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prompt-lookup

Search, retrieve, and improve AI prompt templates via the prompts.chat MCP server.

1|Updated Feb 7, 2026
Search Tags:#templates#search#AI#retrieval#improvement#prompts
One-click install
npx skills add https://github.com/sangrokjung/claude-code-config-public --skill prompt-lookup-sangrokjung
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-lookup
Source: https://github.com/sangrokjung/claude-code-config-public/tree/main/skills/prompt-lookup
Command: npx skills add https://github.com/sangrokjung/claude-code-config-public --skill prompt-lookup-sangrokjung

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps users find, access, and enhance AI prompt templates, streamlining the process of utilizing and refining AI interactions.

Core Features & Use Cases

  • Prompt Discovery: Search a library of prompts based on keywords, types, categories, and tags.
  • Prompt Retrieval: Get specific prompt details using a unique ID.
  • Prompt Improvement: Utilize AI to refine existing prompts for better output.
  • Use Case: A user needs a prompt for generating marketing copy. They can use this Skill to search for "marketing copy" prompts, retrieve the best one, and then ask the Skill to improve it for a specific tone.

Quick Start

Search for prompts related to code review.

Frequently Asked Questions about prompt-lookup

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

FAQPage Schema
How do I search for AI prompt templates by keyword or category?▼

You can search for AI prompt templates by using a discovery tool that filters library content based on keywords, types, categories, and tags to find matching prompts.

Can I retrieve a specific AI prompt using its unique ID?▼

Yes, you can retrieve specific AI prompts by providing their unique ID, allowing the system to fetch exact prompt details directly from the library for deterministic task execution.

What is the best way to improve the quality of an existing AI prompt?▼

To improve an existing AI prompt, you can use a specialized enhancement tool that analyzes your text and refines the prompt instructions to generate better AI output quality.

Does this prompt retrieval tool integrate with external MCP servers?▼

Yes, this prompt retrieval tool integrates with the prompts.chat MCP server, utilizing tools like search_prompts, get_prompt, and improve_prompt for deterministic task execution.

How do I find and refine prompts for generating specific content like marketing copy?▼

You can search the prompt library for content tags like marketing copy, retrieve the best matching template, and then apply an AI improvement step to adjust the specific tone.

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