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MusicBrainz MCP — wraps MusicBrainz Web Service v2 (free, no auth)

A Model Context Protocol server that provides programmatic access to Amazon EKS clusters, allowing AI assistants to manage and interact with Kubernetes resources. It exposes cluster operations like listing pods as callable tools through a standardized interface.

MCP server for HarmonyOS development - interact with projects, devices, and applications

Enables AI agents to integrate the SIBS payment gateway, providing tools for creating checkouts, checking payment status, issuing refunds, and generating Multibanco references directly through natural language.

Validate tool-call args before execution. Returns LLM-friendly retry hints.

Enables web search capabilities by integrating with the local gemini-cli tool. Provides access to Gemini's Web Search Tool functionality through the Model Context Protocol.

An MCP server that gives text-only LLMs like DeepSeek vision capabilities by OCRing images, PDFs, Office documents, and text files into pure text. It provides tools like read_document and ocr_image to enable file analysis.

A specialized MCP server that allows AI coding assistants to send direct messages via your personal Telegram account.

Extracts explicitly written acceptance criteria from requirement documents, user stories, and similar texts, returning structured criteria and Given/When/Then pieces.

MCP server for driving Cavalry's 2D motion-graphics engine from LLMs, enabling scene creation and animation via natural language.

An MCP server that exposes governed CXone WFM Intraday tools to an AI assistant, enabling real-time analyst workflows like risk assessment and SLA recovery using synthetic data.

A read-only MCP server that provides access to financial news, Wall Street Bets sentiment analysis, and detailed options data from sellthenews.org. It enables LLMs to retrieve real-time news feeds, search historical data, and analyze options chains or Greek exposure for specific tickers.

Enables AI assistants to generate speech with custom cloned voices via DashScope or ElevenLabs, with an inline audio player and visualizer panel.

Provides AI assistants with access to Taiwan's PCCES database for querying construction project items, standard resource codes, and decoding work item codes.

Industrial-grade defensive unit test synthesis Model Context Protocol (MCP) server for Cursor and Claude Desktop

This MCP server implementation generates UUIDs for AI assistants, built with Deno and the Model Context Protocol SDK. It exposes a single tool called GET_UUID_TOOL through a standard MCP interface, handling tool requests via stdio transport. The server logs all operations to stderr with timestamps for debugging purposes and includes robust error handling to return formatted error messages when tool calls fail. Licensed under Apache 2.0, this lightweight implementation provides a simple but essential utility for applications requiring unique identifiers within AI assistant workflows.

Control macOS Mail.app with AI to triage inboxes, draft replies, search, move, delete, and label email using natural language

Enables querying and managing PostgreSQL and MySQL databases through natural language, supporting connection management, query execution, schema inspection, and parameterized queries with connection pooling.

Dual-purpose MCP server for: 1) AI-enhanced git standup and, 2) learning how to implement custom MCP tools for agents

Enables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in favor of a remote MCP server.