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  3. June 20, 2026

List of Top MCP Servers for June 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
matlab

Matlab

Integrate MATLAB functionality with AI applications for code execution and analysis.

Developer Tools
1.3k
#2
scheidydude

Codeindex

Analyzes codebases to provide dependency graphs, blast-radius impact scores, and semantic symbol search for AI-assisted development.

Security & Testing
269
#3
marvkr

Better Design

Empowers AI coding agents to generate polished product interfaces by providing comprehensive design context, tokens, and review capabilities.

Design Tools
195
#4
zhixuli0406

DuDuClaw

Unifies multiple LLM CLIs and provides comprehensive infrastructure for building production-grade, multi-channel AI agent systems.

Collaboration Tools
44
#5
robotlearning123

GPT2Agent

Integrate a full ChatGPT Plus/Pro account, including all models and features, into Claude Code, Codex, Cursor, and other Model Context Protocol (MCP) clients.

Productivity & Workflow
46
#6
majiayu000

Remem

Automatically captures, distills, and injects project context across AI coding agent sessions.

Productivity & Workflow
23
#7
graphpilot-oss

GraphPilot

Provides structural memory for coding agents by indexing TypeScript/JavaScript repositories to enable efficient querying of symbols, callers, and call-edges.

Developer Tools
15
#8
sowhan

Skill Search

Enhance Claude Code's skill discovery by replacing static, token-heavy listings with dynamic, semantic retrieval over full skill descriptions.

Data Science & ML
#9
PierreJanineh

Tech Debt

Analyzes and manages technical debt in codebases across multiple programming languages via the Model Context Protocol.

Developer Tools
#10
markpasternak

Canvas-Drop

Provides a self-hostable, open-source platform for deploying and sharing small static web applications within an organization, offering instant secure URLs and zero-config backend primitives.

Deployment & DevOps

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