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

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    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.
    24
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    MIT
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    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.
    6
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    Provides AI agents with read access to Trane Tracer SC+ building automation systems for inventory and telemetry retrieval.
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    MIT
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    Enables monitoring and controlling KegLand RAPT fermentation chambers and RaptPill hydrometers through the RAPT.io API, including temperature control, PID configuration, and telemetry retrieval.
    23
    MIT
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    Enables controlling and querying Home Assistant devices and services via natural language. Supports state retrieval, listing states, and calling any Home Assistant service.
    13
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    MIT
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    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.
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    GPL 2.0
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    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.
    47
    Apache 2.0
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    Enables interaction with an OpenRemote instance through its service API, allowing management of assets, users, and other resources via natural language.
    AGPL 3.0
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    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!).
    MIT
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    A productized MCP server for Xiaomi Mi Home (米家) that provides natural-language-oriented device discovery and control across homes, rooms, devices, and scenes, while hiding low-level protocol details like did/siid/piid. It supports QR login, structured tooling for status, brightness, temperature, scenes, and speaker announcements, plus standard MCP resources.
    MIT
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    Comprehensive development tools for Home Assistant, enabling file management, template testing, entity/state management, service calls, log access, and system information retrieval through MCP.
    MIT
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    MCP servers for querying Brick and 223P ontologies, enabling abbreviation expansion, term/property lookup, and definition retrieval.
    5
    BSD 3-Clause
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    Exposes real-time soil sensor metrics as MCP Resources and irrigation valve controls as MCP Tools, enabling AI-driven agronomic decisions with built-in safety guardrails.
    Apache 2.0
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    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.