Q

Qdrant

An MCP server based on the Qdrant vector search engine, providing semantic memory layer functions and supporting information storage and retrieval.
0 points
528

What is the Qdrant MCP Server?

The Qdrant MCP Server is a tool that supports the Model Context Protocol (MCP). It provides a semantic memory layer for LLMs through Qdrant. It can store and retrieve data related to natural language.

How to use the Qdrant MCP Server?

You can start the server by configuring environment variables and integrate it into MCP - supported clients, such as Cursor or VS Code.

Applicable Scenarios

Suitable for application scenarios that require fast retrieval of semantic information, such as code search, document management, or chatbot enhancement.

Main Features

Store InformationAllows users to store information in the Qdrant database, supporting additional metadata.
Retrieve InformationRetrieves relevant information based on natural language queries.
Customize Tool DescriptionSupports defining detailed descriptions for storage and retrieval tools to optimize the user experience.

Advantages and Limitations

Advantages
Easy to integrate into existing systems
Supports multiple clients
High - performance semantic retrieval
Limitations
Requires Qdrant database support
Has a certain dependence on embedding models

How to Use

Install Dependencies
Ensure that the uvx or Docker environment is installed.
Configure Environment Variables
Set necessary parameters such as QDRANT_URL and COLLECTION_NAME.
Start the Server
Run the command to start the MCP server.

Usage Examples

Code Snippet Storage and RetrievalStore code snippets and their descriptions in Qdrant, and then retrieve them through natural language queries.
Document ManagementStore document content in Qdrant and support subsequent keyword - based retrieval.

Frequently Asked Questions

How to test the MCP server in a local environment?
Does it support other embedding models?
How to integrate the Qdrant MCP server into VS Code?

Related Resources

Model Context Protocol Official Website
Understand the basic knowledge of the MCP protocol.
Qdrant Official Documentation
Get more detailed information about Qdrant.
GitHub Project Repository
View the project's source code and contribution guidelines.
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
S
Search1api
The Search1API MCP Server is a server based on the Model Context Protocol (MCP), providing search and crawling functions, and supporting multiple search services and tools.
TypeScript
336
4 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
823
4.3 points
A
Apple Notes MCP
A server that provides local Apple Notes database access for the Claude desktop client, supporting reading and searching of note content.
Python
201
4.3 points
M
MCP Alchemy
Certified
MCP Alchemy is a tool that connects Claude Desktop to multiple databases, supporting SQL queries, database structure analysis, and data report generation.
Python
317
4.2 points
P
Postgresql MCP
A PostgreSQL database MCP service based on the FastMCP library, providing CRUD operations, schema inspection, and custom SQL query functions for specified tables.
Python
105
4 points
M
MCP Scan
MCP-Scan is a security scanning tool for MCP servers, used to detect common security vulnerabilities such as prompt injection, tool poisoning, and cross-domain escalation.
Python
609
5 points
A
Agentic Radar
Agentic Radar is a security scanning tool for analyzing and assessing agentic systems, helping developers, researchers, and security experts understand the workflows of agentic systems and identify potential vulnerabilities.
Python
548
5 points
C
Cloudflare
Changesets is a build tool for managing versions and releases in multi - package or single - package repositories.
TypeScript
1.5K
5 points
Featured MCP Services
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.7K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
823
4.3 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
79
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
130
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
554
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.6K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.2K
4.7 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
745
4.8 points
AIbase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIbase