AI & ML

Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, manage dashboards and cards, execute SQL queries, and access analytics data through natural language.

A Python-based MCP server for document Q&A that implements semantic search and GPT-4 answering to provide hallucination-free responses from PDF, TXT, and Markdown files.

A read-only MCP server that enables LLMs to query live Google Campaign Manager 360 data using natural language by mapping it to a relational SQL interface via the CData JDBC driver.

MCP (Model Context Protocol) Server. Provides TypeScript symbol definition lookup by leveraging the TypeScript Language Service to locate original definitions of imported symbols, classes, interfaces, and functions with precise file locations and code snippets.

A deliberately insecure note management server used to demonstrate common MCP security vulnerabilities and test automated security scanning tools.

A specialized MCP server that bridges conversational AI with the RCSB Protein Data Bank, allowing models to query 3D protein structures, sequences, and experimental data via GraphQL.

A specialized MCP server for monitoring Cursor Pro subscription limits, tracking request usage across AI models like Sonnet 4.5, Gemini, and GPT-5 to prevent overages.

A comprehensive MCP server for scraping and retrieving structured data from both the iOS App Store and Google Play Store. It provides tools for searching apps, fetching detailed metadata, reviews, rankings, privacy details, and developer portfolios across mobile platforms.

Search and retrieve job listings from Reed.co.uk.

Real-time FDA food safety data: recalls, adverse events, analysis.

MCP (Model Context Protocol) Server. Provides persistent text memory storage with tagging capabilities for storing, retrieving, searching, and managing information across conversations using a local JSON file.

Search the dictionary using API

MCP (Model Context Protocol) Server. Integrates with GitHub's API to enable natural language-driven repository management, issue tracking, and code exploration for streamlined development workflows.

A Cloudflare Workers-based MCP server that leverages Playwright to enable AI assistants to navigate websites, interact with UI elements, and capture screenshots via a browser.

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions.

MCP (Model Context Protocol) Server. Generates visual assets like images, logos, icons, and SVGs using OpenAI's DALL-E models, providing designers and developers with a streamlined tool for intelligent asset creation across various styles and sizes.

🌍 Real-time earthquake monitoring from Thai Meteorological Department. Features magnitude filtering, location-based search (Thai/English), today's events tracking, dangerous earthquake alerts, and comprehensive statistics. Covers regional and global seismic activities.

A GraphQL exploration server that uses vector embeddings to help LLMs search schemas and execute queries against live or local GraphQL endpoints.

A categorical quantum computing server that transforms QASM circuits into ZX-diagrams for deterministic optimization and educational visualization using symmetric monoidal category theory.

A starter template for building Model Context Protocol servers that integrate with AI assistants like Claude and Cursor, providing custom tools, resource providers, and prompt templates.

MCP (Model Context Protocol) Server. Provides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through detailed thread, message, and model metadata across testing sessions.

MCP (Model Context Protocol) Server. Provides programmatic access to Starbucks menu and ordering data by leveraging Playwright for web interactions, Zod for type validation, and the MCP SDK to enable developers to explore menu categories, items, and store locations.

Allowing AI models to discover and execute functions from the WikiFunctions library.

Product Lock tools for AI agents: generate, review, validate, and score locks.

Enables cab booking and management through natural conversation, allowing users to book rides, cancel bookings, and view driver details. Works with Google Maps MCP to provide comprehensive travel planning with automatic route optimization and cab arrangements between destinations.

Convert any URL to clean, LLM-ready Markdown

MCP (Model Context Protocol) Server. Integrates with Formula 1 data through the FastF1 Python package to provide race schedules, session results, driver standings, constructor standings, and detailed lap timing with telemetry information for motorsport analysis and visualization applications.