Why this server?
Implements vector search for documentation, enabling AI assistants to augment their responses with relevant documentation context, thus enabling RAG.
Alicense-qualityCmaintenanceAn MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation contextLast updated15261MITWhy this server?
Provides access to llms.txt documentation files, allowing users to control and audit context retrieval, an essential aspect of RAG.
Alicense-qualityDmaintenanceAn open-source MCP server that provides applications like Cursor, Windsurf, and Claude with access to llms.txt documentation files, allowing users to control and audit context retrieval.Last updated8MITWhy this server?
Functions as a web browser for LLMs and RAG pipelines.

mcp-server-rag-web-browserofficial
Alicense-qualityFmaintenanceImplementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.Last updated47203Apache 2.0Why this server?
Implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval.
Alicense-qualityCmaintenanceA server that integrates Retrieval-Augmented Generation (RAG) with the Model Control Protocol (MCP) to provide web search capabilities and document analysis for AI assistants.Last updated4Apache 2.0Why this server?
Implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.
FlicenseCqualityDmaintenanceA server that implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.Last updated3Why this server?
Leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
AlicenseBqualityCmaintenanceA server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.Last updated411MITWhy this server?
Provides RAG functionality and web search capabilities.
Alicense-qualityCmaintenanceA tool that helps easily register Anthropic's Model Context Protocol (MCP) in Claude Desktop and Cursor, providing RAG functionality, Dify integration, and web search capabilities.Last updated185MITWhy this server?
Extends AI agents' context window by providing tools to store, retrieve, and search memories, which can be useful in RAG setups.
Alicense-qualityCmaintenanceAn MCP server that extends AI agents' context window by providing tools to store, retrieve, and search memories, allowing agents to maintain history and context across long interactions.Last updated9MITWhy this server?
Enables AI models to interact with SourceSync.ai's knowledge management platform for managing documents, ingesting content from various sources, and performing semantic searches.
AlicenseBqualityCmaintenanceA Model Context Protocol server that enables AI models to interact with SourceSync.ai's knowledge management platform for managing documents, ingesting content from various sources, and performing semantic searches.Last updated25781ISC