prompt-lookup

Search, retrieve, and improve AI prompts via prompts.chat APIs.

Updated Nov 3, 2025

Search Tags:#templates #search #prompt #improve #retrieve #prompts.chat #ai-prompts

Ready to run

npx skills add https://github.com/ablassejr/dotfiles --skill prompt-lookup-ablassejr

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: prompt-lookup
Source: https://github.com/ablassejr/dotfiles/tree/main/dot_claude/skills/private_prompt-lookup
Command: npx skills add https://github.com/ablassejr/dotfiles --skill prompt-lookup-ablassejr

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Discovering, evaluating, and refining AI prompts is time-consuming. This Skill centralizes access to prompts, templates, and prompt libraries via prompts.chat to streamline discovery and reuse.

Core Features & Use Cases

Discover and search for prompts by keyword, category, or tag.
Retrieve specific prompts by ID and view metadata (title, author, category, link).
Improve prompts by applying AI-driven enhancements to clarity and effectiveness.

Quick Start

Ask me to search prompts by keyword, get a prompt by ID, or improve a provided prompt.

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?▼

Retrieve a specific AI prompt template by providing its unique ID. The fetch process accesses the get_prompt API to return the full prompt content along with metadata like author, category, and source link.

Can I improve an existing AI prompt to make it more effective?▼

Refine an existing AI prompt by applying AI-driven enhancements to increase clarity and effectiveness. The improve_prompt process takes your provided text and returns an optimized template with better structure and instructions.

What is the best way to discover and reuse prompt templates from a centralized library?▼

Discover reusable prompt templates by searching the prompts.chat library across multiple categories and authors. This centralizes access to prompt structures and streamlines the evaluation and reuse process for AI interactions.

Do I need API access to retrieve and refine prompts on demand?▼

You need access to the search_prompts, get_prompt, and improve_prompt APIs to retrieve and refine prompts on demand. These endpoints handle the discovery, retrieval, and enhancement of prompt templates.

What metadata is returned when I fetch an AI prompt template?▼

Fetching an AI prompt template returns metadata that includes the title, description, author, category, tags, and a direct link. This information helps you evaluate the prompt's relevance and source origin.

When should I not use a centralized prompt search tool?▼

Avoid using a centralized prompt search tool when you need highly proprietary or custom prompts not published in public libraries. This tool retrieves templates from prompts.chat, which focuses on shared, community-driven content.