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Aviation safety intelligence for AI agents — this MCP server queries 8 live government data sources in parallel and returns a composite Aviation Safety Score (0-100) covering airline safety defects, airworthiness directives, route weather risk, sanctions exposure, and maintenance compliance.

Interact with WhatsApp via GOWA (Go WhatsApp Web Multi-Device) REST API for personal automation.

Enables dropshippers and e-commerce operators to generate SEO-optimized product listings, score SEO, audit catalogs, discover niches and suppliers, and surface Autopilot optimizations directly from Claude.

Provides short, positive encouragement messages for AI coding agents during long-running or difficult tasks. Hosted on Cloudflare Workers with a public Streamable HTTP endpoint.

Claude Code plugins by Dokmatiq — document generation, e-invoicing, and more

Cursor Sound MCP is a server that plays audio feedback when AI completes code generation in the Cursor editor. Built with TypeScript and the Model Context Protocol SDK, it uses the play-sound library to trigger customizable sound effects through a simple tool interface. The implementation features error handling, proper logging to stderr, and a stable JSON response format. Originally inspired by @EricListin on X.com, this MCP enhances the coding experience by providing auditory notifications that alert users when Cursor AI has finished generating code, eliminating the need to constantly monitor the screen for completions.

Declarative MCP runtime over IDF artifacts. Tool descriptions carry invariants, lifecycle, irreversibility, and role scopes.

Provides comprehensive access to the KEGG (Kyoto Encyclopedia of Genes and Genomes) database through a FastMCP server implementation with streamable HTTP transport. Offers specialized tools for searching and retrieving detailed information across all major KEGG databases including pathways, genes, compounds, reactions, enzymes, diseases, drugs, modules, and orthology groups. Features advanced analysis capabilities like cross-organism ortholog finding, drug-drug interaction checking, batch processing, and identifier conversion between KEGG and external databases. Designed for bioinformatics workflows, metabolic pathway analysis, drug discovery research, and systems biology applications.

Enables agents to classify, audit, and plan documentation using the Diataxis framework with deterministic heuristics and no external LLM calls.

Enables interaction with CoW Protocol's order book API, allowing token resolution, quote retrieval, and order management across multiple networks through natural language.

Vector clock implementation for tracking causal event ordering, distributed concurrency, and happens-before relations across agent networks.

Generate media & entertainment industry news digests.

An educational MCP server deployed as an Azure Function, exposing tools like addition, weather simulation, and temperature conversion for AI agents to invoke.

Enables AI assistants to search and retrieve metadata, abstracts, and notes from a user's Zotero library through tools like search, get item, and list collections.

MCP-Discord provides a bridge between AI assistants and Discord, enabling interaction with the platform through a comprehensive set of tools. Developed by jar285 under the MIT license, this TypeScript implementation offers functionality for managing Discord servers, channels, messages, reactions, webhooks, and forum posts. The server uses the discord.js library and Model Context Protocol SDK, with support for both direct Discord token authentication and enhanced startup options that provide better debugging and error handling. MCP-Discord is particularly valuable for applications requiring automated Discord management, community engagement, or integration of AI assistants with Discord communities.

A hands-on journey into AI by building small projects with Laravel, Vue, and modern AI tools. You will get each and everything in this single repo from notes to hands on practical website built using those tools.

Workspace-scoped AI agent infrastructure for .NET enabling context retrieval, TODO orchestration, session logging, repository operations, GitHub automation, GraphRAG, and agent orchestration over HTTP and MCP STDIO transports.

A high-performance Model Context Protocol (MCP) server that provides seamless integration with Amazon DataZone services. This server enables AI assistants and applications to interact with Amazon DataZone APIs through a standardized interface.

MCP server that routes medical questions and images to MedGemma models hosted on Vertex AI, enabling interaction with text-only and multimodal medical AI systems.

AI-powered YouTube playlist to flashcards with spaced repetition (SM-2 algorithm). 18 tools for playlist management, semantic search, and Anki export.