Best Milvus MCP Servers
Milvus is an open-source vector database designed for AI applications and similarity search, providing efficient storage and retrieval of embedding vectors from deep neural networks.
Why this server?
Enables AI agents to interact with Milvus vector database and Zilliz Cloud, providing tools for creating collections, inserting vector data, performing semantic searches, managing clusters, and querying performance metrics.
AsecurityAlicense-qualityEnables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.Last updated 9 months ago1632Apache 2.0Why this server?
Provides access to Milvus vector database functionality, including vector similarity search, text search, collection management, and data operations for AI applications.
-securityAlicense-qualityAn integration server implementing the Model Context Protocol that enables LLM applications to interact with Milvus vector database functionality, allowing vector search, collection management, and data operations through natural language.Last updated 4 months ago225Apache 2.0Why this server?
Offers Milvus as a production-grade vector database option for enterprise deployments, supporting advanced retrieval capabilities.
Why this server?
Provides vector database integration for storing and managing document embeddings, with automatic collection creation, folder-based organization, and semantic search capabilities.
-securityAlicense-qualityEnables natural language management of Hammerspace storage clusters with automated file ingestion, tagging, tier management, and vector embedding generation. Supports real-time file monitoring, multi-format document processing, and Kubernetes-based ingestion workflows with Milvus integration.Last updated 6 months agoMITWhy this server?
Utilizes Milvus Lite as a vector database to store and retrieve semantic vectors of OI-Wiki content, enabling semantic search capabilities for competitive programming knowledge
AsecurityFlicense-qualityEnhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.Last updated a year ago123Why this server?
Integrates with Milvus/Zilliz Cloud as a vector database for storing and retrieving code embeddings
-securityAlicense-qualityClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.Last updated a month ago155,872MITWhy this server?
Offers vector database backend integration for large-scale corpus management and similarity search operations
Asecurity-license-qualityA memory system for AI coding tools that stores and retrieves codebase context with project isolation. Enables coding assistants to maintain searchable memory of code snippets, comments, and runtime traces with full source traceability.Last updated 8 months ago27188MITWhy this server?
Retrieves Milvus documentation and code snippets to generate PyMilvus code, convert between ORM and client styles, and translate code across multiple programming languages.
-securityAlicense-qualityAn MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.Last updated 8 months ago2MITWhy this server?
Stores and queries code embeddings in Milvus vector database (local or Zilliz Cloud) for semantic codebase search capabilities.
-securityFlicense-qualityEnables AI assistants to index and search codebases using semantic search powered by multiple embedding providers (OpenAI, VoyageAI, Gemini, Ollama) and vector database storage.Last updated 7 months ago