Discover Awesome MCP Servers

AtlassianJira MCP Integration Server

Enables Jira integration with dynamic configuration, time logging, task creation, issue updates, and bulk imports through natural language.

remotion-mcp-server

Enables AI agents to analyze audio beats, synthesize voices with Google Gemini TTS, and programmatically construct and render professional videos using Remotion and React.

mcp-harrypotter

Enables querying Harry Potter data including students, staff, and spells from the Harry Potter API via direct tools or natural language through Pipeworx.

igvf-portal-mcp

Enables AI agents to search, filter, download files, and generate reports from the IGVF Data Portal using natural language commands.

mcp-keycloak

Managing Keycloak identity and access management

Synpareia Trust Toolkit

Verifiable dealings with other agents: prove what you did, vet who you deal with, bind agreements

ContainMind

Enables AI assistants to manage and analyze containers across Docker and Podman through natural language, providing unified inspection, monitoring, and diagnostics.

better-notes

A personal knowledge management MCP server that enables capturing daily notes, meeting summaries, and ideas through Claude, with full-text search, git sync, and git activity tracking across projects.

EDA Tools MCP Server

A comprehensive Model Context Protocol server that connects AI assistants to Electronic Design Automation tools, enabling RTL-to-GDSII automation including Verilog synthesis, simulation, ASIC design flows, and waveform analysis.

browser-use MCP Server

An MCP server that enables AI assistants to control a web browser through natural language commands, allowing them to navigate websites and extract information via SSE transport.

whed-tools

An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.

Dokploy MCP Server

Exposes Dokploy functionalities as tools consumable via the Model Context Protocol, allowing AI models and other applications to programmatically manage projects and applications on a Dokploy server.

Qwen MCP Tool

Enables AI assistants to leverage Qwen's code analysis capabilities with large context windows, supporting file/directory analysis, sandbox execution, and multiple approval modes for safe code operations.

Screenshot Analyzer MCP

Analyzes app screenshots to identify UI/UX issues, compare designs with implementations, and provide actionable fixes using GPT-4o/GPT-5.2 vision capabilities. Supports single/batch analysis, design comparison, and automated report generation for iOS, Android, web, and desktop platforms.

job-search-mcp

A personal job-search assistant for Claude Desktop that searches real job boards, scores each job 0–100 for fit, and displays a ranked board for fast triage.

Remote MCP with Azure Functions

A template for building and deploying custom remote MCP servers on Azure Functions with Python, allowing for saving and retrieving snippets with built-in security using keys and HTTPS.

Trade Agent

Trade Agent

delimit

One workspace for every AI coding assistant. Governance tools for API lint, diff, persistent ledger, multi-model deliberation, security audit, and test verification. Works with Claude Code, Codex, Cursor, and Gemini CLI.

Sleep MCP Server

Một máy chủ Giao thức Bối cảnh Mô hình (MCP) cung cấp một công cụ ngủ/chờ đơn giản, hữu ích cho việc thêm độ trễ giữa các hoạt động, chẳng hạn như chờ giữa các lệnh gọi API hoặc kiểm tra các hệ thống nhất quán cuối cùng.

VaultMind

Offline-first MCP proxy with policy engine and immutable audit trail for secure AI coding agents.

pingrep-mcp-server

Connects AI tools to PingRep AI Representatives, enabling profile retrieval, directory search, Q&A, and contact management.

code-context-mcp

MCP server for semantic code search and dependency graph analysis. Indexes codebases into a knowledge graph with vector embeddings for AI-powered code understanding.

MCP Docker Demo

A demonstration MCP server implementation with Docker support that provides a simple hello-world tool and includes a web-based inspector for interactive testing and exploration of MCP tools.

axint

Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents write 5–15× less code to generate App Intents, SwiftUI views, WidgetKit widgets, and full apps. MCP server with 6 tools for scaffolding, compiling, validating, and browsing templates.

MCP File System

Một máy chủ triển khai Giao thức Ngữ cảnh Mô hình (Model Context Protocol) cung cấp các hoạt động hệ thống tệp (đọc/ghi, quản lý thư mục, di chuyển tệp) thông qua một giao diện tiêu chuẩn với các biện pháp kiểm soát bảo mật cho các thư mục được phép.

Readme-builder-mcp

An MCP server that automatically scans project directories, extracts routes and environment variables, and generates GitHub-style README files in Chinese with explicit confirmation before writing.

@vibeads/mcp

Enables interaction with Google Ads accounts through the Model Context Protocol, specifically tuned for local service businesses. Provides account health scoring, search term waste analysis, and diagnostic insights without requiring GAQL knowledge.

continue-chat-export

Sanitizes Continue.dev session exports and reformats them as readable Obsidian chat Markdown, with MCP tools that return only metadata (paths, counts) for privacy.

PostgreSQL MCP Server

Một máy chủ giao thức Model Context (Ngữ cảnh Mô hình) cho phép tương tác với cơ sở dữ liệu PostgreSQL để liệt kê các bảng, truy xuất lược đồ và thực thi các truy vấn SQL chỉ đọc.