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  3. February 24, 2026

List of Top MCP Servers for February 24, 2026

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

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#1
Express REST API Generator icon

Express REST API Generator

149

Generates comprehensive RESTful APIs and MCP servers using Express.js for rapid application development.

Database Management
#2
GoPeak icon

GoPeak

30

Empowers AI assistants to run, inspect, modify, and debug real Godot Engine projects end-to-end.

Game Development
#3
Draw.io icon

Draw.io

29

Generates Draw.io XML directly for programmatic diagram creation, requiring no browser extension or Draw.io instance.

Developer Tools
#4
Architectural Snapshot icon

Architectural Snapshot

19

Generates compact architectural snapshots of code repositories, providing AI agents with structured context.

Developer Tools
#5
Codegraph icon

Codegraph

21

Generates an always-fresh, function-level code dependency graph with sub-second incremental rebuilds, supporting local semantic search and impact analysis for AI agents.

Developer Tools
#6
HexStrike AI Community Edition icon

HexStrike AI Community Edition

16

Automate penetration testing, vulnerability discovery, and bug bounty workflows by bridging large language models with offensive security capabilities.

Security & Testing
#7
FORTHought icon

FORTHought

Establishes a locally-hosted AI research platform for Physics/STEM labs, integrating MCP tool servers for spectroscopy, XRD, SEM, literature search, and OriginLab automation, leveraging Open WebUI with AMD ROCm.

Data Science & ML
#8
Context42 icon

Context42

Provides AI assistants with semantic search over local documentation and coding guidelines, ensuring privacy and data security.

Productivity & Workflow
#9
ZKettle icon

ZKettle

Securely share self-destructing secrets using zero-knowledge encryption and client-side processing.

Security & Testing
#10
LxRAG icon

LxRAG

Provides a memory and code intelligence layer specifically designed for LLM agents.

Data Science & ML

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