AI & ML

A standardized MCP interface for AWS Athena that enables SQL query execution, result management, and database schema discovery.

MCP (Model Context Protocol) Server. Debugging tool that retrieves, filters, and displays MCP logs from Claude desktop applications across macOS, Windows, and Linux for troubleshooting integration issues.

MCP (Model Context Protocol) Server. Enables querying and retrieving detailed information about Azure resources across subscriptions through Azure Resource Graph API for cloud infrastructure analysis and troubleshooting

MCP (Model Context Protocol) Server. Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain consistent code quality.

MCP (Model Context Protocol) Server. Enables AI interaction with Autodesk Revit models for design assistance, analysis, and BIM workflow integration through a WebSocket connection.

The PinMeTo Location MCP server enables users to access and analyze business location data, reviews, and insights from Google, Facebook, and Apple using natural language.

A CPU-based MCP server for offline Stable Diffusion image generation using the ncnn framework, optimized for local text-to-image workflows.

An AI-powered MCP server for managing Architectural Decision Records (ADRs) that provides deep codebase analysis, security content masking, and synchronization with governance platforms.

MCP (Model Context Protocol) Server. Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives

A robust MCP server for Philips Hue smart lighting systems, allowing AI assistants to manage individual lights, groups, and scenes via local network integration. It supports detailed controls for brightness, RGB colors, color temperatures, and advanced effects through natural language commands.

MCP (Model Context Protocol) Server. Integrates with Gmail APIs to enable reading, sending, and managing emails across multiple accounts, supporting automated email processing and workflow integration.

A robust C++ code intelligence server that combines Tree-sitter parsing with Clangd LSP and optional Gemini AI to provide fast symbol navigation, call hierarchy analysis, and architectural insights.

An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.

A bridge server that integrates Agent Communication Protocol (ACP) agents into Model Context Protocol (MCP) clients, providing smart routing, interactive sessions, and multi-modal message conversion.

An intelligent MCP server for automated code analysis via OpenAI, comprehensive code collection into markdown documentation, and automated setup of essential MCP development tools.

A robust MCP server for automating and monitoring terminal sessions, supporting local shells, SSH connections, background jobs, and automated test assertions.

A comprehensive Help Scout integration for AI agents that enables searching conversations, retrieving message threads, and managing inboxes with advanced filtering and security features.

A Freshservice integration for MCP that enables AI assistants to manage IT service operations including ticket lifecycle management, change requests, and asset tracking. It streamlines ITSM workflows by allowing models to create, update, and filter records across various Freshservice modules.

An MCP server providing access to the OpenGenes database for aging and longevity research, including genetic interventions, lifespan results, and population longevity studies.

A Model Context Protocol server that bridges LLMs with the Compiler Explorer API, allowing for real-time code compilation and assembly analysis across hundreds of compiler versions and languages.

Enables AI agents to read, create, and manage pages and hierarchical blocks within a local Logseq knowledge graph via its HTTP API.

MCP (Model Context Protocol) Server. Connects Claude Desktop to Perplexity AI's language models through a lightweight proxy, offering web search capabilities with llama-3.1-sonar-small-128k-online and multi-turn conversations with mixtral-8x7b-instruct.

provides AI-powered PostgreSQL performance tuning capabilities.

A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

MCP (Model Context Protocol) Server. Streamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and provide tools for setup and management.

A comprehensive GIS data utility for converting between major geographic formats including WKT, GeoJSON, CSV, KML, and TopoJSON, features additional support for reverse geocoding.

A specialized MCP server providing real-time web search with natural language processing and content extraction from any URL with optional JavaScript rendering.

MCP (Model Context Protocol) Server. Maintains a structured knowledge graph of project entities and relationships, enabling users to track progress, manage tasks, monitor milestones, and assess project health through persistent storage and specialized analysis tools.

A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.

An MCP server that enables LLMs to analyze and decompile Java dependencies in Maven projects, providing source code and class structures for better coding accuracy when local source is missing.