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prompt-lookup

Search, retrieve, and enhance AI prompts via the prompts.chat MCP server.

2|Updated Feb 12, 2026
Search Tags:#templates#refinement#search#discovery#AI#prompts
One-click install
npx skills add https://github.com/MICHAEL-BODO/MigrationBox-v4 --skill prompt-lookup-michael-bodo
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-lookup
Source: https://github.com/MICHAEL-BODO/MigrationBox-v4/tree/main/.agent/temp_skills/prompt-lookup-new
Command: npx skills add https://github.com/MICHAEL-BODO/MigrationBox-v4 --skill prompt-lookup-michael-bodo

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps users find, retrieve, and improve AI prompts, streamlining the process of leveraging AI for various tasks.

Core Features & Use Cases

  • Prompt Discovery: Search a library of prompts based on keywords, type, or category.
  • Prompt Retrieval: Get the exact text of a specific prompt using its ID.
  • Prompt Enhancement: Use AI to improve existing prompts for better results.
  • Use Case: A user needs a prompt for generating marketing copy. They can use this Skill to search for relevant prompts, select the best one, and even refine it further for their specific campaign needs.

Quick Start

Use the prompt-lookup skill to search for prompts related to writing blog posts.

Frequently Asked Questions about prompt-lookup

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find and refine AI prompts for text or image generation?▼

You can discover and refine AI prompts by searching a prompt library using keywords, categories, or types, then applying AI-driven enhancement to the retrieved text for better generation results.

How do I retrieve a specific prompt template from a library?▼

To retrieve a specific prompt template, you can query the prompt library using its unique ID to get the exact prompt text needed for your text, image, video, or sound generation tasks.

What is the best way to improve an existing AI prompt for marketing copy?▼

The best way to improve an existing AI prompt is to use prompt enhancement features that apply AI to refine your text, ensuring it yields better results for specific campaigns and generation tasks.

Do I need an MCP server connection to search prompt libraries?▼

Yes, you need interaction with the prompts.chat MCP server because all prompt discovery, retrieval, and enhancement operations require this connection to access the prompt templates.

Can I use prompt refinement for video and sound generation tasks?▼

Yes, prompt refinement supports text, image, video, and sound generation, allowing you to search relevant templates and improve prompt quality across multiple media types.

What are the limitations of using an MCP server for prompt discovery?▼

The primary limitation is that all prompt discovery, retrieval, and enhancement operations strictly depend on the prompts.chat MCP server connection, meaning the Skill cannot function offline.

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