"Information or resources related to 'Prompt'" matching MCP servers:

• prompt-to-asset

  MohamedAbdallah-14

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  license

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  maintenance

  Routes one brief to the right image model across 60+ (gpt-image-1.5, Ideogram 3, Recraft V4, Flux), validates the output, and fans out to iOS/Android/PWA/favicon/visionOS/Flutter bundles. Works without an API key via Pollinations, HF Inference, Stable Horde, or host-LLM inline SVG.

  Last updated 2026-05-08

  2

  24

  4

• Robot Resources Scraper

  robot-resources

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  license

  B

  quality

  F

  maintenance

  Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

  Last updated 2026-04-28

  2

  63

  1

  MIT
• 

  Robot Resources Routerofficial

  robot-resources

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  license

  -

  quality

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  maintenance

  LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.

  Last updated 2026-04-28

  70

  1

  MIT

• Refine Prompt

  FelippeFarias

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  license

  A

  quality

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  maintenance

  An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.

  Last updated 2025-04-03

  1

  3

  MIT

• Just Prompt

  disler

  F

  license

  B

  quality

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  maintenance

  A lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.

  Last updated 2025-08-10

  6

  726

• AWS Resources MCP Server

  baryhuang

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  license

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  quality

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  maintenance

  A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.

  Last updated 2025-08-13

  1

  24

  MIT

• dev-prompt-mcp

  sayll

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  An MCP server that registers customizable prompt templates as tools for natural language interaction. It supports hot-reloading and easy extension via YAML or JSON files to automate tasks like code review, refactoring, and content summarization.

  Last updated 2025-12-16

  2

  3

  MIT

• Prompt Ops MCP

  heyjustinai

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  license

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  maintenance

  Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.

  Last updated 2025-07-06

  1

  7

  4

  MIT

• MCP Prompt Optimizer

  grandinh

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  Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

  Last updated 2025-11-09

  1

  MIT

• prompt-new-mcp

  seungwonme

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  A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.

  Last updated 2025-07-25

  2

  0

  1

  MIT

• Prompt Auto-Optimizer MCP

  sloth-wq

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  license

  B

  quality

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  maintenance

  An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.

  Last updated 2025-08-03

  12

  3

  MIT

• Prompt Cleaner MCP Server

  dacebt

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  license

  C

  quality

  C

  maintenance

  Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.

  Last updated 2025-10-16

  4

  1

  MIT

• RT-Prompt-MCP

  yuyao1999

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  license

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  quality

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  maintenance

  A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.

  Last updated 2025-06-10

  6

  1

  1

  MIT

• vibe-prompt-mcp

  saurabhjambure-pixel

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  license

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  quality

  B

  maintenance

  Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.

  Last updated 2026-04-03

  2

  6

  MIT

• MCP Prompt Server

  gdli6177

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  license

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  quality

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  maintenance

  A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.

  Last updated 2025-07-30

  10

  0

  244

  MIT

• Amazon Q Custom Prompt MCP

  fiet-kyo

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  license

  -

  quality

  C

  maintenance

  Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.

  Last updated 2025-08-06

  8

  MIT

• llm-prompt-optimizer

  Divyesh-freelance

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  license

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  quality

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  maintenance

  A deterministic prompt optimization middleware for AI coding agents that preserves intent, compresses context, and detects drift, available as an MCP server with tools for optimize_prompt, classify_prompt, and more.

  Last updated 2026-04-28

• mcp-prompt-engine

  vasayxtx

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  license

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  maintenance

  MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.

  Last updated 2026-03-30

  17

  MIT

• MCP Prompt Manager

  CarlLee1983

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  Git-driven MCP server that manages and provides prompt templates with Handlebars support, enabling teams to collaborate on and version-control reusable, dynamic prompts across AI editors like Cursor and Claude Desktop.

  Last updated 2026-03-02

  ISC

• Prompt Store MCP

  mhoshdev

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  license

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  maintenance

  A local-only MCP server that uses SQLite to store, search, and manage a personal library of AI prompts. It enables developers to organize and reuse prompts across multiple AI clients like Claude and Cursor while keeping all data on their local machine.

  Last updated 2026-02-20

  6

  1

  MIT