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"Methods to Improve or Enhance a Prompt" matching MCP servers:

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    Mercury Spec Ops MCP Server is a dynamic prompt generation and template assembly tool based on a modular architecture. It is suitable for the interaction between AI assistants and professional content, and supports the dynamic generation of 31 technology stacks, 10 analysis dimensions and 34 templat
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    Apache 2.0
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    A lightweight MCP server for reading public YouTube data, offering tools to fetch video transcripts, playlist contents, and video metadata without requiring an API key.
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    MIT
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    Generates creative illustration prompts featuring characters from the Love Live! franchise (μ's, Aqours, Nijigasaki, Liella!, Hasunosora, and Ikizurai) with randomized settings including characters, locations, times, actions, and items.
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    A small MCP server that gives agents rich context about a YouTube video — its transcript, jump-to-the-moment deep links, metadata, and most-replayed moments — so they can answer questions, summarize, pull quotes, or surface highlights.
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    MIT
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    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.
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    MCP server for reading YouTube subtitles without authentication or external binaries, using YouTube's internal get_panel endpoint to avoid rate limits and fetch full subtitles in a single request.
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    MIT
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    A local stdio MCP server that gives Claude (or any MCP client) full programmatic control over a single YouTube channel, including video upload, channel management, comments, analytics, and more.
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    MIT
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    A MCP server that implements sequential thinking protocols, provides structured problem-solving methods, decomposes complex problems into manageable steps, and supports iterative optimization and alternative reasoning paths.
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    Apache 2.0
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    Turns a YouTube channel into a webhook that delivers signed HTTP POST notifications ~8 seconds after a new video is published, without polling or YouTube API quota.
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    MIT
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    A lightweight MCP server that allows querying and searching for Douyu live streaming room information by room ID or keywords, returning results in Markdown format.
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    MIT
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    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.
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    MIT
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    Enables AI models to search, retrieve, and utilize GIFs from Giphy with features like content filtering, multiple search methods, and comprehensive metadata.
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    MIT
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    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.
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    Apache 2.0