MCP Servers

Memory Graph

★ 244

A graph-based Model Context Protocol (MCP) server that gives AI coding agents persistent memory. Originally built for Claude Code, MemoryGraph works with any MCP-enabled coding agent. Store development patterns, track relationships, and retrieve contextual knowledge across sessions and projects.

Ant Design Components

★ 244

Provides Ant Design component documentation to large language models (LLMs), allowing them to explore and understand the components.

MCP Compass

★ 243

Explore and discover Model Context Protocol servers using natural language queries.

Code Runner

★ 242

Run code snippets in various programming languages and view the output.

Phone

★ 238

Control your Android phone using ADB commands. Requires ADB tools and an Android device with USB debugging enabled.

XiYan MCP Server

★ 237

A server that enables natural language queries to databases using XiyanSQL.

Mindmap MCP Server

★ 235

Convert Markdown content into interactive mindmaps.

Google Search Console

★ 234

A Model Context Protocol (MCP) server providing access to Google Search Console.

Milvus

★ 233

Search, Query and interact with data in your Milvus Vector Database.

Penpot MCP Server

★ 232

Integrates AI language models with the Penpot design platform to automate design workflows.

Mermaid MCP Server

★ 230

Converts Mermaid diagrams to PNG or SVG images.

Human-in-the-Loop

★ 229

Allows AI assistants to ask questions to humans via Discord.

n8n Workflow Builder

★ 229

An MCP server for managing n8n workflows through its API.

VictoriaMetrics MCP Server

★ 229

Access VictoriaMetrics APIs for monitoring, observability, and debugging.

Commands

★ 228

An MCP server to run arbitrary commands on the local machine.

Unsplash MCP Server

★ 227

Search and integrate images from Unsplash using its official API.

ForeverVM

★ 227

Run Python in a code sandbox.

Git MCP Server

★ 226

An MCP server that allows AI agents to interact with Git repositories, supporting a wide range of operations like clone, commit, branch, and push.

GoPeak

★ 225

The most comprehensive MCP server for Godot Engine. 95+ tools for scene management, GDScript LSP, DAP debugging, screenshot capture, input injection, and CC0 asset library.

MobAI MCP

★ 225

MCP (Model Context Protocol) server for MobAI (https://mobai.run) - AI-powered mobile device automation

SuperLocalMemory V2

★ 224

Universal, local-first persistent memory for AI assistants. SQLite-based knowledge graph with zero cloud dependencies. Works with 17+ tools (Claude, Cursor, Windsurf, VS Code, etc.). 100% free forever.

Wazuh MCP Server

★ 222

A Rust-based server that integrates the Wazuh SIEM system with MCP-compatible applications.

Shopify MCP Server

★ 222

Interact with Shopify store data using the GraphQL API.

Neural Memory

★ 222

Persistent memory for AI agents — 55 MCP tools, spreading activation recall, neuroscience-inspired consolidation

Bifrost

★ 221

Exposes VSCode's development tools and language features to AI tools through an MCP server.

ChatExcel

★ 220

A powerful server for Excel file processing, data analysis, and visualization, leveraging Python and Go for high performance.

WebRtcPerf Load Testing

★ 219

WebRtcPerf is an open-source tool designed for testing WebRTC services with multiple concurrent client connections, measuring the most important RTC statistics and collecting them in an easy way.

Bitget MCP Server

★ 218

Official Bitget MCP server for crypto trading, market data, and portfolio management through natural language.

Discord MCP Server

★ 218

Interact with Discord channels to send and read messages using the Discord API.

Headless Terminal (ht) MCP

★ 215

A high-performance MCP server for the headless terminal (ht), implemented in Rust.