AI & ML

Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.

Provides semantic search over ScriptingApp documentation by converting Markdown/MDX files into a LlamaIndex vector store. Supports multi-language indexing and enables natural language queries against technical documentation through MCP tools.

AICLUDE Security Vulnerability Scanner - MCP Server for querying vulnerability scan results

A weather forecasting MCP server that provides real-time weather data for major Chinese cities and global locations via the wttr.in API without requiring authentication.

Enables AI assistants to control a browser through Playwright and Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language commands.

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.

A Tailscale API integration for the Model Context Protocol, allowing users to manage devices, ACLs, keys, and DNS configurations within MCP-enabled clients.

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.

Enables AI models to search the web using DuckDuckGo, scrape webpage content in markdown format, and browse/read local files for code analysis and debugging.

Enables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.

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

Enables AI assistants to execute malware analysis tools on a REMnux system via Docker, SSH, or local connections. It provides automated file-type analysis, structured tool discovery, and security guardrails for streamlined malware investigation.

Provides Trae IDE with the ability to parse and query local Swagger/Knife4j JSON documentation by converting complex API structures into human-readable text for AI agents.

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 AI assistants to interact with the Pocketsmith personal finance API to manage accounts, budgets, and transactions through natural language. It supports comprehensive financial tasks including spending analysis, category management, and tracking recurring bills.

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

A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.

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.

Enables AI clients to query live data from SAP HANA and SQL databases through read-only SELECT queries with CSV-formatted results.

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.