AI & ML

A collection of Apple-native tools for the MCP protocol that enables AI assistants to interact with Apple applications including Messages, Notes, Contacts, Mail, Reminders, Calendar, and Maps.

Provides AI systems with access to Onyx programming language documentation through web crawling and intelligent search capabilities.

A basic structure to build and run local tools that support the Model Context Protocol (MCP) standard, compatible with AI tools like Cursor and Claude.

A Model Context Protocol server that enables AI assistants like Claude to manage changelogs, projects, and content through natural language interactions with Changerawr instances.

A tool-augmented AI server that exposes basic math operations (add, subtract, multiply) via FastMCP and Server-Sent Events, allowing LLM agents to discover and use these mathematical tools.

A Model Context Protocol server that integrates with Swit collaboration tools, allowing LLM clients to interact with Swit workspaces, channels, and messages through OAuth authentication.

A Cloudflare Workers-based server for deploying Model Context Protocol tools without authentication, allowing integration with AI assistants like Claude Desktop and the Cloudflare AI Playground.

Airtable MCP Server by CData

A Model Context Protocol server that allows integration with Claude Desktop by creating and managing custom tools that can be executed through the MCP framework.

StudioMCPHub is a production MCP server exposing a complete creative AI pipeline and the Alexandria Aeternum art dataset as paid tool calls. Agents connect via Streamable HTTP and pay per call with x402 USDC micropayments on Base L2 — no API keys, no accounts, no sign-up.

Provides AI assistants with access to Semrush SEO API functionality including domain analytics, keyword research, backlink analysis, and competitor insights.

Provides Python code security analysis through the Model Context Protocol, enabling AI tools to detect potential vulnerabilities like SQL injection and XSS by identifying tainted data flows from untrusted sources to sensitive operations.

An advanced SSH session manager that allows Claude to establish and manage multiple SSH connections, execute remote commands, and monitor connection health through the Model Context Protocol.

A Model Context Protocol server that provides secure curl command execution capabilities, allowing AI assistants to make HTTP requests with configurable parameters and built-in security protections.

A PowerShell-based MCP server that enables Claude Desktop to convert text to speech using Windows' built-in Speech API, offering features like playback control, speed and volume adjustment.

This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.

A deployable server on Cloudflare Workers that provides Model Context Protocol tools without requiring authentication, allowing easy integration with AI models like Claude Desktop and the Cloudflare AI Playground.

An MCP server implementation that enables generation of Google Ads content through Claude Code, Claude Desktop, and other MCP-compatible clients.

A Model Context Protocol server that enforces policies on user inputs by checking against defined rules and rude words, helping ensure AI interactions remain appropriate and compliant.

A multi-model research agent platform supporting Claude, Gemini, and OpenAI models with web search capabilities, thinking-enabled features, and citation support for advanced research workflows.

A management service that orchestrates multiple server processes organized into logical sections, providing centralized control for starting, stopping, and monitoring servers with support for containerization.

A deployable Model Context Protocol server on Cloudflare Workers that runs without authentication requirements, allowing integration with AI models through the Cloudflare AI Playground or Claude Desktop.

A bridge allowing AI/LLMs to seamlessly interact with external APIs for weather, finance, and news services through a standardized MCP-compliant interface.

A comprehensive Model Context Protocol server that enables AI assistants to interact with LinkedIn APIs for profile management, content creation, networking, messaging, and analytics.

Model Context Protocol server that enables AI assistants like Claude to access searchapi.io API for searching Google Maps, flights, hotels, and other web information.

A comprehensive Model Context Protocol server that integrates with the Scryfall API to provide Magic: The Gathering card data to AI assistants like Claude.

A Model Context Protocol server that allows Claude and other MCP-compatible AI assistants to interact with the Hugging Face ecosystem, enabling repository management, file operations, search, and collections management through natural language.

Enables running multiple Claude prompts simultaneously in parallel with support for file contexts and output redirection to individual files.

Search for products available in physical stores near you. Find prices, stock, and store locations for hardware, tools, and construction supplies. Useful when you need something today and can't wait for delivery. 5 tools: search products, search stores, get product details, get store details, list categories. No authentication required. Covers ~2400 products across ~4000 stores in Spain.

A modern Model Context Protocol (MCP) server that enables AI assistants to collect interactive user feedback, supporting text and image-based responses.