AI & ML

Enables comprehensive Spotify integration through natural language commands, supporting playback control, music search, playlist management, and device control. Available in both Python and cloud-deployable JavaScript implementations.

Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

Enables control of Spotify playback, music search, and playlist management through natural language commands. Available in both Python and Vercel implementations with comprehensive OAuth2 authentication and device management.

A comprehensive Model Context Protocol (MCP) server that provides AI assistants with seamless access to Libraries.io's vast database of 9.96M+ open source packages across 33+ package managers including NPM, PyPI, Maven, Go, NuGet, and more.

Provides a complete end-to-end MCP server implementation with file system tools, web scraping capabilities, and system information access. Includes ready-to-use configuration files and integration examples for Claude Desktop, ChatGPT, and other AI models.

Enables chat with multiple LLM providers (OpenAI and Anthropic) while maintaining persistent conversation memory. Provides extensible tool framework for various operations including echo functionality and conversation storage/retrieval.

Enables anonymization and deanonymization of sensitive data in text using Microsoft Presidio. Supports session-based storage to reversibly replace sensitive information like passwords and secrets with placeholder tokens.

Enables validation and PDF rendering of Guatemalan FEL invoices from XML files. Supports single file processing and batch operations with branded PDF output for local tax compliance workflows.

Enables e-commerce shop owners to query their business data using natural language through local AI models. Provides secure, privacy-focused access to sales reports, inventory management, customer analytics, and order data without sending sensitive information to external services.

Provides AI-powered search capabilities through three specialized tools: web search, people search, and X platform (formerly Twitter) search, all accessible via a Model Context Protocol interface.

Enables integration with Cortex Context services through the Model Context Protocol. Provides authenticated access to CortexGuardAI's context management capabilities for registered users.

An MCP server with comprehensive CI/CD workflows including unit tests, integration tests, and end-to-end validation. Features automated testing across multiple Node.js versions with coverage reporting and linting validation.

Enables Claude Desktop to download files from web URLs with automatic browser fallback for JavaScript-heavy sites. Supports smart redirect handling, custom file naming, and cross-platform compatibility.

A boilerplate TypeScript MCP server with Express.js designed for AWS AppRunner deployment. Provides sample tools, resources, and prompts with Docker containerization and GitHub Actions CI/CD workflow.

Enables AI assistants to interact with Coolify for complete infrastructure management including applications, databases, servers, deployments, and team operations. Provides 100% API coverage with 64 tools for managing the entire Coolify ecosystem through natural language.

Provides AI security guardrails through Javelin's platform to detect harmful content, prompt injection attempts, and language policies. Enables comprehensive content safety analysis with trust & safety detection, prompt injection protection, and language identification.

Enables interaction with TOPdesk service management platform through comprehensive API integration. Supports incident management, operator/person operations, document conversion, and FIQL querying for streamlined IT service desk workflows.

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Equinix Fabric MCP Server is an AI-powered interface that enables customers to query their network infrastructure using natural language, providing instant access to real-time information about ports, connections, routers, metros, and other Fabric components.

Enables full automation of Sport5 Fantasy League management including team analysis, player searches, automatic transfers, captain selection, and optimization recommendations. Supports Hebrew interface and provides comprehensive fantasy football team management through natural language commands.

Enables management of dental appointments through Google Calendar integration. Supports booking, canceling, rescheduling appointments, checking availability, and finding next available slots through natural language.

Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across all official Apple docs.

Enables AI assistants to interact with Odoo ERP systems through XML-RPC integration. Provides access to Odoo models, records, employee search, holiday management, and custom method execution via the Model Context Protocol.

Provides comprehensive access to GridStack.js functionality for building dynamic dashboard layouts and responsive drag-and-drop grid systems. Includes 26+ tools for widget management, layout control, and serialization with support for React, Vue, and modern CSS frameworks.

MCP server that provides PlantUML diagram generation capabilities.

Help agents automatically write and test stories for your UI components.

Automatically converts Swagger 2.0 API specifications into MCP tools, enabling AI assistants to directly call REST APIs. Supports both local Swagger files and remote URLs with comprehensive parameter validation and error handling.

Enables complete StreamSets Control Hub integration through conversational AI, allowing users to manage data pipelines, monitor jobs, and interactively build new pipelines with 44 tools across 9 StreamSets services. Features persistent pipeline builder sessions that let users create complete ETL workflows through natural language conversations.

Enables AI clients to interact with Joplin notes through the Web Clipper API. Supports searching, reading, creating, deleting, and organizing notes and notebooks, plus scanning for uncompleted todo items.

Enables interaction with Aiven cloud services including PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch. Allows LLMs to list projects, services, and retrieve service details to build full-stack solutions across the Aiven ecosystem.