Qdrant MCP Server for Claude Code 7 tools — connect in under 2 minutes
Claude Code is Anthropic's agentic CLI for terminal-first development. Add Qdrant as an MCP server in one command and Claude Code will discover every tool at runtime. ideal for automation pipelines, CI/CD integration, and headless workflows via Vinkius.
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Vinkius Desktop App
The modern way to manage MCP Servers — no config files, no terminal commands. Install Qdrant and 2,500+ MCP Servers from a single visual interface.
# Your Vinkius token. get it at cloud.vinkius.com
claude mcp add qdrant --transport http "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Qdrant MCP Server
Connect your Qdrant vector database (Cloud or Self-Hosted) to any AI agent and bring powerful semantic retrieval and database management into your conversation.
Claude Code registers Qdrant as an MCP server in a single terminal command. Once connected, Claude Code discovers all 7 tools at runtime and can call them headlessly. ideal for CI/CD pipelines, cron jobs, and automated workflows where Qdrant data drives decisions without human intervention.
What you can do
- Discover Collections — List all vector collections in your cluster, fetch detailed distance metrics, and monitor total payload points instantly
- Semantic Vector Search — Perform nearest neighbor similarity searches. Pass a JSON array of floats and retrieve the exact payloads matching your query
- Data Management — Read specific points by ID or scroll sequentially through giant datasets to debug payloads and embedding quality
- Mutation Operations — Delete redundant data points safely without building separate admin scripts
The Qdrant MCP Server exposes 7 tools through the Vinkius. Connect it to Claude Code in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Qdrant to Claude Code via MCP
Follow these steps to integrate the Qdrant MCP Server with Claude Code.
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
Add the MCP Server
Run the command above in your terminal
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
Start using Qdrant
Ask Claude: "Using Qdrant, show me...". 7 tools are ready
Why Use Claude Code with the Qdrant MCP Server
Claude Code provides unique advantages when paired with Qdrant through the Model Context Protocol.
Single-command setup: `claude mcp add` registers the server instantly. no config files to edit or applications to restart
Terminal-native workflow means MCP tools integrate seamlessly into shell scripts, CI/CD pipelines, and automated DevOps tasks
Claude Code runs headlessly, enabling unattended batch processing using Qdrant tools in cron jobs or deployment scripts
Built by the same team that created the MCP protocol, ensuring first-class compatibility and the fastest adoption of new protocol features
Qdrant + Claude Code Use Cases
Practical scenarios where Claude Code combined with the Qdrant MCP Server delivers measurable value.
CI/CD integration: embed Qdrant tool calls in your deployment pipeline to validate configurations or fetch secrets before shipping
Headless batch processing: schedule Claude Code to query Qdrant nightly and generate reports without human intervention
Shell scripting: pipe Qdrant outputs into other CLI tools for data transformation, filtering, and aggregation
Infrastructure monitoring: run Claude Code in a cron job to query Qdrant status endpoints and alert on anomalies
Qdrant MCP Tools for Claude Code (7)
These 7 tools become available when you connect Qdrant to Claude Code via MCP:
count
Counts the total number of points in a collection
delete
This action is irreversible. Deletes specific points from a collection
get_collection
Retrieves detailed information about a specific collection
get_points
Retrieves specific points by their IDs
list_collections
Lists all collections in the Qdrant instance
scroll
Returns points with their payloads. Scrolls through points in a collection, useful for pagination
search
You must provide a JSON array of floats for the query vector. Performs a nearest neighbor vector search in a collection
Example Prompts for Qdrant in Claude Code
Ready-to-use prompts you can give your Claude Code agent to start working with Qdrant immediately.
"List the configurations for all collections in my Qdrant instance."
"Count the total embedded points in the 'docs-embeddings' collection."
"Scroll and show me the IDs and payloads of the first 3 items in the 'users' collection."
Troubleshooting Qdrant MCP Server with Claude Code
Common issues when connecting Qdrant to Claude Code through the Vinkius, and how to resolve them.
Command not found: claude
npm install -g @anthropic-ai/claude-codeConnection timeout
Qdrant + Claude Code FAQ
Common questions about integrating Qdrant MCP Server with Claude Code.
How do I add an MCP server to Claude Code?
claude mcp add --transport http "" in your terminal. Claude Code registers the server and discovers all tools immediately.Can Claude Code run MCP tools in headless mode?
How do I list all connected MCP servers?
claude mcp in your terminal to see all registered servers and their status, or type /mcp inside an active Claude Code session.Connect Qdrant with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Qdrant to Claude Code
Get your token, paste the configuration, and start using 7 tools in under 2 minutes. No API key management needed.