AI & ML

Integrates Google's Gemini AI into development workflows via MCP, providing tools for codebase analysis, implementation planning, and technical consultation.

A tool that enables LLMs to search for Amazon products and scrape detailed information like price, ratings, and descriptions without requiring API keys.

MCP (Model Context Protocol) Server. Provides a SQL interface for querying and managing Apache Iceberg tables through connections to Iceberg REST catalogs and S3-compatible storage, enabling data analysts to interact with data lakes without switching contexts.

A Node.js based MCP Host application that acts as a gateway to manage and interact with multiple MCP servers simultaneously via a unified HTTP API.

MCP (Model Context Protocol) Server. Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless integration with existing workflows.

MCP (Model Context Protocol) Server. Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores for AI workflows.

A comprehensive MCP server that enables AI assistants to manage TheBrain's knowledge system, including thought hierarchy, relationships, file attachments, and markdown notes.

A mineflayer-based MCP server that allows AI agents to play Minecraft by providing tools for navigation, block manipulation, crafting, smelting, and game state observation.

MCP (Model Context Protocol) Server. Integrates with professional cryptocurrency data APIs from DefiLlama Pro, CoinGecko Pro, and Arkham Intelligence to provide real-time token prices, market data, blockchain analytics, and on-chain intelligence for crypto researchers and traders.

A food and cocktail recipe collection server providing access to over 200 searchable recipes and meal suggestions based on ingredients.

MCP (Model Context Protocol) Server. Integrates with Intercom to provide filtered access to conversations and chats, enabling detailed analysis of customer interactions and support trends.

A universal adapter protocol and MCP server designed to control and orchestrate hardware including robots, IoT devices, and microcontrollers like Raspberry Pi and Arduino via AI agents.

A suite of MCP servers and tools designed to allow Large Language Models to monitor, manage, and interact with WildFly application servers using natural language.

A specialized MCP server for the PHP ecosystem that provides AI agents with direct access to Inspector APM's production error logs, performance transaction data, and execution timelines.

MCP (Model Context Protocol) Server. Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata for semantic search and recommendation systems.

A high-performance image processing MCP server that provides session-based image manipulation, including background removal, color sampling, cropping, and compression using Sharp and machine learning.

A comprehensive development toolkit for the Stacks blockchain, providing tools for Clarity smart contract generation, SIP compliance, security analysis via post-conditions, and performance optimization.

An image analysis and OCR server that leverages xAI's Grok vision model to provide detailed descriptions and text extraction from both local files and web URLs.

A Canvas LMS integration for AI systems that provides seamless access to educational data including courses, assignments, quizzes, and syllabi via natural language.

A comprehensive MCP server providing tools and resources for Bible study from the Faith, Hope, Love (FHL) API, featuring multilingual verse lookups, Strong's concordance, scholarly commentaries, and deep research capabilities for apocrypha and apostolic fathers.

An MCP server for providing serverless cloud infrastructure for AI agents.

A comprehensive Model Context Protocol server providing AI agents with real-time web search, AI answers, and content extraction capabilities powered by You.com APIs.

A specialized MCP server that bridges AI assistants with SIEMENS WinCC Unified SCADA systems via GraphQL, enabling real-time monitoring, historical data querying, and alarm management.

An MCP server that enables AI assistants to interact with Microsoft Outlook and SharePoint via the Microsoft Graph API, providing email, calendar, and document processing capabilities.

MCP (Model Context Protocol) Server. Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.

A comprehensive MCP server providing complete control over the Carla audio plugin host, enabling AI-driven session management, plugin control, audio routing, and real-time analysis.

An MCP server for interacting with the Prefect 3.0 workflow orchestration platform, allowing for flow management, deployment searching, and executing workflows.

MCP (Model Context Protocol) Server. Integrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities.

MCP (Model Context Protocol) Server. Bridge between Unity game environments and AI systems for executing C# code, querying game objects, and performing asynchronous operations like automated testing and scene analysis.

Enables browser automation by managing Selenium Grid instances across Docker and Kubernetes, providing scalable Chrome, Firefox, and Edge environments for AI agents.