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  3. November 12, 2025

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
Code Executor icon

Code Executor

112

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

Developer Tools
#2
Agent Toolkit icon

Agent Toolkit

14

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

Data Science & ML
#3
Hyperliquid icon

Hyperliquid

21

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

Developer Tools
#4
Up Banking icon

Up Banking

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

Developer Tools
#5
Masumi icon

Masumi

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

Developer Tools
#6
Acemcp icon

Acemcp

291

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

Developer Tools
#7
Strands icon

Strands

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

Developer Tools
#8
Code Execution Mode icon

Code Execution Mode

267

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

Developer Tools
#9
Snapshot icon

Snapshot

0

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

Data Science & ML
#10
MySQL icon

MySQL

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

Developer Tools

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