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List of Top MCP Servers for December 20, 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
AI Trader icon

AI Trader

424

Provides a comprehensive backtesting framework for algorithmic trading strategies, supporting multiple markets and featuring CLI tools and an integrated MCP server.

Developer Tools
#2
Shodh-Memory icon

Shodh-Memory

38

Provides persistent, cognitive memory for AI agents and edge devices, utilizing a 3-tier memory model, Hebbian learning, and a knowledge graph.

Data Science & ML
#3
PackageFlow icon

PackageFlow

Manage `package.json` projects with an AI-driven desktop hub, consolidating scripts, Git, workflows, deploys, and security audits into one-click actions.

Developer Tools
#4
Adapter icon

Adapter

Transforms any HTTP API into MCP (Model Context Protocol) tools, allowing AI assistants to directly call your configured HTTP endpoints.

API Development
#5
Amorce icon

Amorce

Establishes a secure and discoverable trust layer for AI agent-to-agent communication and transactions across various frameworks.

Developer Tools
#6
THEOS icon

THEOS

Provides a deterministic runtime governance layer that monitors risk signals and adjusts constraints to keep AI systems operating within safe boundaries.

Data Science & ML
#7
Doc Search icon

Doc Search

Fetches and converts official library documentation into clean, LLM-friendly Markdown using a high-performance Python server.

Learning & Documentation
#8
Batch Tracker icon

Batch Tracker

Tracks, monitors, and manages OpenAI batch processing jobs with an interactive dashboard and a robust API.

Analytics & Monitoring
#9
Sciagent icon

Sciagent

0

Automate the tracking, analysis, and reporting of experimental data using AI, without altering your code.

Data Science & ML
#10
Proxy icon

Proxy

Optimizes large language model context window usage for tool execution by aggregating multiple servers.

Developer Tools

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