Discover Awesome MCP Servers

Pythagraph RED MCP Server

Enables retrieval and analysis of graph data from the Pythagraph RED API. Provides detailed graph statistics, node/edge distributions, and formatted table outputs for data visualization and analysis.

📚 PDF Reader MCP

Một máy chủ MCP được xây dựng bằng Node.js/TypeScript cho phép các tác nhân AI đọc an toàn các tệp PDF (cục bộ hoặc URL) và trích xuất văn bản, siêu dữ liệu hoặc số trang. Sử dụng pdf-parse.

Spryker Search Tool MCP Server

Provides natural language search capabilities for Spryker GitHub repositories, packages, and public documentation. It enables code-level searches across Spryker organizations to help developers find relevant modules and technical information.

MCP Software Engineer

Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.

pty-mcp

Enables AI agents to start and manage pseudo-terminal sessions, run shell commands and interact with REPLs programmatically.

Kahuna

A persistent memory MCP server for AI copilots that automatically surfaces relevant context across sessions, projects, and teams, eliminating the need to repeat information.

Figma MCP Server

A Python implementation of the Model Context Protocol server that enables AI assistants to interact with Figma through WebSocket connections, allowing them to read, analyze, and export design data.

obsidian-mcp-pro

The most feature-complete MCP server for Obsidian vaults. 23 tools and 3 resources for search, read, write, tags, link analysis, graph traversal, and canvas support.

Ambiance MCP Server

Provides intelligent code context and analysis through semantic compression, AST parsing, and multi-language support. Offers 60-80% token reduction while enabling AI assistants to understand codebases through local analysis, OpenAI-enhanced insights, and GitHub repository integration.

mcp-golang-wasm-example

An MCP server running in the browser via WebAssembly, providing tools like getCurrentTime and add for streamable HTTP communication.

awsome-kali-MCPServers

awsome kali MCPServers là một tập hợp các máy chủ MCP được thiết kế riêng cho Kali Linux, nhằm mục đích hỗ trợ các AI Agent trong kỹ thuật đảo ngược và kiểm tra bảo mật. Nó cung cấp khả năng phân tích mạng linh hoạt, đánh hơi mục tiêu, phân tích lưu lượng, hiểu nhị phân và tự động hóa, từ đó nâng cao quy trình làm việc dựa trên AI.

Japanese Vocab Anki MCP Server

A Model Context Protocol server that enables language models to interact with Anki flashcard decks programmatically, with specialized features for Japanese language learning including vocabulary import, sample sentence generation, and spaced repetition review.

Amazon All-in-One Scrape MCP

Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously conduct competitor ad audits, consumer sentiment analysis (VOC), and product optimization.

New Relic MCP Server

Run NRQL, NerdGraph, and REST v2 operations to query data, manage incidents, create synthetics, and annotate deployments — all from your MCP client.

macuse

Connect AI with any macOS app. Deep integration with native apps like Calendar, Mail, Notes, plus UI control for all applications. Works with Claude, Cursor, Raycast, and any MCP-compatible AI.

SAP RFC MCP Server

An enterprise-grade MCP server that enables AI agents to execute SAP RFC functions and read business data securely through the Model Context Protocol.

pumperly-mcp

MCP server that exposes any Pumperly instance to LLMs, enabling real-time fuel price queries, station search, route planning, and geocoding.

DataLakeHouseMCP

Enables AI-powered MCP clients to interact with data lakehouse components including Kafka, Flink, and Trino/Iceberg for managing topics, jobs, catalogs, and executing queries.

agent-safety-mcp

Unified MCP safety server that detects prompt injection (75 patterns), scans LLM outputs for leaked secrets/PII, enforces API cost budgets, and creates signed audit trails. Zero ML dependencies, pure Python.

Microsoft Excel MCP Server by CData

Microsoft Excel MCP Server by CData

MCP Server Demo

A Python-based Model Context Protocol server with Streamlit chat interface that allows users to manage a PostgreSQL database through both web UI and MCP tools, powered by Ollama for local LLM integration.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries to view merge requests, review discussions, test reports, pipeline status, and respond to comments directly from chat.

substack-publisher-mcp

MCP server for Substack's official Publisher API that enables querying post analytics, subscriber counts, and publication data through natural language from MCP clients.

searoute_mcp

Provides maritime routing capabilities, enabling computation of oceangoing route distances and full routes in GeoJSON format via MCP tools.

Google Ads MCP Server (Fork with Write Tools)

Enables AI assistants to manage Google Ads accounts by providing tools for querying account data and performing write operations such as updating campaign budgets, statuses, and bidding strategies.

AXE Fleet MCP Server

Exposes over 19,000 Apify Actors as MCP tools for web scraping, data extraction, and OSINT automation. It enables AI agents to dynamically discover and execute scrapers to collect structured data and crawl web content.

MCP Scheduler

A robust task scheduler server built with Model Context Protocol for scheduling and managing various types of automated tasks including shell commands, API calls, AI tasks, and reminders.

MCP Bitpanda Server

Enables programmatic access to Bitpanda cryptocurrency exchange features including trades, wallets, and transactions via the Model Context Protocol.

Xiaohongshu MCP Server

Enables automated interaction with Xiaohongshu (Little Red Book) social media platform through browser automation. Supports login management, status checking, and publishing text content with images to Xiaohongshu accounts.

H-ear MCP Server

Enables Claude to classify audio across 7,000+ sound classes, including bird species and urban noise, with tools for batch processing, webhooks, and usage tracking.