List of Top MCP Servers for December 15, 2025
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
DAUT
Automatically generates and updates comprehensive documentation for your codebase using AI.
Moodle Web Service
Integrates Moodle's web services with the Model Context Protocol (MCP) for seamless interaction with AI assistants and external systems.
Redfish Assistant
Manages Redfish-enabled servers using an AI-powered natural language interface and Model Context Protocol.
PostgreSQL
Enables AI assistants to securely interact with PostgreSQL databases through the Model Context Protocol, offering extensive administration, observability, and querying capabilities.
Research Assistant
Provides intelligent research data management using vector embeddings and semantic search via an MCP server.
FlowCore
Processes real-time data streams efficiently with event-time handling, tumbling windows, and a live visualization dashboard.
Claude Code Architecture
Transforms Claude Code into a Rails-native development partner, simplifying efficient Ruby on Rails development.
GNOME & Fedora
Empowers AI clients to interact with and control Linux GNOME desktop environments, automating various system and application tasks.
Switchboard
Automates the setup, configuration, and lifecycle management of MCP servers for AI agents.
Perplexica
Connects large language models to the Perplexica search API for web searching capabilities via the Model Context Protocol.