"Understanding Vector Search" matching MCP servers:

Enables AI agents to analyze public Reels, TikTok, and YouTube Shorts by extracting timestamped transcripts, visual understanding, and searchable video maps, then query specific moments via MCP tools.

A service that provides HackerNews content search, retrieval and analysis through the Model Context Protocol, suitable for AI agents and developers.

An MCP server for The Skeptics' Guide to the Universe podcast — search transcripts, look up episodes, pull Science or Fiction, and search news items, all from inside Claude.

14 tools for AI agents: transcript extraction in five formats with adjustable segment size, video metadata, video and channel search, channel browsing, in-channel search, playlists, and an asynchronous batch job for up to 4,000 transcripts. Free tier: 100 credits on signup, no card.

Connect AI assistants to YouTube: search, transcripts, metadata, and more.

A Model Context Protocol (MCP) server that gives AI assistants the ability to search, analyze, and extract knowledge from YouTube videos.

Enables AI assistants to search and embed watermarked previews of 18,000+ royalty-free stock images and 4K videos from Stockflow.media, with tools for asset search, category listing, and preview downloads.

Search and retrieve transcripts from 488 episodes of the Big Technology Podcast, enabling queries on tech topics and full episode access via Claude.

MCP server that provides YouTube video data to AI agents, supporting search, metadata, comments, and transcripts without an API key.

Enables querying the Chzzk live-streaming platform for channels, live broadcasts, search, and VODs using natural language.

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

Enables podcast search, episode discovery, pricing, and transcript access for MCP clients. Provides tools to search shows, list episodes, quote and confirm purchases, and read transcripts.

An intelligent movie and TV series resource search tool based on Model Context Protocol (MCP), supporting multi-source search and link verification.

Enables AI tools to access YouTube content, including transcript extraction, video/channel info, and search.

Provides music events, concerts, music festivals, nightclubs and other events information.

Provide access to Iconify's MCP server with over 200,000 open-source vector ICONS, supporting icon set browsing, searching, and obtaining multi-framework usage examples.

Enables controlling a Lyrion Music Server through MCP tools for playback control, library search, and queue management.

Enables AI models to search, retrieve, and utilize GIFs from Giphy with features like content filtering, multiple search methods, and comprehensive metadata.

Enables searching YouTube videos via SerpAPI, returning video details such as title, link, channel, views, duration, and publish date.

Smart Search MCP is an intelligent search toolkit focused on the technology field, providing 14 enhanced search tools covering mainstream international and domestic technology platforms. It has functions such as intelligent URL generation, input verification, and advanced search techniques, making i

A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.

A model context protocol server that provides Berlin administrative service data, allowing AI assistants to search and retrieve over 1000 public service information provided by Berlin authorities.

A MCP server that supports AI assistants to read and analyze PDF files, providing functions such as PDF metadata extraction, page range reading, and keyword search

Enables users to search for events, performers, and venues through the SeatGeek API. Provides event recommendations, detailed venue seating information, and performer discovery capabilities for ticketed entertainment events.

Connects Claude with Spotify, enabling playback control, search functionality, and queue management through Spotify's API.

Enables interaction with qBittorrent through its Web API to search for torrents using search plugins and manage downloads. Supports torrent searching, downloading via URLs/magnet links, and torrent management operations like pause, resume, and delete.

Enables AI assistants to search, browse, and manage your Pocket Casts podcast library.

Hugeicons MCP Server is a TypeScript based server that provides integrated tools and resources for the Hugeicons icon library, supporting icon search, retrieval, and usage guides for multiple platforms.

Enables AI assistants to search and retrieve YouTube videos, channels, playlists, and transcripts through the Model Context Protocol.

A model Context Protocol (MCP) server that provides comprehensive OECD statistics through the SDMX API, supporting AI assistants and chatbots to query OECD datasets in areas such as economy, health, education, and environment.