AI & ML

A specialized MCP server for read-only Excel workbook analysis, offering features like metadata extraction, range-based sheet reading, and cross-sheet text searching.

A specialized MCP server providing offline-first, searchable access to complete Shopify Liquid documentation including tags, filters, and objects. It features lightning-fast local SQLite FTS5 search to assist with Shopify theme development and template debugging.

A comprehensive MCP server providing programmatic access to the Genotype-Tissue Expression (GTEx) Portal API for analyzing human gene expression, eQTL associations, and tissue-specific genomics data.

A specialized MCP server that integrates with iRacing to provide real-time telemetry analytics, AI coaching, and car spotting for sim racers.

A development tool that tracks and analyzes code volume for AI-generated snippets, providing detailed breakdowns of code, comments, and blank lines with persistent storage.

A dual-approach MCP server integrating with Atlassian JIRA to provide both standard issue management and specialized administrative operations through a containerized Python environment.

MCP server with 100+ AI agent skills from Anthropic, Vercel, Trail of Bits, Hugging Face & more.

A comprehensive Discord management server providing over 70 tools for server administration, moderation, and communication. It supports channel, role, member, and message management alongside automated workflows via pre-defined prompts.

A robust browser automation MCP server using Brave Browser, featuring built-in anti-detection, CAPTCHA solving, and deep analysis tools optimized for LLMs like Gemini 3 Pro.

Connect e-commerce and marketing data to AI assistants via MCP.

A cloud-based browser automation server that allows LLMs to navigate websites, interact with UI elements, capture screenshots, and execute JavaScript without local installations.

An MCP server for conversational FHIR testing that integrates with the Touchstone platform. It enables users to launch test executions, monitor status, and retrieve detailed results through natural language commands.

An MCP server that enables AI agents to interact with the IOTA blockchain, supporting wallet management, transaction signing, and Move smart contract development. It provides tools for on-chain queries and CLI operations with a human-in-the-loop security model.

Grounded claims for code. MCP server that prevents AI hallucination in code analysis.

MCP (Model Context Protocol) Server. Provides web scraping and DuckDuckGo search capabilities for retrieving and processing web content as markdown.

AI-Integrated Development Framework — task runner with scope enforcement, MCP server, and structured context for AI agents

A comprehensive MCP server enabling AI agents to manage Stacks blockchain wallets, perform DeFi operations on ALEX and Zest, handle BNS domains, and execute paid x402 API calls.

MCP server for GitLab — projects, merge requests, pipelines, CI/CD, and issues.

An MCP server that enables LLMs to view and create events in an iCloud Calendar by connecting via Apple ID and app-specific passwords.

A high-availability search aggregation server that integrates multiple engines like Google, Bing, and DuckDuckGo with intelligent failover, concurrency control, and LLM-optimized content fetching.

JSON-driven E2E test runner with parallel execution against a Chrome pool.

A comprehensive data visualization server that generates 15 types of high-quality charts and diagrams including line, bar, pie, and specialized formats like mind maps and fishbone diagrams with AI-driven smart color schemes.

A comprehensive MCP server providing tools to interact with the Ethereum blockchain and 72+ other networks using the Etherscan V2 API, enabling token tracking, smart contract analysis, and network monitoring.

The Bright Data Web MCP server provides AI agents with real-time web access, featuring bot detection bypass (Web Unlocker), browser automation via Playwright, and specialized tools for structured data extraction.

A robust MCP server integrating with mail.tm to provide temporary email account management and message retrieval capabilities for LLM agents.

A comprehensive Software Development Lifecycle (SDLC) tracker that manages epics, stories, tasks, bugs, and documentation using a SQLite backend. It features intelligent workflow automation, dependency management, and a knowledge graph generator for code analysis.

MCP server for the $PATH protocol — AI agent tools for discovering, evaluating, and acquiring tokenised content via $402

A YouTube Data API v3 integration for MCP that enables content discovery through advanced searching and retrieval of key metrics for videos, channels, and playlists.

Provides 55 specialized tools for precise physics calculations and rigid-body simulations, covering mechanics, fluid dynamics, and rotational motion. It enables LLMs to perform realistic motion analysis and trajectory modeling with support for real-world factors like drag, wind, and altitude.

Lightweight MCP server (Responses API core). OpenAI integration + web_search.