mcp-server-qdrantofficial
A
licenseB
qualityC
maintenanceThis repository is an example of how to create a MCP server for Qdrant, a vector search engine.
2
1,516
Apache 2.0
Why this server?
This server implements a Model Context Protocol (MCP) server for Qdrant, a vector search engine, which aligns with the 'vector code' query.
Why this server?
This server provides semantic search over local git repositories, enabling users to search code through vectorized code chunks.
AlicenseNot gradedqualityDmaintenanceAn MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.25MITWhy this server?
This server is a local vector database system that provides coding agents with fast, efficient semantic search capabilities for software projects.
AlicenseNot gradedqualityDmaintenanceA local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.7MITWhy this server?
This server allows AI tools like Claude Desktop to query databases via ODBC connections, allowing access, analysis, and insight generation from database data while maintaining security through read-only safeguards.
FlicenseNot gradedqualityCmaintenanceAllows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.6-Why this server?
A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).
AlicenseAqualityDmaintenanceA Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).1123Apache 2.0Why this server?
A Model Context Protocol server that helps large language models index, search, and analyze code repositories with minimal setup
AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup141,005MITWhy this server?
A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
AlicenseBqualityFmaintenanceA Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.61939MITWhy this server?
Connects agents to Elasticsearch data using the Model Context Protocol, allowing natural language interaction with Elasticsearch indices through MCP Clients like Claude Desktop and Cursor.
AlicenseBqualityCmaintenanceConnects agents to Elasticsearch data using the Model Context Protocol, allowing natural language interaction with Elasticsearch indices through MCP Clients like Claude Desktop and Cursor.116423MITWhy this server?
SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
AlicenseBqualityNot gradedmaintenanceSourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.137-
