A text editing system integrated with Claude Desktop, which realizes text selection, editing, and automatic replacement functions at the macOS system level through the MCP protocol, supporting custom prompts and desktop notifications.

rag - mcp is an over - designed retrieval - augmented generation system that provides multiple text search modes (semantic search, question - answer search, style search) through a Python server. It uses PostgreSQL and pgvector to store text embedding vectors, supports interaction with AI agents, and has a complex but scalable architecture.

A document retrieval system based on MongoDB Atlas vector search and Voyage AI embedding technology, supporting semantic search and text matching, including document chunking, embedding generation, and storage functions.

A text-to-speech MCP server based on the Rime API, providing system audio playback functionality.

native-devtools-mcp is a cross-platform MCP server that provides AI agents with the ability to automate control of macOS, Windows, and Android systems, including screenshot, OCR text recognition, simulated click input, window management, and Android device control.

The TSAP MCP Server is a text search and analysis processing system based on the Model Context Protocol (MCP), providing standardized interface services for code intelligence and text analysis. The project consists of three major components: core TSAP functions, tool APIs, and the MCP adaptation layer. It supports various functions such as text search, code analysis, and data processing, and can be seamlessly integrated with MCP clients such as Claude Desktop.

An enterprise - level AI assistant system based on the Model Context Protocol, with intelligent server selection, text analysis, code review, sentiment analysis, and knowledge management functions, providing an aesthetically pleasing Web interface.

A high-performance MCP server implemented in Go language, providing AI assistant capabilities and system tool integration, supporting secure command execution, file operations, and text editing functions.

A file system operation server based on the MCP protocol, providing functions such as directory management, file reading and writing, text analysis, duplicate file search, and compression and decompression.

File Search MCP is a dedicated MCP server built on Rust, providing full-text search functionality for text files in the file system. It uses the Tantivy search engine for efficient indexing and retrieval.

An MCP server based on TypeScript that implements a Retrieval Augmented Generation (RAG) system for local documents, supporting querying and indexing of Git repositories and text files.

Rime MCP is a text-to-speech service based on the Rime API, which realizes voice synthesis and playback functions through the system's native audio player.

This project is a community - maintained collection of MCP servers, providing various functional services such as text search, HTTP requests, and system operations, which can be installed and managed through the CLI tool.

An MCP server implementation integrating the 4o-image API, supporting image generation and editing by LLMs and AI systems through a standardized protocol, including functions such as text-to-image generation and image editing.

A fully functional MCP server that offers 73 tools covering 11 modules including file system, diagnostics, scripts, time management, network, context, Git operations, user input, version control, clipboard, and text conversion.

This project is a community-maintained collection of MCP servers, providing various functional services such as text search, HTTP requests, and system operations, which can be easily installed and used via CLI tools.

Memento is a knowledge graph memory system based on SQLite, providing persistent memory functions, supporting full - text retrieval and semantic search, and realizing intelligent context retrieval through BGE - M3 embedding. It is suitable for technical and creative project management.

An MCP server that provides comprehensive audio playback functionality for macOS, supporting system sounds, text-to-speech, and custom audio file playback, suitable for MCP clients such as AI assistants.

This project is an MCP server used to integrate Google's Gemini model with Claude Code to achieve collaboration between the two AI systems. It provides functions such as direct query, collaborative brainstorming, code analysis, text analysis, content summarization, and image prompt generation.

Dungeon MCP Server is a text-based dungeon adventure game server based on the MCP protocol. It provides functions such as dungeon exploration, NPC interaction, combat system, and player data management, supporting RESTful API and custom configuration.

An automated welcome text generation server based on the MCP protocol, used to extract structured employee information from free text and generate professional welcome texts for new employees according to a modular template system.