Discover Awesome MCP Servers

Google Workspace MCP Server

Exposes a curated set of Google Workspace CLI operations as tools for managing Drive, Sheets, Calendar, Docs, and Gmail. It provides a focused set of high-value operations to avoid context window bloat while enabling file management, spreadsheet updates, and email interactions.

par5-mcp

Enables parallel execution of shell commands and AI coding agents (Claude, Gemini, Codex) across lists of items like files or URLs, with batched processing and real-time streaming output for batch operations.

Git Auto Commit MCP Server

Analyzes git changes in repositories and generates conventional commit messages using OpenAI's GPT models, supporting both staged and unstaged changes with detailed summaries.

MCP Datastore Server

An MCP server that enables interaction with Google Firestore in Datastore mode for entity management and querying. It provides tools for CRUD operations, aggregation queries, and transaction execution within Google Cloud projects.

memora

Persistent memory with knowledge graph visualization, semantic/hybrid search, importance scoring, and cloud sync (S3/R2) for cross-session context management.

Outline MCP Server

An MCP server that enables reading, writing, and searching documents in Outline via its API. It supports document management, full-text search, and collection organization using Markdown formatting.

AI Use Cases MCP Server

A Model Context Protocol server that collects, analyzes, and manages AI use case data from various information sources with features for web scraping, data analysis, and trend identification.

Paper Search MCP Server

Enables searching, downloading, and reading academic papers from multiple platforms including arXiv, Semantic Scholar, PubMed, bioRxiv, medRxiv, IACR, Google Scholar, RePEc/IDEAS, and Sci-Hub with PDF to Markdown conversion.

Twilio SMS MCP Server

Enables AI agents to send, receive, schedule, and manage SMS and MMS messages using the Twilio Programmable Messaging API. It provides comprehensive tools for handling bulk messaging, conversation threads, and real-time inbox monitoring through a secure, production-grade architecture.

DadMCP

Remote MCP server for providing better education at home

Open Data MCP

Enables exploration and interaction with South Korea's Public Data Portal (OpenAPI) through keyword search, standard documentation retrieval, and direct API endpoint calls with automatic service key injection.

Screenshot Server

Cho phép chụp ảnh màn hình trang web và các tệp HTML cục bộ thông qua giao diện công cụ MCP đơn giản bằng cách sử dụng Puppeteer với các tùy chọn cấu hình cho kích thước và đường dẫn đầu ra.

Prometheus MCP Server

Enables AI assistants to execute PromQL queries and discover metrics within AWS Managed Prometheus (AMP) using SigV4 authentication. It provides tools for instant and range queries, label management, and metric discovery in secure, VPC-isolated environments.

Semantic Search MCP

Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.

Yelp Fusion AI MCP Server

Enables conversational interactions with Yelp's business data through an MCP server, allowing natural language queries about local businesses, multi-turn conversations, and direct business inquiries powered by Yelp Fusion AI.

opensrc-mcp

A codemode MCP server for fetching and querying dependency source code from npm, PyPI, crates.io, and GitHub. It allows agents to execute server-side JavaScript for context-efficient searching and browsing of large codebases without overwhelming the LLM's context window.

Splunk MCP Server

Enables AI assistants to interact with Splunk Enterprise and Splunk Cloud instances through standardized MCP interface. Supports executing SPL queries, managing indexes and saved searches, listing applications, and retrieving server information with flexible authentication options.

MCP Registry

A central registry MCP server that routes requests to specialized AI services including embeddings, PDF extraction, reranking, vector search (Qdrant), PostgreSQL, LLM completions, markup, and transcription. Includes a proxy server with RAG pipeline for document processing and retrieval.

MCP Python SDK Documentation

Tài liệu hướng dẫn sử dụng Read the Docs cho cuộc thi hackathon MCP về AI phi tập trung của MIT.

MongoDB MCP Server for LLMs

Một máy chủ Giao thức Ngữ cảnh Mô hình (MCP) cho phép các LLM tương tác trực tiếp với cơ sở dữ liệu MongoDB, cho phép chúng truy vấn các bộ sưu tập, kiểm tra lược đồ và quản lý dữ liệu một cách liền mạch thông qua ngôn ngữ tự nhiên.

Douyin Video Analysis MCP

An MCP server that parses Douyin share links and performs intelligent content analysis using the Doubao video understanding model. It provides structured outputs including video summaries, categorized outlines, and step-by-step tutorial information.

MCP Interface for Teenage Engineering EP-133 K.O. II

Máy chủ MCP cho Teenage Engineering EP-133 KO-II

Guardrail MCP Server

A minimal Model Context Protocol server that provides a safety guardrail tool to check if provided context is free from code injection or harmful content.

iconfont-mcp

Enables searching, downloading, and managing SVG icons from iconfont.cn, China's largest icon library. It supports filtering by style, downloading assets to local files, and listing user projects with authentication.

Swagger MCP (Multi-API Edition)

Enables AI to interact with multiple Swagger/OpenAPI specifications by listing endpoints, exploring models, and generating TypeScript code. It centralizes the management of various APIs through a configuration file, allowing for seamless integration of documentation into AI workflows.

HubSpot MCP Server

Một máy chủ cho phép các mô hình AI tương tác với dữ liệu và các hoạt động của HubSpot CRM thông qua một giao diện tiêu chuẩn, hỗ trợ quản lý liên hệ và công ty với xác thực đa người dùng dựa trên mã thông báo.

FHIR MCP Server

Provides seamless integration with FHIR APIs, enabling AI/LLM tools to search, retrieve, and analyze clinical healthcare data with support for SMART-on-FHIR authentication and multiple transport protocols.

MCP ts-morph Refactoring Tools

Provides TypeScript and JavaScript code refactoring operations using ts-morph, allowing AST-based symbol renaming, file/folder renaming, reference searching, and path alias removal when integrated with editor extensions like Cursor.

Local Explorer MCP

Enables AI assistants to intelligently search and explore local file systems using native Unix commands (ripgrep, find, ls) with token-optimized output, automatic pagination, and multi-layer security validation.