Discover Awesome MCP Servers

MCP Server with File Search Tool

A Model Context Protocol server providing file search and question tools for AI models. Enables keyword search in files with line numbers and integration with external chat services.

CodeAudit MCP

A read-only MCP server for AI coding agents to inspect repositories, audit code quality, route engineering skills, and plan safe issue/PR workflows.

RemixPost MCP Server

An MCP server that repurposes text or URL content into platform-optimized posts for Twitter, LinkedIn, Instagram, and newsletters using AI. It enables users to automatically transform articles and blog posts into engagement-ready social media threads and professional captions.

SVG Canvas MCP

An MCP server for Claude Code that enables the creation and manipulation of professional-grade SVG graphics using features like layer management, complex path drawing, and animations. It includes AI-assisted design capabilities for color suggestions and layout optimization, supporting exports to SVG and PNG formats.

godotlens-mcp

An MCP server providing 15 semantic analysis tools for GDScript, powered by Godot's built-in Language Server.

Harness Engineering MCP

Enables AI coding environments to enforce engineering governance through MCP tools and resources for init, check, route, and review workflows.

Kali Linux MCP Server

Provides secure access to Kali Linux security tools through containerized execution, enabling network scanning, web application testing, and security assessments.

Mock Data Server

MCP server that generates mock data.

MCP Task Manager Server

Sebuah server Protokol Konteks Model lokal yang menyediakan alat bantu backend untuk agen AI dalam mengelola proyek dan tugas dengan penyimpanan persisten di SQLite, memungkinkan pelacakan terstruktur tugas proyek dengan dependensi, prioritas, dan status.

MCP Autonomous Analyst

A local, agentic AI pipeline that analyzes tabular data, detects anomalies, and generates interpretive summaries using local LLMs orchestrated via the Model Context Protocol.

mcp-gh-pr-mini

Server MCP (Model Context Protocol) minimal untuk berinteraksi dengan *pull request* GitHub.

OpenTester

OpenTester is a testing execution engine designed for AI coding tools (Claude Code, Cursor, OpenCode, etc.). It provides a unified DSL format and MCP interface, enabling Agents to generate, execute, and manage test cases, achieving an automated "code-test-fix" workflow.

mcp-repo-graph

Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

MCP YAML API

A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.

offline-mcp-educational-server

Enables generation of educational content like MCQs, lesson plans, and flashcards without relying on external LLMs, fully offline and compatible with Claude Desktop.

Sauce Labs MCP Server

Enables AI assistants to interact with Sauce Labs testing platform through natural language, providing access to device cloud management, test job analysis, build monitoring, and testing infrastructure insights. Supports both Virtual Device Cloud (VDC) and Real Device Cloud (RDC) with comprehensive test analytics and team collaboration features.

cdp-bridge

Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's existing browser state.

Simple MCP Server

A minimalist MCP server that provides a single tool to retrieve a developer name, demonstrating the basic structure for Claude's Model Completion Protocol integration.

ProjectDoc

Enables AI editors to collaboratively manage project documentation, including todos, decisions, pitfalls, and interfaces, through MCP protocol tools.

GoHighLevel MCP Server

Connects Claude Desktop to GoHighLevel CRM with 269+ tools across 19+ categories for complete contact management, messaging, sales pipeline automation, e-commerce operations, and business management through natural language.

@linklee/mcp-server

MCP server for Linklee that enables creating short links, listing links, getting click analytics, and managing workspace tags.

Memory MCP

A knowledge-graph-based memory system for AI agents that enables persistent information storage between conversations.

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

Feishu/Lark OpenAPI MCP

A toolkit that enables AI assistants to directly call Feishu/Lark API interfaces for automation scenarios like document processing, conversation management, and calendar scheduling.

Google Data Catalog MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Google Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=HGZK-V&type=beta

bq-readonly-mcp

A read-only BigQuery MCP server with auto-LIMIT injection, dry-run cost guard, and ADC authentication. Allows safe SQL querying of BigQuery by LLMs without risk of data modification or unexpected costs.

MCP Server

mcp-server

automatelab-ai-seo

Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

SSH MCP Server

Enables SSH connectivity and remote command execution on servers, allowing users to test connections and run commands remotely with support for both local networks and public servers.