Discover Awesome MCP Servers

MCP Gateway

Unified MCP tool gateway for agents to access WebPilot browser tools and other backend capabilities via an Electron tray application.

openrouter-image-gen-mcp

Enables AI assistants to generate and edit images using multiple models through OpenRouter, with features like style presets, batch operations, and variations.

Advanced PocketBase MCP Server

一个全面的 MCP 服务器，提供复杂的工具来与 PocketBase 数据库交互。该服务器通过模型上下文协议 (MCP) 实现高级数据库操作、模式管理和数据操作。

ActivityWatch MCP Server

A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing LLMs like Claude to interact with your time tracking data.

Canvas LMS MCP Server

Enables Claude to interact with the Canvas LMS API to manage courses, assignments, grades, and communications. It supports both remote and local deployments, allowing users to query academic data and submit assignments via natural language.

San Diego GIS MCP

Serves SANDAG/SanGIS regional GIS data from SANDAG's ArcGIS Enterprise portal, enabling natural-language queries for parcels, floodplains, address points, transit, land use, and hundreds of other layers.

adila-mcp

MCP server to manage Adila platform via natural language, enabling deploys, logs, metrics, and infrastructure mutations through CLI AI clients.

Gaggiuino MCP Server

A remote MCP server for integrating Gaggiuino espresso machines with AI tools. It enables checking machine status, analyzing shot data, managing profiles, and receiving dial-in guidance.

youtube-mcp-download

Provides tools to download YouTube videos and playlists asynchronously, with job tracking and metadata storage via a SQLite database, enabling library management through natural language.

solidworks-mcp

Drives SolidWorks 2022 on Windows via COM to perform CAD operations like sketching, features, dimensioning, and mass property inspection from AI assistants.

sum_up_to

Computes the sum of dictionary values for keys less than or equal to a given key, treating the dictionary as sorted by key order. Returns 0 for an empty dictionary or when no keys satisfy the condition.

transport12 MCP Server

MCP server that integrates with the transport12 API to provide tools for searching stops, routes, arrivals, and vehicle forecasts, enabling natural language interaction with public transport data.

RefineDataMCP

Provides data preparation, anonymization, and processing tools for AI agents, handling big data with Polars and DuckDB.

mimoe-agent

MCP server for the mimOE AI Agent, enabling on-device tools like device discovery, network insight, and persistent note storage via natural language.

frappe-mcp-server

A secure, audit-logged MCP server for Frappe that exposes specific DocTypes and operations to AI agents with granular permissions and field-level control.

kealu-benefits-navigator

Model-agnostic multi-agent system that discovers government benefits and insurance plans, validates eligibility, and produces prioritized enrollment action plans. Integrated with Google Antigravity via MCP for a conversational interface.

mcp-retrieval-probe

An evaluation harness that probes MCP-based retrieval servers for calibration, relevance, coverage, citation integrity, and more, also exposing the probes as MCP tools for assistants and CI agents.

backlog-mcp

An MCP server providing AI agents with read access to Backlog issues, comments, and attachments via API Key authentication.

mcp-pyatv

MCP server for controlling Apple TV, HomePod, and AirPlay devices via pyatv, offering 32 tools for playback, navigation, volume, apps, and more.

Resend MCP Server

Enables sending emails and managing email delivery through Resend's API, allowing users to compose and send emails using natural language.

genconfigenvserver

Generates security config files from environment variables and remote Firebase configuration.

temp-notes

A lightweight service that provides cross conversation temporary information storage and retrieval for AI agents, supporting step-by-step processing of complex tasks.

gantt-mcp

An OAuth-protected MCP server that converts project descriptions into realistic schedules, handling dependencies, resource leveling, critical path analysis, and generating shareable charts (HTML, SVG, PNG, JSON, CSV).

mcp-drawio-server

Turns relational schemas into editable entity-relationship diagrams in draw.io, supporting live databases, SQL DDL, YAML/JSON specs, and existing .drawio files, with tools for managing tables, columns, and relations.

Product Management MCP Server

Provides tools for managing a product catalog, including functions to list, add, and retrieve product statistics. It enables AI agents to perform inventory operations and data analysis through a standardized interface.

Webhound MCP

Webhound is a research engine with an explicit effort control: a prompt defines the investigation and a dollar budget defines how much work it deserves. It returns cited reports or sourced datasets with the working documents, claims, sources, limitations, and evidence pack behind the answer.

fallmirror-mcp

MCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources, enabling natural language interaction with fold state manipulations and band classification.

trw-mcp

MCP server providing persistent engineering memory and spec-driven development workflows for AI coding agents, preserving learnings across sessions.

retrieval

Scores AI outputs for faithfulness, relevancy, and hallucination inside any MCP client, with custom metrics, golden sets, and run history with dashboards.

Turbovec MCP Server

Provides persistent long-term memory (semantic RAG) for AI coding assistants, enabling them to store and semantically search code and documentation across chat sessions without token limits.