DBCode is a database management plugin for VS Code. It supports connections to more than 20 types of databases and provides functions such as data editing, natural language query, ER diagram generation, and visual analysis, helping developers efficiently complete database operations within the IDE.

Smart Tree is an ultra-fast directory visualization tool developed based on Rust. It is 10 - 24 times faster than the traditional tree command. It has features such as AI - optimized output, quantum compression, and intelligent search, and also focuses on environmental protection and energy conservation.

Zaturn is an AI-powered data analytics assistant that enables natural language queries to obtain business insights and visualization results without writing code.

A comprehensive chess analysis MCP server that integrates Stockfish engine evaluation, thematic analysis, opening databases, puzzle training, and game visualization, providing advanced chess analysis and game improvement functions.

The Image Gen MCP Server is a general AI image generation service that provides cross - platform and multi - model image generation capabilities for various LLM chatbots through the Model Context Protocol (MCP) standard protocol. It supports multiple image models from OpenAI and Google, enabling seamless conversion from text conversations to visual content.

DINO-X MCP is a project that enables large language models to perform fine-grained object detection and image understanding through DINO-X and Grounding DINO 1.6 API. It can achieve precise object positioning, counting, attribute analysis, and scene understanding, and supports natural language-driven visual tasks and workflow integration.

The Model Context Protocol (MCP) is a protocol for seamless integration of LLM applications with external data sources. It provides .NET templates to simplify the development process, supports multiple operating modes, and includes a visual debugging tool.

This project is an MCP server connected to the OKX exchange, providing real-time cryptocurrency data acquisition functions, including tools such as price query, historical candlesticks, and real-time subscription. It supports multiple data visualization formats and WebSocket real-time updates.

CodeBox-AI is a secure Python code execution service that provides self-hosted code interpreter functionality, supports conversational code execution, dynamic package installation, and visual output, and integrates the MCP protocol for interaction with LLM applications.

Scanpy MCP is a natural language processing server designed for the single-cell RNA sequencing analysis software Scanpy, supporting operations such as data reading and writing, preprocessing, analysis, and visualization through natural language. It is suitable for researchers and proxy developers.

An MCP server based on the R language, providing ggplot2 data visualization and R script execution functions, supporting multiple output formats and Docker containerized operation.

MCP OpenVision is an image analysis server based on OpenRouter's vision models, providing image analysis capabilities for AI assistants.

VGGT-MPS is a 3D vision reconstruction tool optimized for Apple chips, accelerated by Metal Performance Shaders. It can generate depth maps, camera poses, and 3D point clouds from single or multiple images, and supports sparse attention for city-level reconstruction.

RuleGo-Server is a lightweight, high-performance, modular automated workflow platform based on RuleGo. It supports visual orchestration, hot updates, AI support, and multi-tenancy, and is suitable for various scenarios such as iPaaS, API orchestration, and IoT rule engines.

The Electron MCP Server is a server based on the Model Context Protocol (MCP), providing comprehensive automation, debugging, and observability capabilities for Electron applications. It implements AI-driven automation through the integration of the Chrome DevTools protocol, supporting real-time UI interactions, visual debugging, deep inspection, and development observability, and can work without modifying the target application's code.

An MCP server for accessing the Visual Novel Database (VNDB), providing visual novel search and detailed information query functions, and featuring API request cache optimization.

OmniMCP is a tool that provides rich UI context and interaction capabilities for AI models through the Model Context Protocol (MCP) and OmniParser. It focuses on achieving in - depth understanding of the user interface through visual analysis, structured planning, and precise interaction execution.

Meta Ads MCP is a server based on the Model Context Protocol, used to interact with the Meta Advertising API through a standardized interface, enabling AI models to access, analyze, and manage Meta advertising campaigns, including obtaining performance data, visualizing advertising creativity, and providing strategic suggestions.

The Ollama MCP Server is a bridge tool that connects the local large language models of Ollama and the Model Context Protocol (MCP). It provides complete API integration, model management, and execution functions, and supports OpenAI - compatible chat interfaces and visual multimodal models.

A computer vision server implemented based on Ultralytics and the MCP protocol, supporting functions such as object detection, image segmentation, and pose estimation

An MCP service for operating Android devices via ADB, supporting functions such as app management, screen control, input gestures, and device information retrieval, and can integrate visual models for screen content analysis.

SQLGenius is an AI - based SQL assistant that converts user questions into SQL queries through natural language processing technology, supports BigQuery database operations, and provides interactive data visualization and schema exploration functions.

Hippycampus is a CLI and MCP server based on LangChain that supports dynamic loading of OpenAPI specifications and integration with Langflow, providing visualization workflow creation capabilities.

The YOLO MCP Service is a powerful computer vision service that integrates with Claude AI through the Model Context Protocol (MCP), providing functions such as object detection, segmentation, classification, and real-time camera analysis.

An MCP image analysis server based on OpenRouter visual models

A Puppeteer - based webpage screenshot MCP service that supports full - page screenshots, element screenshots, multiple image formats, custom options, and authentication session management. It can be used for AI agents to visually verify web applications.

An MCP service that stores AI memories as Markdown files and integrates with Obsidian, supporting knowledge graph visualization.

An MCP server that provides image recognition functions, supporting the visual APIs of Anthropic and OpenAI, with capabilities such as image description, multi - format support, configurable primary - backup service providers, and OCR text extraction.

OmniMCP is a project that provides rich UI context and interaction capabilities for AI models through the Model Context Protocol (MCP) and OmniParser. It supports functions such as visual perception, LLM planning, and action execution, enabling in - depth understanding and precise interaction with the user interface.

HTTP-4-MCP is a middleware server that can convert ordinary HTTP interfaces into MCP protocol interfaces, supporting functions such as visual configuration, real-time data stream, and hot reload.

The Orion Vision MCP Server is an open - source project based on the Model Context Protocol (MCP), providing seamless integration with Azure Document Intelligence services and supporting analysis and data extraction functions for multiple document types.

ScreenMonitorMCP is a revolutionary AI vision server project that provides real-time screen monitoring, visual analysis, and intelligent interaction capabilities for AI assistants such as Claude, enabling AI to 'see' and operate the user's screen.

The Unsplash Smart MCP Server is a professional image library integration solution designed for AI agents. It provides intelligent search, automatic attribution, and project-aware image management functions, simplifying the process of obtaining visual content for developers.

Android-MCP is a lightweight open-source project that serves as a bridge between AI agents and Android devices. It enables real-world task operations such as app navigation, UI interaction, and automated testing through the MCP server, without relying on traditional computer vision or pre-set scripts.

The OpenCV MCP Server is a Python - based computer vision service that provides OpenCV's image and video processing capabilities through the Model Context Protocol (MCP). It offers a full set of computer vision tools from basic image processing to advanced object detection for AI assistants and language models, including image processing, edge detection, face recognition, video analysis, and real - time object tracking.

The OpenRouter Image MCP Server provides powerful image analysis capabilities for AI agents, supports multiple visual models, and can analyze visual content such as photos, web page screenshots, and mobile application interfaces

BRAINS OS is an AI operating system based on modern cloud-native technologies, designed specifically for managing large language models and dedicated AI agents, providing visual workflow editing, a unified command system, and a secure deployment framework.

A web page screenshot tool optimized for AI vision workflows, automatically splitting into 1072x1072 pixels to meet the processing requirements of the Claude Vision API

The Visa Acceptance Agent Toolkit is a toolkit integrated with the Vercel AI SDK and the Model Context Protocol (MCP), specifically used for Visa Acceptance - related operations such as invoice management and payment link creation.

A Kubernetes AI intelligent management assistant that combines the MCP protocol server and Rancher UI extensions to provide natural language command - line operations and a visual cluster management interface