AI & ML

A Model Context Protocol server that integrates with NeverBounce API to validate email addresses, checking if they are valid, deliverable, and safe to send to.

An MCP server integrating with Findymail API that enables email validation and finding work emails using names, companies, or profile URLs.

Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.

An MCP server that integrates with Hunter.io API to find and verify email addresses using domain and name information.

A FastMCP-based tool that allows users to scan and filter AWS DynamoDB tables through natural language interactions with Claude, providing similar functionality to the AWS console.

A Model Context Protocol server implementation that runs on Cloudflare Workers, allowing AI assistants like Claude to access external tools via MCP with OAuth login support.

Mailmodo

A Model Context Protocol server that enables AI agents to search, retrieve, and analyze academic papers from arXiv, supporting features like keyword search, paper details retrieval, content extraction, and paper analysis.

A Python application that automatically generates different types of mind maps (presentation, comparison, beginner/intermediate content, problem analysis, and review) to help organize ideas visually through Claude Desktop integration.

A Model Context Protocol server that allows Large Language Models like Claude to execute SQL queries, explore database schemas, and maintain persistent connections to SQL Server databases.

A FastMCP server that enables natural language querying of PostgreSQL databases through LLM integration, allowing users to generate SQL queries from plain English and visualize the results.

A Model Context Protocol server that enables Claude Code to interact with You Need A Budget (YNAB) accounts, providing API access for budget management, transaction tracking, and financial insights through OAuth authentication.

Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.

Facilitates comprehensive architectural design and evaluation through specialized agents, rich resources, and powerful tools covering diverse architectural domains, including cloud, AI, and blockchain.

An MCP server allowing AI assistants like Claude to execute read-only SQL queries against AWS PostgreSQL databases, enabling data retrieval while preventing database modifications.

A Cloudflare Workers-based Model Context Protocol server that enables Claude Desktop and other MCP clients to connect and use mathematical tools via a secure OAuth login.

A bridging framework that integrates Knowledge Organization Infrastructure (KOI) with Model Context Protocol (MCP), enabling autonomous agents to exchange personality traits and expose capabilities as standardized tools.

A lightweight server that enables AI clients to access and analyze real-time data from Gaggiuino espresso machine controllers through a simple HTTP API.

gqai

A server built with mcp-framework that allows users to extend Claude's capabilities by adding custom tools that can be used through the Claude Desktop client.

A Model Context Protocol server for Hatch API integration that provides tools for finding and verifying contact information including emails, phone numbers, LinkedIn profiles, and company data.

A Python-based MCP server that provides coordinate conversion between latitude/longitude and UTM/TWD97, along with various civil engineering calculation tools for LLM and AI application integration.

A standardized foundation for building Model Context Protocol servers that integrate with VS Code, using Python with stdio transport for seamless AI tool integration.

A template repository for building Model Context Protocol (MCP) servers that enables developers to create interactive AI agents with real-time bidirectional communication capabilities through WebSocket and SSE endpoints.

An MCP server serving as a structured knowledge base of crypto whitepapers for AI agents to access, analyze, and learn from.

A Model Context Protocol (MCP) server for interacting with YNAB (You Need A Budget). Provides tools for accessing budget data through MCP-enabled clients like Claude Desktop.

A Model Context Protocol (MCP) server implementation for Gumroad, enabling MCP-compatible AI clients like Claude Desktop to interact with Gumroad API.

An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

Provides web search functionality for the Gemini Terminal Agent, handling concurrent requests and content extraction to deliver real-time information from the web.

A Model Context Protocol server that allows AI assistants like Claude to integrate with Printify's print-on-demand platform, enabling product creation, management, and AI-generated design uploads through natural language commands.