AI & ML

Enables AI assistants to create, manage, and analyze short URLs through complete URL shortening functionality. Supports batch operations, custom domains, click statistics, and comprehensive link management.

Enables control of Philips Hue lights through VS Code Copilot or Claude Desktop using natural language commands. Supports turning lights on/off, adjusting brightness, changing colors, and listing available lights on your Hue Bridge.

Enables access to Bureau of Labor Statistics (BLS) economic data including Consumer Price Index, employment statistics, and other labor market indicators. Supports fetching data series, listing available datasets, and retrieving metadata through natural language queries.

Enables real-time weather queries for cities worldwide using Open-Meteo API. Provides 7-day forecasts with detailed information including temperature, wind, humidity, precipitation, and comfort level assessments in both Chinese and English.

Enables AI assistants like Claude to interact with Databricks workspaces through secure OAuth authentication. Supports custom prompts, tools for workspace management, and seamless deployment to Databricks Apps.

Enables AI assistants like Claude to interact with Databricks workspaces through custom prompts and tools. Supports cluster management, SQL execution, and workspace operations with OAuth authentication.

Enables Claude to generate images through a local ComfyUI instance using Stable Diffusion and SDXL models via natural language. Users can trigger image generation, list available checkpoint models, and monitor the ComfyUI queue status directly from their MCP client.

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Enables RAG-powered documentation search using OpenAI embeddings and Pinecone vector database. Provides an extensible framework for adding additional tools with support for both local STDIO and production HTTP transports.

The Amplitude MCP server enables seamless integration between AI assistants and your product data, allowing you to search, analyze, and query charts, dashboards, experiments, feature flags, and metrics directly from your AI interface.

Enables AI agents to autonomously browse inventory, negotiate terms, manage carts, and execute secure payments on Shopify stores using standardized protocols. It provides a bridge for LLMs to handle the entire commerce lifecycle from discovery to order tracking through a verifiable mandate chain.

Provides AI assistants with direct access to the complete Godot Engine documentation, including classes, tutorials, and features. It enables developers to retrieve and analyze official documentation through natural language interfaces using the Model Context Protocol.

Enables AI assistants to manage student registration through natural language commands. Supports registering new students, listing all students, and retrieving specific student information with data validation.

Enables conversion of plain text descriptions and Markdown content into interactive mind maps using AI. Automatically uploads generated mind maps to Aliyun OSS and provides online access links.

Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.

After connecting to the Happy123 numbered musical notation MCP service, the AI large language model gains the ability to create numbered musical notation.

Enables users to search and access DOOR support documentation and knowledge base articles through natural language queries. Provides fast search capabilities across support.door.com content including articles and PDFs with pre-built search indexing.

Provides AI agents with environmental sensing capabilities including current time, IP-based geolocation, system information, and hardware details. Enables more contextual and accurate AI responses based on user's environment.

A Model Context Protocol server implementation built with FastAPI that enables AI agent interactions. Provides a structured foundation for building AI-powered applications with proper data validation and modern Python tooling.

Provides time filter tools for CX Dashboard integration, allowing users to set predefined time periods, custom date ranges, and manage time-based filtering across dashboard tabs. Supports HTTP-based MCP protocol with optional authentication for seamless integration with MCP-compatible clients like Langflow.

Enables remote command execution via SSH and database queries through PostgreSQL connections. Supports classifier training orchestration with configurable SSH profiles for AI-assisted infrastructure management.

Enables users to track personal expenses through natural language interactions with comprehensive category support and financial summaries. Provides both local and remote MCP server options with SQLite storage for fast expense management operations.

Enables interaction with Odoo ERP systems through 17+ business tools covering sales, purchasing, inventory, and accounting operations. Supports both Claude Desktop integration and web deployment with dual transport modes.

Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.

Enables interaction with Spotify's music catalog through natural language conversations. Search for tracks and artists, get recommendations, explore playlists, and browse artist discographies using the Spotify Web API.

Enables natural language querying of a resume with AI/ML experience, business impact metrics, and technical skills. Supports searching by company, skill, or achievement with built-in analytics and evaluation capabilities.

Provides access to InterSystems IRIS ObjectScript documentation, examples, and intelligent search tools. Enables developers to query documentation, search class references, and access official IRIS resources through natural language.

Enables out-of-band interaction testing by integrating ProjectDiscovery's interactsh service as an MCP server. Allows AI agents to create callback domains, send probes, and capture DNS/HTTP interactions for security testing and verification workflows.

Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agents to call the Gemini model and interact with development tools like code linting, GitHub operations, and documentation generation. Includes security measures to prevent unauthorized file access through path validation.

Provides AI agents with structured access to U.S. EPA environmental data including nearby regulated facilities, chemical releases, water violations, and hazardous waste sites for any U.S. location. Enables comprehensive environmental impact analysis through the EPA Envirofacts API with geocoding support and distance-based filtering.