"Analyzing user contributions to a GitLab self-hosted project using API token" matching MCP servers:

Central user-state database MCP server with durable profile facts and live virtual sensors (stress, room intensity) with configurable smoothing, readable by any agent or smart-home service.

Enables local MCP access to read TRMNL devices and manage playlist items, visibility, ordering, and weekly display windows.

Provides read-only access to Shelly Cloud energy data, including live power, lifetime energy, and historical consumption with cost, enabling AI agents to monitor electricity usage without device control.

Lets AI assistants control the physical Return to Dark Tower board game tower via Bluetooth, enabling connection, calibration, sound, lights, drum rotation, seal breaking, and game sequences through natural language.

Enables to retrieve device information, images, media, location, thumbnails, and events from the Safie API through MCP.

Enables Alexa+ to correlate Ring-style physical perimeter events with Wi-Fi router telemetry to detect stealth cyber-physical threats like wardriving. It also supports threat analysis, honeypot containment, device trust/blocking, guest access, and rendering a 3D security dashboard.

A Multi-Agent Conversation Protocol server that provides an interface to Google's Cloud IoT API, allowing agents to interact with and manage IoT devices and registries through natural language.

Control your DCC model railroad by voice or chat through any MCP client, with dynamic discovery of layout elements from JMRI.

Enables AI agents to interact with Homey home automation systems for managing flows, devices, and zones. Perfect for bulk automation tasks like batch renaming flows, organizing them into folders, and managing devices across zones through natural language.

MCP server for HortusFox self-hosted plant management system, exposing 38 tools to manage plants, locations, tasks, inventory, calendar, chat, and backups via natural language.

Enables MCP clients to read, create, and update brewing recipes, inspect inventory, batches, and Tilt/iSpindel fermentation readings, and move batches between statuses via a self-hosted remote connector on Cloudflare Workers.

Enables Alexa+ to diagnose home appliance problems by connecting to a self-hosted MCP server, with capabilities for reading error codes from manuals, tracking household appliances, guiding repairs with visual cards, ordering replacement parts, and scheduling maintenance.

Sensact is a Supabase-hosted remote MCP server that lets LLM clients discover and invoke device capabilities on user-owned devices, using OAuth 2.1 for authorization and Postgres+Realtime as the control plane.

An MCP server for self-hosted UniFi gateway management, providing tools for devices, networks, WiFi, firewall rules, switch port profiles, connected clients, and a one-shot IoT network creation with rollback.

Enables Claude to manage a self-hosted plant-care tracker through natural language, including adding plants, calculating watering and feeding schedules for the user's climate, logging care, snoozing plants, and attaching photos.

MCP server for a self-hosted indoor/outdoor weather station, providing real-time weather, forecasts, alerts, and indoor temperature/humidity data through five MCP tools.

Enables MCP clients to submit, slice, and start 3D prints with configurable gates, preview approval, and monitoring, via a self-hosted print daemon.

Enables AI agents to monitor and control Nokia G-2425G-A GPON home routers (e.g., Airtel) via natural language, including listing connected devices, and blocking or unblocking internet access for specific devices.

Connects embodied devices (like StackChan, Raspberry Pi, ESP32) to AI via MCP protocol, enabling motion control with zero API cost, no PC required, and fully self-hosted.

Enables AI agents to discover and call Xyte's device management API endpoints with typed validation, supporting fleet investigation, ticket management, and routine operations through natural language.