List of Top MCP Servers for April 24, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
Scholar Search
Integrates leading academic APIs to enable AI assistants to search for and retrieve academic paper metadata, citations, and source files.
Video Vision
Empowers Claude to comprehend video content by processing visual frames and audio.
Korean Jangbu
Automates bookkeeping for Korean startups, sole proprietorships, freelancers, and individual businesses by processing financial documents and generating financial statements and tax-ready reports.
Dbmcp
Provides a single-binary MCP server for connecting AI assistants to MySQL, MariaDB, PostgreSQL, and SQLite databases.
Redfish
Enables AI agents to manage infrastructure exposing Redfish API through natural language queries.
Pycentauri
Provides a versatile local-network toolkit for the Elegoo Centauri Carbon 3D printer, enabling control, monitoring, and integration without cloud accounts.
Database Query App
Enables Large Language Model clients to manage PostgreSQL and SQL Server databases with a rich, interactive user interface rendered directly within the client.
Shrtnr
Create a no-BS, self-hosted URL shortener with click analytics, an admin dashboard, and AI integration, running on Cloudflare Workers.
Sovereign Stack
Provides an always-on, local Model Context Protocol (MCP) server with 64 tools for AI memory, governance, and consciousness continuity.
Software Development Tools
Automates a local development environment with PostgreSQL, SonarQube, and Mailpit via Docker, enhancing AI-assisted development with integrated MCP server support.