List of Top MCP Servers for April 15, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
SwarmClaw
Build, orchestrate, and run autonomous multi-agent AI systems with memory, skills, and schedules across numerous LLM providers.
AAI Gateway
Provides a unified gateway for AI agents to discover, manage, and share MCP servers and skill packages, significantly reducing context overhead.
UML
Generates various types of UML and other technical diagrams from natural language descriptions or directly provided code, leveraging the Model Context Protocol.
Wheat
Transforms AI coding tools into structured research engines for validating critical development decisions with evidence.
Totem
Provides a persistent memory and context layer for AI agents, enforcing architectural integrity and code quality through deterministic rules.
LLMCore
Integrates various AI/LLM providers and Model Context Protocol (MCP) servers into C++ applications using a Qt-based library.
I18n Curator
Manages i18n translation files and the full translation lifecycle for Nuxt and Laravel projects.
Md Redline
Provides inline review comments for markdown specifications, prompts, and design documents, enabling direct feedback for AI agents.
WinScript
Provides a Windows-native automation API enabling AI agents with system-level desktop control akin to AppleScript on macOS.
Qartez
Empowers AI agents with a pre-computed knowledge graph of codebases to drastically reduce token usage and enhance structural understanding.