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Enables Claude to directly access and analyze Ruby SimpleCov coverage reports for Rails projects. It allows users to retrieve coverage summaries, filter files by coverage rates, and identify specific uncovered lines to streamline test development.

In-browser vibe coding sandbox, real-time preview & web container runner (bolt.new style)

Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.

Enables automation of your own Naukri.com account for job search, job details, applications, saved jobs, profile viewing, and recruiter messaging through MCP-compatible clients.

AccessOracle is a hosted MCP server from ToolOracle providing ten access control tools for identity and access management. It covers IAM, PAM, recertification workflows, and segregation-of-duties checks, available via HTTP at tooloracle.io.

Enables AI tools to interact with constraint theory tools for pitch snapping, music generation, diagnostic analysis, and audio rendering through the Model Context Protocol.

GenPark skill: Learn practical AI skills step-by-step through beginner-friendly, habit-forming lessons and structured challenges inspired by Coursiv.io.

Distribution package for Hiveram — agent coordination layer. Binaries, container image, Helm chart, skills, and install script.

Enables to precheck landing pages and Figma frames for readiness to be cited in AI Overviews, providing audit scores, grades, and improvement actions.

This MCP server provides a foundation for building AI agent systems with persistent memory and workflow integration, designed specifically for SaaS deployment and monetization. Built by Matthew Smith using Node.js, TypeScript, Express, and PostgreSQL with Prisma ORM, it offers core functionality for agent management, persistent memory storage per agent, user authentication with API key management, and n8n workflow integration through trigger endpoints. The implementation features Docker containerization for easy deployment, database migrations for schema management, and a RESTful API structure that supports multi-tenant SaaS applications, making it valuable for developers building AI employee systems that need to maintain context across sessions, integrate with existing workflow automation tools, and scale as commercial offerings.

A TypeScript MCP server boilerplate deployable to Vercel, offering tools for image generation, weather, geocoding, and more.

Create and manage blog posts on Bear Blog (bearblog.dev).

12306 train ticket query agent skill (MIT). Query-only trip planning skill for MiMo/Claude-style agents via 12306-mcp. No login, no booking, no scalping.

Enables LLMs to perform travel-related tasks by interacting with Google Maps and travel planning services including location search, place details, and travel time calculations.

Build the ROSE compiler in a Docker container using autotools or CMake.

MCP server that gives Claude access to CyberArk/Idira official docs, enabling keyword search and live page retrieval as clean Markdown with citations, reducing hallucination.

Google Workspace via ClawEmail — Gmail, Drive, Docs, Sheets, Slides.

Europe PubMed Central — biomedical literature search and full text

Apple Music MCP Server provides tools for interacting with the Apple Music API, enabling AI assistants to search for songs and generate playback links. Built in Rust using the RMCP library, it authenticates with the Apple Music API using developer credentials and offers a simple command-line interface. The server requires an Apple Developer account with Apple Music API access and supports customizable storefronts, making it particularly useful for music discovery and playback integration in conversational AI applications.

An MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search, detailed retrieval, author info, and citation export.