Discover Awesome MCP Servers

Photonics Simulation MCP

Knowledge-based MCP server for photonics simulation engineering, providing rules, bugs, checklists, and tool recommendations for Lumerical FDTD/MODE/FDE, HFSS, COMSOL, and PyAEDT.

DevsContext

DevsContext is an MCP server that provides AI coding agents with synthesized engineering context—requirements, decisions, architecture, and standards—from tools like Jira and Slack. It fetches and synthesizes relevant information on demand to help agents work on tasks correctly.

TaskMateAI

Ứng dụng quản lý tác vụ được hỗ trợ bởi AI, hoạt động thông qua MCP, cho phép tự động tạo, tổ chức và thực hiện các tác vụ với hỗ trợ cho các tác vụ con, mức độ ưu tiên và theo dõi tiến độ.

@hyperweb/mcp-server

MCP server that enables AI agents to generate, verify, and set up Starship configurations for the Hyperweb platform.

Mathematica MCP Server

Allows LLMs to execute Wolfram Language code in a secure, session-based environment by providing an interface to interact with a Wolfram Mathematica kernel.

nexi-xpay-mcp-server

Enables AI assistants to query orders, transaction details, warnings/anomalies, and payment methods from your Nexi XPay merchant account.

ln-ashlar-mcp

Enables MCP clients to search ln-ashlar documentation and review implementation plans via Gemini, with OAuth 2.0 + PKCE authentication.

BugPilot MCP Server

Exposes 10 read-only tools for querying synthetic Jira bug data, metrics, trends, and risks via SQLite, enabling AI agents to analyze engineering bugs through a controlled sandboxed interface.

apple-health-fly-mcp

MCP server that enables LLMs to query Apple Health data such as steps, heart rate, sleep, and workouts via natural language, with secure cloud access through OAuth.

mcp-db-connect

Universal MCP server for readonly-first access to Oracle, SQL Server, PostgreSQL, MySQL/MariaDB, SQLite, MongoDB, and Qdrant vector search.

godot-docs-mcp

Serves the Godot Engine documentation to AI coding agents, grounding them with accurate APIs, exact signatures, and code examples to reduce hallucinations.

PayU Developer MCP

Helps AI assistants search PayU documentation, browse integration catalog, and fetch production-ready payment code for PayU.

resume-markdown-mcp

Write your resume in Markdown and export to PDF with AI assistance, using a built-in stylesheet and tools for conversion.

Konnect

AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 171 schematic, layout, routing, design-review, and manufacturing tools to Claude, or the LLM of your choosing

GitHub MCP Server

Máy chủ Github MCP để tích hợp với các quy trình CI

EntityIdentification

A MCP server that helps determine if two sets of data belong to the same entity by comparing both exact and semantic equality through text normalization and language model integration.

trip-search-mcp

Enables Claude to plan trips by performing live searches against Google Flights, hotels, vacation rentals, activities, and events, plus weather and currency conversion.

DaVinci Resolve MCP Server

Connects AI coding assistants (Cursor, Claude Desktop) to DaVinci Resolve, enabling control of video editing workflows through natural language commands for project management, timeline operations, and media pool tasks.

a11y-mcp-server

Exposes axe-core accessibility auditing as MCP tools so any MCP-compatible agent can audit HTML for structural and semantic issues.

kafka-sentinel-mcp

Read-only MCP server for Kafka cluster health, consumer lag, partition state, and replay-readiness, enabling AI agents to diagnose streaming incidents without write access.

mcp-server-searchapi

An MCP server for SearchApi that provides Google web, news, scholar, and YouTube search as agent-ready MCP tools.

mcp-samsclub-ads

Enables interaction with Sam's Club Sponsored Ads APIs through spec-driven endpoint discovery and an authenticated proxy with automatic RSA-SHA256 request signing.

AI SQL Agent MCP Server

Lets AI clients ask natural-language questions about a SQL database with production-safe guardrails, schema grounding, and read-only enforcement.

erm-github-mcp

A minimal MCP server that exposes health-check and server information tools over stdio or HTTP, and can be containerized and deployed to IBM Code Engine.

Finance Toolkit

The Finance Toolkit gives AI assistants access to 200+ financial metrics, all calculated transparently from raw financial statements, not pulled from third-party endpoints.

opensearch-dashboard-mcp

Enables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs through the Dashboards API.

archicad-mcp

MCP server for Archicad automation, enabling AI assistants to run Python scripts against running Archicad instances via the Tapir JSON API for complex workflows.

Weather MCP Server

Provides real-time weather forecasts and alerts by fetching data from the National Weather Service API, allowing Claude to answer weather-related questions with up-to-date information.

MIMO Image Recognition MCP

A Node.js MCP server that enables image understanding by calling the MIMO multimodal model, supporting local file paths and URLs.

wi-dmv

Provides Wisconsin DMV (WisDOT) customer service center data including address, hours, services, and payment methods for each counter. Enables querying by city, county, zip, name, or service type.