Why this server?
This server is designed for advanced retrieval using vectorization, enabling similarity searches based on uploaded data. It also supports file extraction and text chunking, which are useful for handling JSON data.
AsecurityAlicense-qualityVectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.Last updated 10 months ago26105MITWhy this server?
This server can watch directories, index files (including JSON), and store them in a vector store. This facilitates similarity searches based on file content.
-securityAlicense-qualityA very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.Last updated a year ago1240MITWhy this server?
This server enables efficient vector database operations, allowing for the storage of embeddings from uploaded JSON data and subsequent similarity searching.
-securityFlicense-qualityEnables efficient vector database operations for embedding storage and similarity search through a Model Context Protocol interface.Last updated a year ago7Why this server?
Enables AI assistants to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB.
-securityAlicense-qualityA Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.Last updated a year ago2278MITWhy this server?
Convex lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity.

Convex MCP serverofficial
-securityFlicense-qualityConvex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.Last updated 8 hours ago11,204Why this server?
Enables graph database interactions with Neo4j, allowing users to access and manipulate graph data through natural language commands.
-securityFlicense-qualityAn MCP server that enables graph database interactions with Neo4j, allowing users to access and manipulate graph data through natural language commands.Last updated a year agoWhy this server?
Enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.
-securityAlicense-qualityA Model Context Protocol server that enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.Last updated 9 months ago382MITWhy this server?
Provides seamless access to multiple storage services including S3, Azure Blob Storage, and Google Cloud Storage through Apache OpenDAL™.
AsecurityAlicense-qualityA Model Context Protocol server that provides seamless access to multiple storage services including S3, Azure Blob Storage, and Google Cloud Storage through Apache OpenDAL™.Last updated a year ago334Apache 2.0Why this server?
Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.
-securityAlicense-qualityEnables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.Last updated a year ago5MIT