Development Tools

An MCP server that enables AI assistants to perform comprehensive GitLab code reviews by managing merge requests, analyzing diffs, and creating draft comments.

An Express.js wrapper that exposes Contentful management capabilities as a remote MCP endpoint, allowing Claude Desktop to interact with Contentful via HTTP.

ReadPDFx provides intelligent OCR and PDF processing by automatically detecting whether documents contain digital text or scanned images to apply appropriate extraction methods.

A centralized gateway platform for aggregating and managing multiple Model Context Protocol (MCP) servers through a single Electron-based interface. It provides enterprise-grade security features including policy-based access control, human-in-the-loop approval workflows, and comprehensive audit logging.

Shotter is an MCP server for automating iOS Simulator interactions, allowing AI agents to perform UI actions like tapping and typing, manage device states, and execute complex YAML-defined navigation workflows.

Enables AI assistants to execute AWS CLI commands and access AWS documentation, resources, and prompt templates through the Model Context Protocol with support for Unix pipes and secure Docker-based deployment.

A specialized MCP server for accessing the Recash1 API, allowing users to search through product databases and retrieve comprehensive lists of product codes.

Integrates Laminar workspaces with AI editors to manage workflows, steps, and configuration stores. It allows users to execute, monitor, and debug workflow executions through natural language commands.

A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.

Intelligent AI routing and integration platform for seamless provider switching

A robust MCP server for Datadog that provides tools to monitor environments, query metrics, search logs, and manage incidents and dashboards directly via API.

A professional 1-on-1 English tutoring server that enables AI assistants to provide oral practice, grammar correction, and vocabulary recommendations. It features specialized tools for generating conversation topics, tracking progress, and creating immersive role-play scenarios.

The m2m-mcp-server-ssh-client provides a unified MCP server interface, securely connecting via SSH to the m2m-mcp-server-ssh-server back-end which aggregates MCP servers. This setup offers secure, single-point access to diverse remote tools using robust SSH key-based authentication.

Extracts and analyzes key frames from Loom videos or local video files using scene change detection to provide visual context for debugging.

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.

An MCP server that tracks the latest trending tokens on CoinGecko.

An MCP server that provides structured access to the endoflife.date API, allowing users to query support lifecycle and release schedules for thousands of software products.

The Mureka MCP server provides AI-powered music generation capabilities, enabling users to create lyrics, complete songs, and background music directly through MCP-compatible clients.

An MCP server for Arma Reforger and Enfusion engine modding that enables users to create mods, search API classes, and generate scripts through natural language. It provides a comprehensive suite of tools for scaffolding addons, generating prefabs, and building projects using the Workbench CLI.

A specialized MCP server for iOS development that facilitates the generation, conversion, and validation of Swift UIKit code using the FrameLayoutKit layout engine.

Enables AI models to interact with Discord using human-readable channel names and usernames through smart target resolution and automatic mention processing. It provides tools for sending messages, reading channel history, and searching for content without requiring manual snowflake ID lookups.

A TypeScript Language Server Protocol (LSP) adapter for AI agents that provides deep type inspection, code diagnostics, and real-time type checking within an MCP-compliant environment.

A versatile PostgreSQL MCP server supporting both HTTP and Stdio transports, enabling LLMs to list tables, inspect schemas, and execute read-only SQL queries with stateful session management.

A comprehensive TypeScript boilerplate for rapid MCP server development featuring built-in examples for mathematical tools, weather services, and localized greeting functions.

A versatile MCP server for performing dynamic HTTP requests to webhooks, supporting custom methods, headers, and validation with automated error handling.

Enables AI copilots to understand and query Salesforce org configurations through intelligent metadata chunking and hybrid semantic search across Apex classes, custom objects, and flows.

A high-performance RAG system that uses Crawl4AI for web content extraction and SQLite with sqlite-vec for high-speed semantic search. It features a RAM database mode for 10-50x faster query performance and intelligent content cleaning for efficient storage.

A specialized MCP server that combines robust local file system operations with a Claude-powered AI recruitment assistant for technical candidate evaluation and project analysis.

Enables AI agents to interact with and control Roblox Studio instances in real-time through the Model Context Protocol. It provides a unified tool for building, scripting, and manipulating 3D worlds with over 90 operations including instance management and Luau scripting.

A specialized MCP server for interacting with Maven Central to retrieve package READMEs, metadata, dependency trees, and perform advanced package searches with GitHub integration.