A
license-
qualityC
maintenanceA simple temporary MCP server for RAGFlow that bridges the gap until an official version is released.
Last updated
15
Apache 2.0
Why this server?
This is a temporary MCP server for RAGFlow, suggesting it's related to Retrieval-Augmented Generation (RAG).
Why this server?
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. It is a RAG application.
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?
A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities. Relates to RAG
Alicense-qualityCmaintenanceA Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.Last updatedApache 2.0Why this server?
Efficiently memorizes key aspects of a codebase and allows dynamic updates and fast retrieval. RAG-like application
AlicenseBquality-maintenanceSourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.Last updated137Why this server?
Facilitates searching and accessing programming resources across platforms, aiding LLMs in finding code examples and documentation. Good for RAG
AlicenseAqualityCmaintenanceFacilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.Last updated643AGPL 3.0Why this server?
Enables searching YouTube videos, retrieving and storing transcripts, and performing semantic search over video content without using the official YouTube API. RAG over youtube content.
Alicense-qualityCmaintenanceA Model Context Protocol server that enables searching YouTube videos, retrieving and storing transcripts, and performing semantic search over video content without using the official YouTube API.Last updated15MITWhy this server?
An easy-to-use server that indexes and then allows natural language search of a local set of documentation.
Alicense-qualityDmaintenanceA Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.Last updated1133MITWhy this server?
Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools. Useful for Retrieval Augmented Generation (RAG)
Alicense-qualityCmaintenanceEnhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.Last updated344MITWhy this server?
Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q&A flows. Useful for RAG.
AlicenseCqualityFmaintenanceEnables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.Last updated115MIT