place for every integration
Every tool your AI connects to, managed from a single screen. One account, complete control.
Common questions about Qdrant MCP in Cline
Use it with your favorite AI tools
Connect this server to Cursor, Claude, VS Code, and more.
Start using the Qdrant MCP today
We host it, we monitor it, we maintain it. You just paste one token.
