prompt-lookup

Searches, retrieves and improves prompts via the MCP-based service.

2|2|Updated Jan 27, 2026
One-click install
npx skills add https://github.com/bl1nk-bot/agent-library --skill prompt-lookup-bl1nk-bot
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-lookup
Source: https://github.com/bl1nk-bot/agent-library/tree/main/plugins/claude/prompts.chat/skills/prompt-lookup
Command: npx skills add https://github.com/bl1nk-bot/agent-library --skill prompt-lookup-bl1nk-bot

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps users discover, retrieve, and improve AI prompts by leveraging the prompts.chat MCP server. It centralizes prompt access so teams can quickly locate templates, fetch exact prompts by ID, and optimize wording for better results.

Core Features & Use Cases

  • Discover and search prompts: Use search_prompts to find prompts by keyword, category, or tags.
  • Retrieve prompts by ID: Use get_prompt to fetch a specific prompt and review its details.
  • Improve prompts: Use improve_prompt to enhance a given prompt and improve its effectiveness.
  • Use Case: Example: you need a code-review prompt; search, select, and improve it for your workflow.

Quick Start

Use the prompt-lookup skill to search prompts by keyword using search_prompts. Retrieve a prompt by ID with get_prompt, then improve it with improve_prompt if needed.

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 prompt templates by keyword or category?

You can search for prompt templates by keyword, category, or tags using the search_prompts tool. This queries the prompts.chat MCP server to retrieve matching prompt templates instantly.

How do I retrieve a specific prompt template by its ID?

To retrieve a specific prompt by ID, use the get_prompt tool against the prompts.chat MCP server. This fetches the exact prompt template details needed for your workflow.

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

You can improve an existing prompt using the improve_prompt tool. It enhances the wording of your prompt template to optimize its effectiveness for AI model responses.

Do I need any local dependencies to use the prompts.chat MCP server?

No local dependencies are required to use the prompts.chat MCP server. You only need access to the MCP server itself to search, retrieve, and improve prompt templates.

What is the best way to find and optimize a code-review prompt template?

The best way is to search for a code-review prompt using search_prompts, fetch the exact template by ID with get_prompt, and then refine its wording using the improve_prompt tool.

Does prompt-lookup work without installing extra components?

Yes, prompt-lookup works without extra components or installations. It directly connects to the prompts.chat MCP server to handle prompt discovery, retrieval, and improvement.