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

더 나은 가정 교육을 제공하기 위한 원격 MCP 서버

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

Puppeteer를 사용하여 웹 페이지 및 로컬 HTML 파일의 스크린샷을 간단한 MCP 도구 인터페이스를 통해 캡처할 수 있도록 합니다. 크기 및 출력 경로를 설정할 수 있는 옵션도 제공합니다.

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

MIT 탈중앙화 AI, MCP 해커톤 관련 문서 읽어줘.

MongoDB MCP Server for LLMs

LLM이 자연어를 통해 컬렉션을 쿼리하고, 스키마를 검사하고, 데이터를 원활하게 관리할 수 있도록 MongoDB 데이터베이스와 직접 상호 작용할 수 있게 해주는 모델 컨텍스트 프로토콜(MCP) 서버입니다.

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

Teenage Engineering EP-133 KO-II용 MCP 서버

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

AI 모델이 HubSpot CRM 데이터 및 작업과 상호 작용할 수 있도록 표준화된 인터페이스를 제공하는 서버입니다. 다중 사용자 토큰 기반 인증을 지원하며, 연락처 및 회사 관리를 용이하게 합니다.

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.