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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
iolufemi

Express REST API Generator

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

Database Management
149
#2
HaD0Yun

GoPeak

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

Game Development
37
#3
simonkurtz-MSFT

Draw.io

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

Developer Tools
71
#4
dejo1307

Architectural Snapshot

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

Developer Tools
26
#5
optave

Codegraph

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
36
#6
CommonHuman-Lab

HexStrike AI Community Edition

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

Security & Testing
62
#7
MariosAdamidis

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-io

Context42

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

Productivity & Workflow
#9
benderterminal

ZKettle

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

Security & Testing
#10
lexCoder2

LxRAG

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

Data Science & ML

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