Discover Awesome MCP Servers

JIRA MCP Server

Enables Claude AI to interact with JIRA for project management and issue tracking, supporting JQL queries, comprehensive issue details retrieval with subtasks and linked issues, and release planning analysis.

Create a Custom Server

Một máy chủ MCP tùy chỉnh cung cấp các công cụ tính toán số học và các phép toán học nhanh cho các trợ lý AI.

URL Reputation and Validity Checker

Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.

Flint Note

An agent-first note-taking system that provides AI-guided creation and organization of structured markdown notes with customizable note types, multi-vault support, and intelligent metadata schemas. Enables natural conversation-based knowledge management with local file storage and cross-vault operations.

WhatsApp MCP Server

Manages WhatsApp conversations, contacts, templates, campaigns, and channels through AI assistants like Claude using the Wati API v3.

CiviCRM MCP Server

Enables AI assistants to access and manage CiviCRM data, including contacts, activities, contributions, events, and memberships, with full custom field support.

Local Search MCP Server

Enables semantic search across indexed documents using vector embeddings. Index GitHub repositories and URLs to perform natural language queries with AI-enhanced contextual results.

Bond MCP Server

Enables AI assistants to control Bond Bridge smart home devices including ceiling fans, motorized shades, dimmable lights, and other RF-controlled devices. Provides comprehensive device management and control capabilities through the Bond Local API.

Quickstart Guide to Building an MCP Server in Python

Hướng Dẫn Nhanh về Giao Thức Bối Cảnh Mô Hình - 2025

SafeNest MCP Server

Provides AI-powered child safety tools to detect bullying, grooming, and unsafe content within digital conversations. It enables AI assistants to perform emotional analysis and generate age-appropriate safety action plans or incident reports.

pybme-mcp

Enables LLM agents to perform Bayesian Maximum Entropy geostatistical analysis through natural language rather than code, supporting spatial, network, and physics-informed uncertainty modeling.

TBC Guidelines Automation System

Provides real-time TBC Bank development standards compliance checking and code review tools. Integrates with GitHub Copilot and development workflows to automatically enforce coding guidelines and reduce violations.

Web Search

Cho phép tìm kiếm web miễn phí bằng cách sử dụng kết quả tìm kiếm của Google mà không cần khóa API, trả về kết quả có cấu trúc với tiêu đề, URL và mô tả.

MCP Server Template (Python)

A minimal, well-structured starter template for building Model Context Protocol (MCP) servers using Python and the FastMCP framework. It includes boilerplate for tools, testing setup, and modern Python packaging to accelerate server development.

office-document-mcp-server

Provides tools to extract, convert, and generate Microsoft Office documents (Word, Excel, PowerPoint) via the Model Context Protocol, with support for reading, editing, and auditing document content.

RLM MCP Server

Enables the analysis of massive datasets by storing data in external variables via a sandboxed Python REPL instead of the model's context window. This allows users to process files larger than 100MB without polluting the context or hitting token limits.

spa-reader-mcp

An MCP server that renders JavaScript-heavy Single Page Applications using Playwright to extract clean, LLM-ready Markdown and capture screenshots. It features a singleton browser architecture for high performance and includes built-in SSRF protection for secure web content retrieval.

MCP Workspace Server

Provides secure, sandboxed file system access for AI assistants to read, write, and manage project files with controlled command execution capabilities, all confined to a designated workspace directory.

Oura MCP Server

Provides access to Oura Ring health data including sleep, readiness, and resilience metrics through the Oura API, enabling language models to query and analyze personal health information.

vtimestamp-mcp

Enables AI agents to verify document timestamps and list all recorded proofs on the Verus blockchain using a VerusID. It queries public Verus RPC endpoints to facilitate hash verification without requiring API keys or authentication.

codex-dobby-mcp

A local MCP server that lets Claude delegate scoped work to Codex with structured results and guardrails, supporting planning, code review, build, reverse engineering, and long-running background tasks.

Withings MCP

Local-first MCP server that connects AI agents to your Withings body, sleep, activity and heart data.

Joern MCP Server

Enables AI assistants to perform sophisticated static code analysis using Joern's Code Property Graph technology. Supports multi-language analysis, security vulnerability detection, and code quality assessment through isolated Docker environments.

SQL Server MCP Client

Một máy khách Microsoft SQL Server triển khai Giao thức Ngữ cảnh Mô hình (MCP). Máy chủ này cung cấp khả năng truy vấn SQL thông qua giao diện MCP đơn giản.

mockit-mcp

Turns text prompts into premium iOS UI mockups (PNG + HTML). Powered by Claude + a Playwright headless renderer. Two backends: local claude CLI (uses your Claude Code subscription) or the Anthropic API.

gemini_mcp

A bridge that connects the Model Context Protocol to the Gemini CLI via the Agent Client Protocol (ACP) for high-performance, stateful AI interactions. It enables MCP clients to leverage Gemini's autonomous capabilities, including multi-modal support and built-in tool execution, without cold-start overhead.

app-publish-mcp

Unified MCP server for App Store Connect & Google Play Console — manage listings, screenshots, releases, reviews & submissions

MySQL MCP Server

Enables AI assistants to securely interact with MySQL databases through tools for query execution, schema inspection, and transaction management. It features built-in safety controls like row limits and query validation to ensure safe and standardized database access.

Q-SYS MCP Server

Enables control and monitoring of Q-SYS audio/video systems through WebSocket connection. Provides tools for discovering components, reading/setting control values, and managing system status with built-in protection for critical controls.