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CovaSyn provides 130+ deterministic chemistry tools for AI agents in pharmaceutical research and drug discovery. The platform covers ADMET profiling, toxicology screening, ICH M7/Q1 regulatory compliance, protein folding, stability modeling, and spectroscopic analysis across 17 specialized tool suites. Available cloud-hosted with EU data residency or self-hosted on company infrastructure.

Scans Python, Node.js, Java/Spring, and PHP dependency manifests for known vulnerabilities using OSV and GitHub Advisory APIs.

This MCP server, developed by the Aira team, enables AI assistants to interact with Git repositories and implement Gitflow workflows through a standardized interface. It provides tools for managing Git operations such as creating commits, initializing Gitflow, creating and merging branches, and retrieving repository status. The server integrates with simple-git for Git operations and implements custom Gitflow logic, offering a simplified workflow for AI systems to manage version control tasks. By connecting AI capabilities with Git and Gitflow practices, this implementation empowers AI assistants to perform complex version control operations, automate code management, and maintain consistent branching strategies. It is particularly useful for applications requiring automated code versioning, collaborative development workflows, or any scenario where an AI system needs to interact with and reason about Git repositories.

Provides secure, read-only access to MariaDB/MySQL databases, allowing users to list databases, explore table schemas, and execute SQL queries with built-in security measures.

Enables management of Minecraft servers through the MCSManager API. Supports executing server commands, checking player status, retrieving server information, and controlling game settings like weather.

Query UK food hygiene ratings via MCP. Enables searching establishments by name, location, or rating.

MCP server that wraps SFC financial data API into 32 tools for comprehensive A-share market data, including real-time quotes, rankings, limit-up statistics, news, themes, financials, charts, research reports, and watchlists.

Hosted Google Ads MCP setup guide for AI agents, powered by NotFair

Exposes a Home Assistant instance as an MCP tool set, running as a stateful agent on Cloudflare Workers, enabling clients to read entity states, call services, run scripts and automations, and send commands to phones.

An MCP Server that leverages notes written in Markdown, tailored for developing Cisco Nexus Dashboard applications using the REST API.

Provides global maritime trade and chokepoint signals from IMF PortWatch, free and without authentication.

A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.

Enables AI agents to manage the end-to-end content pipeline on the Balzac AI platform, covering keyword research, SEO article generation, and CMS publishing. It provides structured tools for workspace management, competitor tracking, and integration with platforms like WordPress, Webflow, and Wix.

A Message Control Protocol server that enables Claude Desktop to interact with NotePlan.co, allowing users to query, search, create, and update notes directly from Claude conversations.

Helps users prepare Korean neighborhood inconvenience reports by classifying issues, explaining evidence, and drafting neutral reports without submitting them.

An MCP server for the Last.fm API, exposing artist, album, track, chart, and user data as read-only tools. Supports optional writes, auth, and experimental methods over stdio or HTTP.

Search academic papers and ask research questions with verbatim, cited answers from document collections like the ACL Anthology.

Shortcuts MCP Server provides AI assistants with access to Apple Shortcuts functionality on macOS, enabling them to list, view, and run shortcuts through a simple interface. Built with Swift and the Model Context Protocol SDK, it offers three core tools for shortcut management along with corresponding prompts and resources. The server integrates directly with the macOS shortcuts command-line utility, making it particularly valuable for users who want to automate tasks or access their existing shortcuts library through natural language interactions in Cursor, Claude Desktop, or other MCP-enabled applications.

Create interactive web apps, games, and 3D scenes using Rosh — a plain-English language

Connects Claude to Canvas LMS for managing coursework through natural language, including assignments, discussions, submissions, and course browsing.