Why this server?
While not directly related to RAG, it allows deployment, configuration, and monitoring which may indirectly help with RAG implementation.
AsecurityAlicense-qualityLet Claude and Cursor manage your Railway infrastructure through natural language. Deploy, configure, and monitor - autonomously and safely.Last updated 10 months ago3817672MITWhy this server?
Not directly related to RAG, but allows scheduling things related to RAG development.
-securityAlicense-qualityLets LLMs read and manage Google Calendar events.Last updated 12 days ago14,1281,074MITWhy this server?
Allows interacting with a PrivateGPT instance, which performs Retrieval Augmented Generation (RAG).
-securityFlicense-qualityFacilitates integration of PrivateGPT with MCP-compatible applications, enabling chat functionalities and secure management of knowledge sources and user access.Last updated a year agoWhy this server?
Allows querying Prometheus metrics. While not directly related to RAG it helps monitor the RAG system.
-securityAlicense-qualityAn MCP server that enables Large Language Models to retrieve, analyze, and query metric data from Prometheus databases through pre-defined routes.Last updated a year ago34MITWhy 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
AsecurityAlicense-qualityA 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 updated 7 months ago13532Apache 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.
AsecurityAlicense-qualityEnables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.Last updated a year ago115MITWhy this server?
A local vector database system, enabling fast, efficient semantic search capabilities which is used in RAG.
-securityAlicense-qualityA local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.Last updated 9 months ago6MITWhy 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.
AsecurityAlicense-qualityA Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setupLast updated 4 days ago13895MITWhy 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.
AsecurityAlicense-qualityA 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 updated 6 months ago11787MIT