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PROJECT WORKSHEET

Focus.AI Labs Workshop Series

UNCLASSIFIED
Est. Time
10 min
Published
March 19, 2025

Make it easy to load and update your prompt library

What You'll Build

Never lose track of your valuable AI prompts again with this elegant solution for maintaining a personal prompt library. The system provides simple commands to list, load, and save prompts, making it effortless to reuse and iterate on your most effective conversation starters.

Make it easy to load and update your prompt library

My prompt library can act as a MCP server, so I can tell cursor to do things like:

install the enhanced memory bank prompt into .cursor/rules/memory-bank.mdc and run it

Inside of .cursor/mcp.json I have the run-prompt command set up as a MCP server, like this

{
  "mcpServers": {
    "prompt-library": {
      "command": "uv",
      "args": ["run", "/Users/wschenk/prompt-library/run-prompt", "mcp"],
      "cwd": "/Users/wschenk/prompt-library"
    }
  }
}

And that exposes a couple of tools

  • list-prompts - outputs the name of all the prompts available
  • load-prompt - returns the prompt
  • save-prompt - saves a new prompt

I can say something like write a markdown prompt that helps evaluate different libraries and save the prompt

Later I can say something like load the library evaluation prompt, which typescript testing library should i use

Or in cursor, you could say load up the visual metafor prompt and ask it about @load-and-save-your-prompts.md

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