Development Tools

A comprehensive MCP server for BrowserStack that enables AI agents to manage test cases, execute manual and automated tests on real devices, perform accessibility scans, and debug test failures using natural language.

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

Bridges your IDE with the OpenAI Codex CLI to enable automated code analysis, structured refactoring, and AI-driven brainstorming with built-in sandbox controls.

A comprehensive MCP server for interacting with Docker Hub, allowing LLMs to search for images, manage repository metadata, and handle container tags through natural language.

A comprehensive AI framework for Delphi that enables developers to build autonomous agents, manage high-precision RAG systems, and create native MCP servers with support for major LLM providers.

Schema conversion and schema-driven code generation MCP server.

Memorizer is a persistent memory storage system for AI agents that uses PostgreSQL and pgvector to provide semantic search, version tracking, and knowledge graph relationship mapping.

A command-line management tool for MCP servers that allows users to add, list, run, and remove servers, as well as discover and call tools across different MCP clients.

- This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more.

SmartDB is a universal database gateway for the Model Context Protocol that supports MySQL, PostgreSQL, Oracle, SQL Server, and Dameng with advanced features like SQL optimization, health diagnostics, and OAuth 2.0 security.

A dynamic MCP server that transforms Swagger/OpenAPI specifications into executable tools, allowing LLMs to interact with any documented API using various authentication methods.

MCP (Model Context Protocol) Server. Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for organizations leveraging existing Azure identity services.

A versatile content extraction and processing server that transforms URLs, documents, media files, and images into clean, structured text and AI-generated summaries.

A lightweight agent orchestration dev tool that manages repo-level context through a git-native memory system of specs and issues. It allows AI agents to track long-horizon tasks, handle context handoffs, and synchronize development plans directly within a version-controlled environment.

A specialized MCP server that connects to TeslaMate PostgreSQL databases, enabling AI assistants to perform detailed analytics on Tesla vehicle data including battery health, driving efficiency, and charging history.

A remote MCP server implementation using Azure Functions and Python that provides tools for code snippet management and Greeting services, secured with HTTPS and Azure Functions keys.

🧠 MCP server implementing RAT (Retrieval Augmented Thinking) - combines DeepSeek's reasoning with GPT-4/Claude/Mistral responses, maintaining conversation context between interactions.

A tool for automating iPhone tasks via Appium and XCUITest, providing capabilities for UI interaction, app management, and screenshot capture with optimized XML output.

A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality

A comprehensive MCP server for interacting with the JFrog Platform API, enabling automated repository management, build tracking, security vulnerability scanning, and container monitoring.

A robust MCP server for Ubiquiti UniFi Network Controllers, enabling LLMs to query network health, manage devices/clients, and configure firewall, VPN, and traffic routing settings with a focus on security and context optimization.

A comprehensive development environment integrating 600+ AI agents, multi-model orchestration, and spec-driven methodologies within cloud-based workspaces like DevPods and Codespaces.

A high-performance, asynchronous MCP server implemented in Rust for efficient and secure filesystem management. It provides advanced features like glob search, ZIP archive support, and dynamic directory roots with a focus on safety and speed.

A comprehensive MCP server for VictoriaMetrics that enables querying metrics, analyzing TSDB cardinality, debugging relabeling rules, and searching embedded documentation directly within AI clients.

An MCP (Model Context Protocol) server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.

A robust MCP server that enables video manipulation through natural language by wrapping FFmpeg commands for searching, metadata retrieval, cutting, concatenating, scaling, and frame extraction.

A production-ready TypeScript template for building scalable MCP servers with support for declarative tools, multiple storage backends, and deployment to local or edge runtimes like Cloudflare Workers.

MCP (Model Context Protocol) Server. Provides manipulation of Xcode project files through 21 specialized tools for creating projects, managing targets and build configurations, adding/removing files and dependencies, modifying build settings, and automating common Xcode project tasks.

A specialized MCP server that converts natural language or images into 3D models using a multi-view reconstruction pipeline and OpenSCAD, capable of offloading heavy CUDA processing to remote LAN servers.

The official MATLAB MCP Server from MathWorks enables AI agents to start MATLAB, execute code, run unit tests, and perform static code analysis for style and correctness.