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List of Top MCP Servers for December 31, 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
Smart Coding icon

Smart Coding

159

Enables AI assistants to perform intelligent semantic code searches within a codebase using local AI models.

Developer Tools
#2
Gentleman Book icon

Gentleman Book

68

Provides AI assistants direct access to 18 chapters of software architecture knowledge from the Gentleman Programming Book via the Model Context Protocol.

Learning & Documentation
#3
MachinePal icon

MachinePal

30

Serves as a cloud-native gateway enabling monetization and cost optimization for AI agents and services through the x402 payment protocol.

API Development
#4
API Auto Test Framework icon

API Auto Test Framework

22

Streamlines API test generation and execution using a YAML declarative approach, optimized for AI coding assistants.

Security & Testing
#5
Workspace icon

Workspace

84

Offers a unified AI development environment providing file operations, code execution, web deployment, data processing, and image generation for comprehensive agent capabilities.

Developer Tools
#6
Mpesa Daraja icon

Mpesa Daraja

13

Scrapes Safaricom's Daraja API documentation and serves it through a Model Context Protocol (MCP) server for seamless AI assistant integration.

Web Scraping & Data Collection
#7
Vert.x icon

Vert.x

Provides a lightweight, non-blocking transport layer for integrating Model Context Protocol (MCP) servers with Vert.x applications.

Developer Tools
#8
Media Gen icon

Media Gen

Generate, edit, and fetch images and videos using OpenAI and Google GenAI models, with smart compression and strict Model Context Protocol (MCP) compliance.

Developer Tools
#9
Code Search icon

Code Search

Optimizes AI agent interaction with Java codebases by providing high-performance, batch-oriented context understanding.

Developer Tools
#10
YNAB icon

YNAB

11

Integrate the YNAB (You Need A Budget) API with AI assistants, enabling natural language control over personal finances.

API Development

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