AI & ML

A high-security text-to-SQL MCP server built on FastMCP for MySQL databases, featuring RSA-based authentication and safe query execution with built-in SQL injection protection.

Full-stack air quality analytics platform built with FastAPI, React, and MySQL. Aggregates multi-source PM2.5/PM10 data, performs multi-city comparison and time-series forecasting (SARIMAX), and integrates an LLM-based planning agent with tiered access, secure APIs, and PDF reporting.

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

An MCP (Model Context Protocol) server designed to interact with the ntfy push notification service. It enables LLMs and AI agents to send notifications to your devices with extensive customization options.

MCP (Model Context Protocol) Server. Enables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations.

A technical documentation management server that allows AI agents to crawl, index, and perform full-text searches across various documentation sources with multi-language support.

A semantic search engine for codebases that uses Google Gemini embeddings and Qdrant vector storage to provide intelligent code discovery and visualization.

MCP (Model Context Protocol) Server. Integrates with Brave Search API to enable web searches and local business lookups via natural language queries.

MCP (Model Context Protocol) Server. Enables secure AI-driven interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database management.

A specialized MCP server for generating and managing Xiaohongshu (Little Red Book) content, featuring AI-powered outline creation, image generation, and multi-page project management.

MCP (Model Context Protocol) Server. Bridges AI models with the WorkOS API for enterprise-grade user management, organization control, and identity services through a clean interface that handles authentication and API complexity.

A bridge that connects Claude Desktop to LM Studio, enabling Claude to list local models, generate text, and perform chat completions using locally hosted LLMs.

Comprehensive AI-powered knowledge management system implementing the Zettelkasten method. Features atomic note creation, full-text search, AI-powered CEQRC workflows (Capture→Explain→Question→Refine→Connect), intelligent link discovery, and multi-interface access (CLI, API, Web UI, MCP). Perfect for researchers, students, and knowledge workers.

MCP (Model Context Protocol) Server. Integrates with Amazon DynamoDB to enable natural language-based table management, capacity adjustment, and data operations while maintaining safeguards against accidental deletions.

MCP (Model Context Protocol) Server. Provides web search and advanced research capabilities with specialized tools for browsing, document analysis, media processing, and archive searching to gather information from diverse sources.

A blockchain security MCP server that provides risk scoring and asset holding analysis for EVM addresses, domain names, and dApps using the BICScan API.

MCP (Model Context Protocol) Server. Integrates with the Chinese Railway (12306) system to provide train schedules, ticket availability, and travel planning information for transportation logistics within China.

A specialized MCP server that bridges AI systems with the Sonic Pi music programming environment, allowing for the generation and control of musical compositions via Ruby code.

Test, evaluate, and optimize AI agents and RAG apps

MCP (Model Context Protocol) Server. Integrates with Binance spot trading API to enable automated cryptocurrency trading strategies using SQLite for data storage and secure credential management.

MCP (Model Context Protocol) Server. Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.

A web automation-based MCP server that searches Xiaohongshu (Red Note) to extract rich content data, including notes, author details, engagement metrics, and images.

MCP (Model Context Protocol) Server. Enables AI control of 3D models in SketchUp through a WebSocket-based system that provides tools for creating, transforming, and modifying components, applying materials, performing boolean operations, and executing Ruby code directly in the modeling environment.

A Model Context Protocol integration for Zonos TTS that enables AI models to generate and play expressive, multi-language speech output via PulseAudio.

MockLoop MCP is an AI-native API testing platform providing automated test generation, stateful workflow management, and a revolutionary dual-port mock server architecture for secure, conflict-free testing.

MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search

MCP (Model Context Protocol) Server. Integrates with Ethereum blockchain networks to provide smart contract auditing, wallet analysis, token balance checking, and profitability tracking using Web3.js, Moralis, and Etherscan APIs.

Stop copy-pasting between Claude Chat and Claude Code.

A temporal memory system for AI that mimics human forgetting curves, featuring automatic entity extraction, reinforcement through use, and a two-layer storage architecture (STM and LTM).

MCP (Model Context Protocol) Server. Loads entire documentation sets directly into Gemini's 2M token context window, eliminating traditional RAG limitations for comprehensive technology documentation access and specialized problem-solving tools.