"Understanding Vector Search" matching MCP servers:

Enables local language models to search the live web and news, fetch weather forecasts and Bundesliga data, and query a document collection semantically. It also provides a read-only view of Home Assistant entities, including entity search, sensor history, and person detection events.

A collection of personal Model Context Protocol servers for tools like calendar, contacts, flights, home maintenance, iMessage, lawn care, mail, NextDNS, Obsidian search, Google Sheets, UniFi, weather, and YNAB, packaged as a uv workspace with Claude Code and Codex plugin support.

MCP server for Blue Iris NVR, enabling camera health checks, live/historical snapshots, clip/alert search, and PTZ control via the Blue Iris JSON API.

MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, auto-discover 70+ retro gaming systems. Single Go binary, zero dependencies.

Enables AI to search for video streaming URLs and play them directly on Xiaomi TV or other Android TVs. Supports custom configurations for multiple devices.

Enables AI agents to search a catalog of MCP servers for physical hardware such as ESP32, Arduino, Raspberry Pi, 3D printers, Home Assistant devices, cameras, Zigbee and lab gear, returning install commands and ready-to-paste client configs. It also supports browsing device families and getting ranked recommendations for a specific device or model.

Integrates Google Calendar with the Model Context Protocol to manage events, search agendas, and check availability. It features Home Assistant integration and SSE support for remote access through Claude Desktop.

Enables AI assistants to search, read, author, edit, favorite, and privately or publicly publish recipes on the Lidl cooking platform, including converting Paprika/Thermomix instructions into Smart device programs with automatic weighing steps.

Enables AI assistants to query a verified bilingual technical knowledge base for the Thermia Duo 12 heat pump and verify facts against original manuals via section search, terminal and register lookup, schematic access, and PDF page rendering or text extraction.

Lets AI assistants interact with Node-RED to read flows, search nodes, edit function code, deploy changes safely, and manage modules.

Enables AI agents to browse, understand, and generate OpenWebNet protocol frames and Home Assistant MyHOME automations, with tools for frame validation, documentation search, and configuration drafting.

Enables natural language interaction with Gmail, providing email search, categorized daily summaries, and Home Assistant integration through REST API with read-only access to your inbox.

Python MCP server for TMDB search, Stremio library management, and Android TV playback/control over native ADB.

Enables hands-free voice and text control of Roku Smart TVs and streaming devices through Google Gemini and other MCP clients, including app launching, volume, power, navigation, search, and status checks.

Enables controlling Bluesound/BluOS players with transport, volume, multi-room grouping, presets, and search/play across streaming services like TIDAL and TuneIn.

Enables AI assistants to control Anki Vector robots locally via natural language, providing tools for speech, motion, perception, and interaction without cloud dependency.

Enables a voice assistant to query and control home services through MCP over stdio, including read-only Prometheus metrics, allowlisted Home Assistant lights and plugs, Plex media browsing, and PhotoPrism photo search. Each module activates only when its configuration is present, keeping home credentials on the host.

Enables AI agents to discover, browse, read, search, and safely write OPC UA industrial device data within controlled edge networks, with guarded two-phase writes and evidence-based root-cause diagnostics.

A versatile Model Context Protocol server that enables AI assistants to manage calendars, track tasks, handle emails, search the web, and control smart home devices.

A Model Context Protocol server for home infrastructure management that provides a unified API for Docker and Emby. It enables users to monitor containers, manage media sessions, and search libraries through an extensible adapter-based architecture.

Enables LLMs to read, write, browse, search, and subscribe to live data on OPC-UA industrial automation servers, with caching, discovery index, and support for stdio or HTTP transports.

Enables users to list, search, query, and control Hubitat home automation devices from MCP-compatible AI assistants like Claude Desktop.

Enables AI assistants to manage Synology NAS devices with file operations (create, delete, move, search) and Download Station control through secure authentication and session management.

Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.

A free music MCP server for XiaoZhi AI smart speakers, providing music search, playback control, volume control, and playlist management via standard MCP protocol.

AI sysadmin for Home Assistant that provides entity health analysis, automation diagnostics, dashboard analysis, configuration search, and system health scoring via the Model Context Protocol.

Enables MCP clients to search the catalog, manage playlists, folders, and library items, and control playback, ratings, and the Up Next queue across macOS, Windows, and Linux. It selects among native Music.app, Safari, Chrome, and web API engines so an assistant can drive Apple Music with or without a subscription.

Enables controlling smart home devices like lights, fans, air conditioners, and Android TVs through natural language commands, with persistent state and TV content search/playback via ADB.