Why this server?
While not directly related to RAG, it allows deployment, configuration, and monitoring which may indirectly help with RAG implementation.
AlicenseAqualityCmaintenanceLet Claude and Cursor manage your Railway infrastructure through natural language. Deploy, configure, and monitor - autonomously and safely.Last updated3819972MITWhy this server?
Not directly related to RAG, but allows scheduling things related to RAG development.
Alicense-qualityAmaintenanceLets LLMs read and manage Google Calendar events.Last updated15,0161,108MITWhy this server?
Allows interacting with a PrivateGPT instance, which performs Retrieval Augmented Generation (RAG).
Flicense-qualityCmaintenanceFacilitates integration of PrivateGPT with MCP-compatible applications, enabling chat functionalities and secure management of knowledge sources and user access.Last updatedWhy this server?
Allows querying Prometheus metrics. While not directly related to RAG it helps monitor the RAG system.
Alicense-qualityCmaintenanceAn MCP server that enables Large Language Models to retrieve, analyze, and query metric data from Prometheus databases through pre-defined routes.Last updated34MITWhy this server?
Provides data retrieval capabilities powered by Chroma embedding database, enabling creation of collections over generated data and user inputs, and retrieval of that data using vector search which is essential for RAG.

Chroma MCP Serverofficial
AlicenseAqualityDmaintenanceA server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.Last updated13541Apache 2.0Why this server?
Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q&A flows which relates to RAG.
AlicenseCqualityFmaintenanceEnables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.Last updated115MITWhy this server?
A local vector database system, enabling fast, efficient semantic search capabilities which is used in RAG.
Alicense-qualityCmaintenanceA local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.Last updated7MITWhy this server?
A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories, which can be used as a document source in a RAG system.
AlicenseAqualityBmaintenanceA Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setupLast updated613930Why this server?
A flexible Model Context Protocol server that makes documentation or codebases searchable by AI assistants, allowing users to chat with code or docs by simply pointing to a git repository or folder.
AlicenseAqualityDmaintenanceA flexible Model Context Protocol server that makes documentation or codebases searchable by AI assistants, allowing users to chat with code or docs by simply pointing to a git repository or folder.Last updated11789MIT