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  3. April 20, 2026

List of Top MCP Servers for April 20, 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
Manavarya09

Designlang

Extract any website's complete design system with one command, including layout patterns, responsive behavior, and interaction states.

Web Scraping & Data Collection
1,388
#2
klemensgc

Modular Context

Integrates an Obsidian vault as an LLM-native knowledge base with multi-account Google Workspace tools for Claude Code, featuring local-first encryption.

Productivity & Workflow
79
#3
claudioemmanuel

Squeez

Optimizes AI CLI interactions by compressing token usage, deduping context, and injecting prompt personas for improved efficiency.

Analytics & Monitoring
94
#4
prassanna-ravishankar

Repowire

Connects AI coding agents from different projects into a live, peer-to-peer mesh network for real-time communication and coordination.

Collaboration Tools
46
#5
wimi321

macOS Computer-Use Skill

Empower AI agents with full GUI control over macOS, enabling capabilities like screenshots, mouse and keyboard input, application management, clipboard access, and multi-display support.

Data Science & ML
11
#6
hieuchaydi

RepoBrain

Indexes codebase memory to provide AI coding assistants with grounded evidence, trace logic flows, and rank safe files for inspection or editing.

Developer Tools
17
#7
sandraschi

World Labs

Generates navigable 3D worlds from various media types, renders them with a streaming Gaussian-splat engine, and integrates a spatial voice agent.

Developer Tools
#8
0xZOne

Perfetto

Enables Large Language Models to analyze Perfetto trace files, allowing queries in PerfettoSQL through any Model Context Protocol client.

Developer Tools
#9
clouatre-labs

Aptu

Automates GitHub issue triage and pull request reviews using AI, available as a CLI, MCP server, and GitHub Action.

Developer Tools
#10
Abhigyan-Shekhar

Waggle

Provides persistent, structured memory for AI agents using a knowledge graph, optimizing token usage for factual lookups.

Developer Tools

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