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List of Top MCP Servers for November 12, 2025

Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.

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#1
aberemia24

Code Executor

Orchestrates multiple MCP tools on-demand, drastically reducing token usage for AI agent contexts.

Developer Tools
127
#2
iowarp

Agent Toolkit

Enables AI agents to interact with HPC resources, scientific data formats, and research datasets for scientific computing.

Developer Tools
17
#3
caiovicentino

Hyperliquid

Enables Claude Desktop to trade and analyze markets on the Hyperliquid decentralized exchange using natural language.

Developer Tools
26
#4
alex1092

Up Banking

Integrates with the Up Banking API to enable AI models, such as Claude, to access and manage personal financial data.

API Development
#5
masumi-network

Masumi

Connects AI clients to the Masumi Network for decentralized agent discovery, hiring, monitoring, and payment.

API Development
#6
yeuxuan

Acemcp

Provides AI assistants with code library indexing and semantic search capabilities through a high-performance Model Context Protocol server.

API Development
333
#7
cagataycali

Strands

Enables bidirectional Model Context Protocol (MCP) integration for Strands Agents.

API Development
#8
elusznik

Code Execution Mode

Executes Python code in isolated, rootless containers, serving as an MCP server with optional proxying capabilities for external MCP tools.

Developer Tools
317
#9
WhenMoon-afk

Snapshot

Preserve and resume AI conversation context efficiently across sessions with minimal token overhead.

Developer Tools
0
#10
pengcunfu

MySQL

Connects to MySQL databases, providing a high-performance Model Context Protocol (MCP) server for lightweight and production-ready database operations.

Database Management

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