An MCP server for obtaining and searching third - party software package documentation, supporting multi - source scraping, intelligent processing, and hybrid search.

GraphRAG MCP is a hybrid retrieval system that combines the Neo4j graph database and the Qdrant vector database, providing document retrieval services that combine semantics and graph relationships for large language models.

A high - performance MCP server for semantic code search, written in Rust, supporting hybrid search (BM25 + vector embedding), AST intelligent chunking, and over 60 programming languages.

ClaudeHopper is an AI-based construction document assistance tool that enables intelligent interaction with construction drawings and specification documents through RAG and hybrid search technologies.

Edit-MCP is a model context protocol server integrated with the Microsoft Edit tool, providing advanced file editing capabilities for AI systems and adopting a hybrid architecture that combines direct file operations and Edit integration.

The Malaysia Open Data MCP service provides convenient access to government datasets and collections, supporting enhanced unified search, Parquet file parsing, hybrid data access architecture, and multi - provider geocoding functions.

This is an MCP+RAG proof-of-concept project for the oil and gas industry. It automatically distributes user queries to the correct domain services (such as drilling, production, procurement, etc.) through intelligent routing and combines hybrid retrieval technology to obtain accurate information from documents, providing answers with references to achieve fast and unified access to cross-domain data.

A multi - functional document processing MCP server that supports scraping, processing, and intelligently retrieving third - party software package documentation from multiple sources, integrates the OpenRouter multi - model API, and provides hybrid search capabilities.

An MCP server that provides advanced reasoning capabilities for Claude in Cursor AI, including various reasoning methods such as Monte Carlo Tree Search, Beam Search, and Transformer Hybrid Reasoning.

A hybrid retrieval and navigation tool for RimWorld source code and XML definitions, combining lexical, semantic, and graph structures, supporting AI assistant calls

An MCP server based on LanceDB that enables LLMs to directly interact with local documents through proxy RAG and hybrid search.

An implementation of the MCP server based on iFlytek, supporting intelligent workflow scheduling and multi - model hybrid application architecture.

The Meilisearch Hybrid Search MCP service provides a hybrid search function that combines keywords and semantic vectors.

A Python toolkit for integrating Solr search through the MCP protocol, supporting hybrid search and vector optimization

MCPHub is a hybrid web/extension application for managing Model Context Protocol (MCP) servers, providing server management functions similar to apt/pip, including a modern web interface and secure local system integration.

Flexible GraphRAG is a flexible platform that supports multi - data source document processing, automatic knowledge graph construction, hybrid search (full - text, vector, graph), and AI Q&A. It includes a FastAPI backend, an MCP server, and various front - end interfaces.

ClaudeHopper is an AI-driven building document assistant that enables direct interaction with building drawings and specifications through RAG and hybrid search technologies.

Apple RAG MCP is a retrieval-augmented generation system that provides Apple development expertise for AI agents. It integrates official Swift documentation, design guides, and Apple Developer YouTube content, and provides accurate technical answers through AI-driven hybrid search technology.

A lightweight MCP server focused on crawling document websites and performing RAG indexing using Jina AI and Supabase, supporting multi - project management, intelligent URL discovery, and hybrid content extraction.

A Q&A chatbot project about the EU AI Act, using a hybrid retrieval method (vector search + knowledge graph), providing local running and AWS Lambda deployment options.

Edit-MCP is a model context protocol server integrated with Microsoft Edit tools, providing advanced file editing functions for AI systems. It uses a hybrid architecture that combines file system operations and Edit integration.

An MCP server for scraping and searching third-party package documentation, supporting asynchronous scraping, semantic chunking, vector embedding, and hybrid search functions.

This project implements a Microsoft Teams message bridging service based on the MCP protocol, integrating PostgreSQL information retrieval and DuckDB storage, and supporting hybrid search and real-time event streaming.

The DPO2U MCP Platform is a hybrid AI compliance engine that combines local data processing with cloud - based legal knowledge, providing 17 tools to achieve 100% data localization processing and advanced compliance automation.

A server based on the Model Context Protocol (MCP) for performing enrichment queries on provided observables (such as IP addresses, domain names, etc.) through third - party services (such as VirusTotal, HybridAnalysis, etc.). This project is currently only for development and testing, supports multiple observable types and third - party services, and uses environment variables to manage API keys for security.

The Build Vault MCP server transforms The Build Podcast into a searchable knowledge base. Through hybrid search technology that combines semantic similarity and full-text search, it provides AI insights into business ideas, frameworks, and product strategies.

The REAPER MCP Server is a project that exposes the functions of the REAPER Digital Audio Workstation through an API interface. It uses a Lua - Python hybrid architecture, supports file or socket communication methods, and provides 756 tools covering multiple areas of audio processing.

An MCP server for interacting with Croit Ceph clusters through REST APIs, supporting automatic token optimization, built-in filtering, and hybrid mode tool management, significantly reducing the number of tools and improving LLM performance.

ViperMCP is a hybrid expert visual question-answering server based on ViperGPT. It provides streamable MCP tools through FastMCP, supporting visual positioning, combined image Q&A, and image Q&A relying on external knowledge.