prompt-lookup
This tool searches and retrieves AI prompts from repositories to improve the clarity and structure of specific outputs.
Install
mkdir -p .claude/skills/prompt-lookup && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/550" && unzip -o skill.zip -d .claude/skills/prompt-lookup && rm skill.zipInstalls to .claude/skills/prompt-lookup
Activation
This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.
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.Key capabilities
- →Search for prompts by keyword
- →Retrieve a specific prompt by ID
- →Enhance a prompt using AI
- →Filter prompt searches by type, category, or tag
- →Present prompt search results with title, description, author, category, tags, and link
- →Prompt users to fill in variable values for retrieved prompts
How it works
This skill uses the prompts.chat MCP server to search for, retrieve, and improve AI prompts based on user requests. It can filter searches and handle prompt variables.
Inputs & outputs
When to use prompt-lookup
- →Find code review prompts
- →Search for writing prompts
- →Improve an existing prompt
- →Get prompt templates
About this skill
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 keywordget_prompt- Get a specific prompt by IDimprove_prompt- Enhance a prompt using AI
How to Search for Prompts
Call search_prompts with:
query: The search keywords from the user's requestlimit: Number of results (default 10, max 50)type: Filter by TEXT, STRUCTURED, IMAGE, VIDEO, or AUDIOcategory: 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 improveoutputType: text, image, video, or soundoutputFormat: 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
How it compares
This skill automates prompt discovery and refinement through a dedicated server, unlike manually searching various platforms or crafting prompts from scratch.
Compared to similar skills
prompt-lookup side by side with the closest alternatives in the catalog.
| Skill | Installs | Updated | Safety | Difficulty |
|---|---|---|---|---|
| prompt-lookup (this skill) | 7 | 6mo | No flags | Beginner |
| thought-based-reasoning | 1 | 4mo | No flags | Advanced |
| profile-me | 0 | 1mo | Review | Beginner |
| context-engineering-advisor | 0 | 3mo | No flags | Advanced |
Try saying
Example prompts that trigger this skill in your AI assistant.
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