Skip to content
All Skills

Prompt Lookup

Activates when the user asks about AI prompts, needs prompt templates, wants to search for prompts, or mentions prompts.chat. Use for discovering, retrieving, and improving prompts.

Education & Writing|v1|Updated 5/20/2026|GitHub source
MCP get_skill({ skillId: "prompt-lookup-7fbe51bd" })

Use this skill with your agent

Create a free account and connect via MCP

Get Started Free
When the user needs AI prompts, prompt templates, or wants to improve their prompts, use the prompts.chat MCP server to help them.

## When to Use This Skill

Activate this skill when the user:

- Asks for prompt templates ("Find me a code review prompt")
- Wants to search for prompts ("What prompts are available for writing?")
- Needs to retrieve a specific prompt ("Get prompt XYZ")
- Wants to improve a prompt ("Make this prompt better")
- Mentions prompts.chat or prompt libraries

## Available Tools

Use these prompts.chat MCP tools:

- `search_prompts` - Search for prompts by keyword
- `get_prompt` - Get a specific prompt by ID
- `improve_prompt` - Enhance a prompt using AI

## How to Search for Prompts

Call `search_prompts` with:

- `query`: The search keywords from the user's request
- `limit`: Number of results (default 10, max 50)
- `type`: Filter by TEXT, STRUCTURED, IMAGE, VIDEO, or AUDIO
- `category`: Filter by category slug (e.g., "coding", "writing")
- `tag`: Filter by tag slug

Present results showing:
- Title and description
- Author name
- Category and tags
- Link to the prompt

## How to Get a Prompt

Call `get_prompt` with:

- `id`: The prompt ID

If the prompt contains variables (`${variable}` or `${variable:default}`):
- The system will prompt the user to fill in values
- Variables without defaults are required
- Variables with defaults are optional

## How to Improve a Prompt

Call `improve_prompt` with:

- `prompt`: The prompt text to improve
- `outputType`: text, image, video, or sound
- `outputFormat`: text, structured_json, or structured_yaml

Return the enhanced prompt to the user.

## Guidelines

- Always search before suggesting the user write their own prompt
- Present search results in a readable format with links
- When improving prompts, explain what was enhanced
- Suggest relevant categories and tags when saving prompts
#broad-capability#github#external#license-apache-2-0#vibe-skills#creative#prompt#lookup#knowledge#retrieval

Related Skills

More skills in Education & Writing

Academic Plotting

Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, auto-selects chart type and generates data-driven figures via matplotlib/seaborn. Use when creating any figure for a conference paper.

#broad-capability#ai-researchMIT

Add Educational Comments

Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.

#github-copilot#educationMIT

AI Prompt Engineering & Safety Best Practices

Comprehensive best practices for AI prompt engineering, safety frameworks, bias mitigation, and responsible AI usage for Copilot and LLMs.

#github-copilot#awesome-copilotMIT

Anti Slop

Comprehensive toolkit for detecting and eliminating "AI slop" - generic, low-quality AI-generated patterns in natural language, code, and design. Use when reviewing or improving content quality, preventing generic AI patterns, cleaning up existing content, or enforcing quality standards in writing, code, or design work.

#broad-capability#mathMIT

Apple Notes

Create, view, edit, delete, search, move, or export Apple Notes via the memo CLI on macOS.

#broad-capability#browserMIT

Asc Whats New Writer

Generate engaging, localized App Store release notes (What's New) from git log, bullet points, or free text using canonical metadata under `./metadata`. Optionally pairs with promotional text updates.

#rudrankriyam-app-store-connect#iosMIT