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Git, Docker, Terminal, and other developer utilities

13,354 servers in this category

Fashion Recommendation System

MCP (Model Context Protocol) Server. Analyzes fashion images using CLIP to extract clothing attributes like style, color, and fabric, then generates personalized recommendations based on detected tags and user behavior.

MLflow MCP Server

An MCP server that enables AI assistants to manage MLflow lifecycle components including experiments, runs, and the model registry. It provides functions to search, retrieve metrics, and access metadata through natural language interfaces.

7 tools

shadcn-vue-mcp

Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instantly create beautiful, modern UI components through natural language descriptions. It integrates the shadcn-vue component library and tailwindcss, seamlessly connects with mainstream IDEs, and provides a streamlined UI dev

Vestige MCP

A specialized MCP server that provides deep DeFi analytics and real-time market data for the Algorand ecosystem, integrating directly with the Vestige API for tracking assets, pools, and protocols.

mcp-rust-slint-server

A specialized development server for Rust and Slint ecosystems that fetches real-time package data, UI components, and news from GitHub while maintaining a local cache for performance.

6 tools

WeChat Article Reader MCP Server

Enables fetching, searching, and summarizing WeChat public account articles through browser automation. Supports multiple output formats and provides article metadata and statistics.

Qwen3-Coder MCP Server

Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.

Home Assistant MCP

Enables control and monitoring of Home Assistant smart home devices through MCP protocol. Automatically manages authentication tokens and provides simplified tools for device discovery, switch control, and light brightness adjustment.

MCP Server for Google Cloud Healthcare API

MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions, from smarter clinical workflows for Health Systems to Pre-Auth frameworks for Payers!

OrgBrain MCP Server

A comprehensive analysis server that extracts and queries cross-repository knowledge including type definitions, service dependencies, and infrastructure configurations. It generates architectural diagrams and identifies shared data contracts across large developer organizations.

21 tools

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

MCP Hub

An AI-native management hub that enables users to control WordPress, WooCommerce, and various self-hosted services like Gitea and Supabase through AI assistants. It provides a comprehensive suite of nearly 600 tools for managing content, ecommerce stores, repositories, and databases using natural language.

Rongcloud Native

Native MCP Overview RongCloud Native MCP is a lightweight RongCloud IM service wrapper based on the MCP (Model Control Protocol) protocol. By directly wrapping the high-performance Rust IM SDK, it provides a simple and efficient instant messaging solution for client-side or local applications

Vimeo MCP Server

Provides a Multi-Agent Conversation Protocol server for interfacing with the Vimeo API, allowing agents to interact with Vimeo's video platform services through natural language.

Engagio MCP

Engagio MCP connects Claude to Twitter for intelligence-driven engagement, enabling users to monitor high-value accounts, score tweets by engagement velocity, and manage a strategic reply queue with built-in analytics.

27 tools

Jarvis MCP Server

A production-ready integration server that connects Claude to n8n and Supabase for semantic memory retrieval, workflow orchestration, and automated task management across multiple platforms.

5 tools

Cluster Execution MCP Server

Enables distributed task execution across a cluster of nodes with automatic routing based on load, OS, and architecture requirements. It provides secure SSH-based remote command execution, parallel processing capabilities, and real-time cluster health monitoring.

4 tools

MCP AI Bug Helper

Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.

obsidian-mcp

A robust Model Context Protocol server that provides direct filesystem access to Obsidian vaults, enabling AI assistants to search, read, write, and manage notes and images with high performance using a persistent SQLite index.

27 tools

MCP Desktop Tools

Enables searching text across configured local workspaces using ripgrep. Provides secure text search capabilities within defined workspace boundaries through both MCP server and CLI interfaces.

iMessage MCP Server

A specialized MCP server for accessing macOS message history, uniquely capable of decoding binary attributedBody data to read RCS, SMS, and mixed-protocol group chats.

4 tools

mcp-yeoman

A Model Context Protocol (MCP) server that provides integration with Yeoman generators, allowing AI agents to search for and run Yeoman templates programmatically.

WarpGBM MCP Service

Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.

anki-mcp

A tool for Claude Code to manage Anki flashcards, enabling users to create, search, and sync study materials directly from their terminal during coding sessions.

8 tools

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift docs, design guidelines, and Apple Developer YouTube content through advanced semantic and hybrid search capabilities. Features AI-powered reranking for accurate retrieval of Apple platform knowledge including iOS, macOS, watchOS, tvOS, and visionOS development resources.

FSS Pension MCP Server

Provides FSS (Korean Financial Supervisory Service) pension data to AI models like Claude through Model Context Protocol, enabling real-time pension product information retrieval and personalized AI-based pension consultation services.

brainstorm-mcp

Enables multi-round brainstorming debates between multiple AI models like GPT, DeepSeek, and Ollama to produce synthesized final outputs. Users can orchestrate parallel model interactions where AI agents critique and refine each other's ideas to reach a consolidated conclusion.

EVM MCP Server

Provides comprehensive access to Ethereum Virtual Machine (EVM) JSON-RPC methods for querying blockchain data, executing smart contract calls, and interacting with any EVM-compatible network including Ethereum, Polygon, Arbitrum, and more. Enables users to check balances, analyze transactions, estimate gas, retrieve logs, and perform blockchain operations through natural language.

SMILES Visualizer MCP Server

A specialized MCP server for chemical informatics that validates SMILES strings and generates diverse molecular visualizations including 2D diagrams, network graphs, and interactive Plotly charts.

13 tools

K-MCP: Kali Model Context Protocol Server

A specialized MCP server that bridges AI assistants to a Kali Linux environment, enabling automated security scanning, penetration testing, and real-time CTF challenge solving through explicit tool execution and persistent interactive shell sessions.

11 tools