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  3. December 31, 2025

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
omar-haris

Smart Coding

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

Developer Tools
190
#2
Alan-TheGentleman

Gentleman Book

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

Learning & Documentation
74
#3
skalenetwork

MachinePal

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

API Development
32
#4
GalaxyXieyu

API Auto Test Framework

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

Security & Testing
24
#5
answerlink

Workspace

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

Developer Tools
122
#6
JacksCodeVault

Mpesa Daraja

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
14
#7
MindsIgnited

Vert.x

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

Developer Tools
#8
strato-space

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
raintear94

Code Search

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

Developer Tools
11
#10
rgarcia

YNAB

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

API Development
33

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