"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:

Enables management and troubleshooting of IoT devices through MCP tools, including real-time state analysis, fault case handling, knowledge ingestion, and retrieval-augmented insights.

MCP server for full control of Rachio sprinkler controllers via the reverse-engineered internal gRPC API, enabling schedule management, manual zone runs, rain delays, and weather data retrieval.

Implementation of MCP server for GoodWe inverters

Exposes Justworx devices to AI agents as MCP tools and resources, backed by the public Developer API. Supports local stdio and hosted remote OAuth operation for controlling device IO, rules, and viewing live state.

Provides AI agents with read access to Trane Tracer SC+ building automation systems for inventory and telemetry retrieval.

Enables monitoring and controlling KegLand RAPT fermentation chambers and RaptPill hydrometers through the RAPT.io API, including temperature control, PID configuration, and telemetry retrieval.

Enables controlling and querying Home Assistant devices and services via natural language. Supports state retrieval, listing states, and calling any Home Assistant service.

Connects your Meticulous espresso machine to an LLM, enabling recipe generation from natural language, shot analysis, grinder dial-in, and a persistent shot diary through Claude.

Enables AI assistants to monitor and control Growatt solar installations via the ShineServer API, including reading PV generation, load, grid import/export, battery SOC, and adjusting inverter settings.

Enables natural language interaction with Connhex IoT platform APIs for managing devices, telemetry, rules, and resources via MCP tools.

An MCP server for controlling Bambu Lab 3D printers that enables users to manipulate STL files, slice 3MF files, and manage end-to-end print workflows directly from Claude. It provides real-time status monitoring, file management via FTPS, and printer control through MQTT for a focused, lean Bambu-only implementation.

Connects Claude with the Tesla Owner API, enabling authentication and data retrieval for Tesla vehicles and solar systems.

Enables AI models to interact with TagoIO IoT platform accounts, providing access to device management, real-time data analysis, and AI-powered code generation for IoT development workflows.

An integration server that connects AI models with ThingsPanel IoT platform, allowing AI assistants to interact with IoT devices through natural language for device control, data retrieval, and management operations.

Enables interaction with an OpenRemote instance through its service API, allowing management of assets, users, and other resources via natural language.

Enables AI agents to control and monitor Home Assistant smart home devices through natural language interactions. Supports device control, entity state monitoring, history access, and automation generation with both MCP protocol and standalone HTTP REST API modes.

MCP server for the CultivarIA platform, enabling AI assistants to query real-time and historical telemetry from cultivation modules, analyze plant health, and control actuators like irrigation and climate systems via standardized tools and resources.

Enables an Alexa+-style assistant to run household routines with cross-session memory of members, allergies, budgets, curfews and past decisions, autonomously re-planning when new observations contradict the original plan. It also serves card and carousel UI resources for screen detail and gates any spending behind an explicit spoken confirmation.

Enables autonomous multimodal ambient security and living-room automation by exposing Ring, Fire TV, Bee wearable, Alexa+, and AWS Bedrock vision capabilities through MCP tools, resources, and prompts.

Household-aware kitchen brain for AI agents: manage pantry inventory with freshness tracking, shopping lists, recipe collections with cook notes and per-diner ratings, dietary profiles with allergen safety, and kitchen equipment — all through 27 tools with OAuth 2.1 authentication. Includes a free tool for ingredient-based recipe generation without an account (accounts are free!).