"Understanding Vector Search" matching MCP servers:

Enables YouTube video search and audio download via web scraping, requiring no API key.

Enables AI agents to analyze, summarize, and extract text from videos and images using the Qwen3-VL-8B-Instruct model deployed on Blaxel. It supports media analysis via URL, including video Q\&A and speech transcription capabilities.

An unofficial MCP server that provides access to Spotify's Web API through the Model Context Protocol, enabling AI assistants to search music, manage playlists, and control playback.

Enables AI assistants to control Music Assistant for music search, library browsing, playback, queue management, and playlist curation.

Enables control of Spotify playback via the official Web API, including search/play, pause, skip, volume, queue, and device management.

Enables semantic search of local audio samples by describing sounds, MIDI generation, stem separation, and other music production tools from Claude Desktop.

Enables control of Spotify playback, track search, and user profile retrieval via MCP tools with automatic OAuth token management.

Enables AI agents to search Spotify tracks and control playback (play, pause, skip, queue, volume) through the Spotify Web API.

Enables asking questions about image, audio, or video files using state-of-the-art multimodal models. Powered by fal.ai for advanced media analysis and understanding capabilities.

Provides music search, playback control, volume adjustment, and playlist management for XiaoZhi AI through MCP protocol.

Provides music search, playback control, volume adjustment, and playlist management for Xiaozhi AI speakers via MCP.

Enables searching for songs and retrieving direct MP3 play URLs from gequbao.net. Supports both simple keyword search and enriched result lookup.

MCP server for Astra's Companion API v2 that lets Claude and other MCP clients view and control a running Astra desktop music player, including playback, search, queue, favorites, and playlists.

Enables AI agents to interact with the ParrotScribe transcription service on macOS, providing tools to start/stop transcription, retrieve real-time and historical transcripts, and search across sessions.

Provides access to a database of over 8,800 headphones and IEMs for equalization settings, sound signature analysis, and Harman preference scores. It enables AI assistants to search, compare, and recommend headphones based on frequency response measurements and parametric EQ profiles.

Enables 小智AI to search songs across multiple free music sources, resolve direct playback URLs, and stream audio to devices via the ResourceLink/resources/read protocol.

Enables AI assistants to search, generate, and manipulate u-he synth presets through natural language, including browsing libraries, randomizing presets, and merging multiple presets.

Enables AI agents to search, browse, and play millions of meme sounds and sound effects from myinstants.com directly through the user's speakers. It supports streaming audio for trending clips, categories, and viral soundboard buttons to enhance agent interactions with reactive audio.

MCP server for the AssemblyAI API, providing tools for transcription, subtitles, speaker turns, word search, and LeMUR-based queries.

MCP server for Spotify that lets AI agents search music, control playback, and manage playlists via the Spotify Web API.