AI & ML

A Model Context Protocol server that integrates with the Freelo project management API to manage tasks, track subtask progress, and retrieve file attachments from comments.

A specialized MCP server for accurate WCAG color contrast calculations and accessibility analysis, ensuring web compliance by running actual luminance equations rather than LLM estimations.

Enables access to the Gallica digital library of the Bibliothèque nationale de France for searching titles, authors, and dates, with advanced tools to retrieve metadata, OCR text, and IIIF images.

Enables AI agents to interact with the Nager MCP UI API through standardized Model Context Protocol tools. It provides a bridge for accessing date-related functionalities and public holiday information from date.nager.at.

A usage tracking and statistical analysis tool for Claude Code that enables natural language querying of costs, user rankings, and usage trends via both Node.js and Python implementations.

A comprehensive MCP server providing real-time weather data, 5-day forecasts, air quality indices, and weather comparisons via the OpenWeatherMap API.

A multi-server MCP suite providing text processing, file reading, PDF generation, and NASA-grade software defect prediction using a specialized AI model.

A demonstration MCP server that provides a mock stock search tool, designed to showcase basic protocol implementation by returning humorous, rude responses.

A specialized MCP server for querying Chinese university discipline assessments, providing multi-dimensional analysis of school rankings, subject strengths, and regional educational distributions.

A tool for managing a simple note storage system via a custom URI scheme, featuring note creation and automated summarization capabilities.

A Model Context Protocol server that validates Mermaid diagram syntax and provides grammar checking to ensure diagram code correctness and reliability.

A specialized MCP server that enables advanced reasoning by allowing AI models to manage a structured, multi-step thinking process with support for revisions and alternative reasoning branches.

A robust MCP server that integrates Alpaca's Trading API, enabling AI assistants to perform stock, option, and crypto trades, manage portfolios, and access real-time market data.

Proof primitive for AI agents on MultiversX. Anchor file hashes on-chain as verifiable proofs.

A comprehensive MCP server for AWS CDK development that provides architectural guidance, security compliance via CDK Nag, GenAI construct discovery, and automated OpenAPI schema generation for Bedrock Agents.

A YouTube Transcript MCP server that enables AI assistants to fetch and analyze video transcripts using YouTube IDs or URLs with support for multiple language preferences.

Enables AI assistants like Claude to interact with Reflect notes through OAuth authentication, allowing users to retrieve graph lists and append content to daily notes.

Aggregates multiple remote Model Context Protocol endpoints and exposes them through a unified SSE interface, allowing an LLM client to interact with specialized servers without configuration changes.

A template for deploying MCP servers to Cloudflare Workers with built-in OAuth authentication and SSE transport support. It enables secure, remote access to MCP tools from Claude Desktop and other clients via HTTP.

A comprehensive MCP server for Chinese traditional calendar services, including BaZi calculations, almanac queries, and solar-lunar conversions based on the lunar-python library.

A secure MCP server that allows AI assistants to search and read Fastmail emails using the JMAP API, providing tools to list mailboxes and retrieve full message content.

A lightweight MCP server that provides hostname detection and comprehensive system specifications like CPU, memory, and OS details to help AI assistants identify their host environment.

A Model Context Protocol server for the fal-ai/ideogram/v3 API, specializing in high-quality image generation with advanced text rendering, style controls, and automatic local image management.

Connects an Emby media server to AI clients like Claude Desktop, enabling natural language control of media playback, library browsing, playlist management, and search across your personal media collection.

AI-powered Solana token rug pull detection with ML ensemble scoring and honeypot detection.

An MCP server providing structured access to historical and current Formula 1 data including drivers, circuits, and race results using the F1DB dataset.

Converts REST APIs into MCP tools using Gradio, specifically demonstrating integration with a local IBM Granite model running on Ollama.

A translation management tool that automatically discovers, indexes, and searches localization files with support for file watching and multiple project structures.

Enables interaction with Google Maps services through the Model Context Protocol. Provides location-based functionality and mapping capabilities for AI agents.

A hierarchical tool orchestrator that exposes a single entry point to prevent context overflow while internally managing over 100 specialized MCP tools using a more cost-effective LLM.