Development Tools

A specialized MCP server that integrates the Volatility 3 framework to perform advanced memory forensics using natural language queries for process, network, and malware analysis.

An MCP server that optimizes Apache Spark code using Claude AI to apply performance enhancements like broadcast joins, strategic caching, and query plan improvements.

An educational MCP server bridging Autodesk Revit with AI assistants using a dual-component architecture for model control, element creation, and BIM data extraction.

A robust TypeScript-based MCP server providing platform-agnostic filesystem capabilities with secure path sanitization, advanced search-and-replace, and support for both STDIO and HTTP transports.

A specialized MCP server that provides real-time and historical currency exchange rates, supporting conversions and currency listings via the Frankfurter API.

MCP (Model Context Protocol) Server. Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from code or text descriptions within conversational interfaces.

MCP (Model Context Protocol) Server. Provides a structured thinking framework for breaking down complex problems into sequential steps while recommending appropriate tools for each stage based on context and progress tracking.

An MCP server providing professional Android APK reverse engineering tools for decompiling, manifest parsing, and security auditing using Apktool.

A discovery server for the MCP ecosystem that allows users to search, filter, and explore available MCP servers and integrations via the PulseMCP API.

MCP (Model Context Protocol) Server. Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic, OpenRouter, and Ollama.

MCP (Model Context Protocol) Server. Provides a bridge to Qiniu Cloud Storage services for uploading files and retrieving public URLs through authenticated API calls

AI-powered HTML prototype generation server that converts natural language descriptions into complete HTML code with modern design and responsive layouts. Supports design description expansion and seamless integration with Modao workspace.

An MCP server designed for creative brainstorming that uses progressive disclosure and server-side filtering to facilitate unconventional thinking while minimizing context window overhead.

Handler is a comprehensive toolkit and MCP server for the A2A (Agent-to-Agent) Protocol, enabling AI assistants to communicate with remote agents and providing developers with TUI/CLI debugging tools.

MCP (Model Context Protocol) Server. Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions, vendors, users, and spend programs for SQL-based business intelligence tasks.

A specialized MCP server for macOS that automates Apple Keynote through AppleScript, allowing AI assistants to create, edit, and export presentations.

A comprehensive MCP server for SingleStore that enables natural language database management, SQL execution, workspace orchestration, and notebook-based job scheduling.

MCP (Model Context Protocol) Server. Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more.

MCP (Model Context Protocol) Server. Transcribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text extraction from audio.

The pre-flight check for AI agents

A weather information server implementing the National Weather Service API with full MCP OAuth 2.1 compliance for secure US weather alerts and forecasts.

The official McDonald's China MCP server providing integration for campaign calendars, coupon status tracking, and automated coupon collection for users in mainland China.

Agentic Control Framework (ACF) is a comprehensive AI orchestration layer providing over 80 tools for sophisticated task management, browser automation, terminal control, and surgical code editing across local and cloud environments.

A universal email MCP server that enables AI to manage, read, and send emails across various providers like Gmail, Outlook, and QQ Mail with automatic configuration and multi-protocol support.

An MCP server that enables Codex to delegate complex tasks to specialized, isolated sub-agents with automatic repository and global skill selection. It provides durable artifact tracking and parallel orchestration for multi-step workflows.

A TypeScript-based agent that integrates Ollama with multiple Model Context Protocol (MCP) servers, allowing local LLMs to interact with external tools like filesystems and web research through a unified CLI.

Metabase MCP server provides integration with the Metabase API, enabling LLM with MCP capabilites to directly interact with your analytics data, this server acts as a bridge between your analytics platform and conversational AI.

A powerful orchestration server that enables AI agents to discover, create, and execute complex multi-step workflows using structured YAML definitions and global strategy instructions.

A Spring Boot-based MCP server that integrates 1C:Enterprise development with AI assistants, providing tools for code checking, syntax explanation, and AI-driven consultation via the 1C:Naparnik API.

A robust MCP server that enables LLMs to execute arbitrary bash commands and manage working directories on a local machine.