A
license-
qualityD
maintenanceEnhances and cleans raw prompts using AI to make them more clear, actionable, and effective. Provides quality assessment, suggestions, and supports both general and code-specific optimization modes.
1
MIT
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"Understanding Prompts or Prompt Engineering" matching MCP servers:
- Alicense-qualityAmaintenanceThis MCP server compacts prompts to save on token usage.MIT
- AlicenseAqualityAmaintenanceA 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.72MIT
- AlicenseAqualityBmaintenancetooltrim reduces the tokens agents spend re-reading bloated tool results. Run it as an MCP server exposing compress and expand_tool_output, or as a gateway in front of any upstream MCP server: it re-exposes the upstream tools unchanged and shrinks each result (HTML/JSON/logs/tables) before it reaches the model, keeping the relevant content only.22MIT
humanpen-mcpofficial
AlicenseAqualityAmaintenanceMCP server for HumanPen that lets AI agents work on real documents (.docx, .pptx, .pdf) — humanizing content to lower AI-detection scores, converting citations, condensing, and translating while preserving formatting, tables, images, and citations.82081Apache 2.0- AlicenseAqualityCmaintenanceAn MCP server providing secure calculation, knowledge base search, and text statistics tools, along with resources and prompts for enterprise agent integration.3MIT
- AlicenseAqualityDmaintenanceFetches, parses, and summarizes ETSI telecommunications and media standards documents, enabling Claude to autonomously look up and ingest standards mid-conversation for answering questions, generating conformant code, or writing XML.6MIT
- AlicenseAqualityAmaintenanceA single MCP server that merges three context-engineering ideas into one toolset for AI agents781MIT
- AlicenseAqualityCmaintenanceAn MCP server that exposes tools to query Erick Wendel's talks, blog posts, and videos, supporting filters and pagination, plus prompts and resources for content discovery and summarization.424MIT
- AlicenseAqualityAmaintenanceMCP server that converts video links into AI-generated Markdown notes, with tools for task management, transcription engines, and LLM providers.227MIT
- FlicenseAqualityDmaintenanceEnables fetching and analyzing YouTube video comments and replies through the YouTube Data API. Supports sorting by relevance or time and returns structured JSON data for comment analysis, summarization, and translation tasks.1
- AlicenseAqualityBmaintenanceAnalyzes YouTube videos using Google's Gemini API, allowing users to get summaries or ask questions about video content via direct URL input.5202MIT
- FlicenseAqualityCmaintenanceLocal MCP server that enables delegating low-risk tasks like summarization or code patches to a low-cost model, with the main agent reviewing results.2
- AlicenseAqualityBmaintenanceA privacy-first, zero-cost AI assistant that lets you chat with your documents locally via CLI or web app, supporting search, summarization, and Q&A using your own model.7MIT
- FlicenseAqualityBmaintenanceConverts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) using LLM to generate content and Puppeteer for rendering.3
- FlicenseAqualityCmaintenanceEnables AI agents to fetch, search, and summarize YouTube video transcripts via tools, resources, and prompts.3
- AlicenseAqualityDmaintenanceEnables counting characters or bytes in text with options to include or exclude whitespace. Provides a simple tool for text analysis and length measurement.1MIT
- AlicenseAqualityCmaintenanceThis TypeScript-based server implements a simple notes system using MCP concepts, enabling users to create, list, and summarize text notes through natural language prompts.31,655295MIT
LibraLM MCP Serverofficial
AlicenseAqualityDmaintenanceAccess 50+ AI-generated book summaries and chapter breakdowns directly in Claude Desktop. Search books by title, author, or ISBN, and get instant access to key insights from business, self-help, and educational books.51MIT- FlicenseAqualityDmaintenanceEnables complex queries over data on the DANDI Archive and provides a system for managing text notes. It features tools for note creation, resources for note access via custom URIs, and prompts for generating summaries.7