AI & ML

Enables AI assistants to work with Strudel live coding patterns for music creation, including parsing mini notation, generating rhythmic patterns, accessing music theory (scales/chords), and applying pattern transformations.

Enables interaction with GitHub repositories, issues, pull requests, and code search through natural language. Supports self-hosted deployment with built-in analytics and flexible authentication options.

Enables Claude Desktop to access and analyze Garmin wearable health data including sleep, HRV, Body Battery, and activity metrics. Users can query their health trends, track recovery, and generate interactive HTML dashboards using natural language.

Build n8n workflows from text using AI. Turn natural language into production-ready, validated n8n workflows. This isn't just another n8n context provider, it's a complete workflow generation engine with built-in validation, auto-fixing, and architectural intelligence.

A Model Context Protocol server that integrates AI assistants like Claude and Cursor directly into the Unity Editor to automate game development workflows. It provides over 40 built-in tools for scene manipulation and project management, while offering a simple C# API for creating custom extensions.

Enables evolutionary solution generation and optimization using genetic algorithm principles, allowing LLMs to evolve solutions across multiple generations with consistency check evaluations and convergence detection.

An enhanced MCP server for the Capacities knowledge management app. Features * List and explore spaces * Search content with full-text and title modes * Read full object content by ID (unique feature) * Save weblinks with tags and metadata * Add content to daily notes * Windows-compatible

A demonstration MCP server that exposes basic arithmetic tools (add, subtract, ping) through FastAPI and shows how to integrate them with OpenAI's tool-calling API for LLM orchestration.

A high-performance Model Context Protocol server for AI integration with Metabase analytics platforms. Features response optimization, robust error handling, and comprehensive data access tools.

MCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.

Enables searching and retrieving detailed document content from the Yuque platform through its API. It allows AI models to search for documentation and knowledge bases by keywords and access specific document details.

Enables hybrid web search and intelligent content extraction, combining semantic search with documentation-optimized reading that strips noise and returns clean, token-efficient context for AI agents.

Free service management tools — playbooks, benchmarks, and instant service health analysis. DigitalCore MCP gives you free access to service management expertise directly in your AI assistant. Run a Service Reality Check to score your service health in 60 seconds. Access strategy playbooks for ser

Enables personal expense management with SQLite storage, allowing users to add, update, delete, list, and summarize expenses by category through natural language interactions.

Enables AI-powered portfolio analysis for Wealthfolio, allowing Claude to query and analyze investment holdings, asset allocation, real estate properties, and execute transactions through natural language.

Enables Large Language Models to play chess agentically with real-time HTML board visualization and a hybrid AI engine featuring ten difficulty levels. It supports interactive games between users and agents, including a web dashboard to monitor active matches.

A proof-of-concept implementation that enables Amazon Bedrock AgentCore to interact with AWS Lambda functions and REST APIs through the Model Context Protocol. It provides a gateway for protocol translation and supports direct server implementation using the FastMCP framework.

An MCP server that enables interaction with Jira to fetch issues by key and perform JQL searches. It provides a foundation for integrating multiple work systems, with planned support for Slack and GitHub.

Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.

Enables AI assistants to interact with Ubiquiti UniFi network infrastructure for monitoring devices, managing clients, and performing configuration tasks like blocking/unblocking devices and viewing network health.

Enables AI agents to interact with VnExpress news content through RSS feeds, advanced search with filters, and clean article text extraction for Vietnamese news consumption.

Model Context Protocol (MCP) server for Hostex API - Enables AI assistants to manage vacation rental properties

Enables searching and browsing Qiita articles, including filtering by tags and users, retrieving comments, and accessing bookmarked articles. Supports both public Qiita and private Qiita Team instances.

Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.

MCP server for managing Claude Code conversation sessions

Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, detect AI-generated music, and measure loudness using IRCAM Amplify's audio processing APIs.

Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email, calendar, Teams, users, files), Italian PEC certified email, booking, and document management. Replaced by 8 atomic MCP servers.

Provides comprehensive financial research tools including A-share stock analysis, web scraping, entity extraction, and multi-source search capabilities for building intelligent financial research agents.

Enables LLMs to perform web searches through Perplexica with multiple focus modes (web, academic, YouTube, Reddit) and optimization settings, returning AI-generated responses with source citations.

Connects AI assistants to GitLab projects, enabling users to query merge requests, review discussions, view test results and pipelines, search by branch, and respond to comments through natural language commands.