prompt-enhance

Installation
SKILL.md

[IMPORTANT] Use TaskCreate to break ALL work into small tasks BEFORE starting.

Quick Summary

Goal: Refactor any markdown prompt file (skill, doc, protocol, agent definition) to follow AI attention anchoring best practices — ensuring AI actually reads and follows all instructions.

Workflow:

  1. Read — Read the target file completely
  2. Analyze — Identify READ references, missing summaries, weak top/bottom anchoring
  3. Refactor — Apply the 3 transformations below
  4. Verify — Check formatting, no content loss, correct structure

Key Rules:

  • AI attention is strongest at TOP and BOTTOM of prompt, weakest in middle (Stanford "lost-in-the-middle" research)
  • Every READ instruction MUST ATTENTION include an inline summary of the referenced file's key rules
  • Top section = concise summary + key rules. Bottom section = closing reminders echoing top rules
  • Middle section = detailed steps. Accept intentional duplication between top and bottom
Related skills
Installs
3
GitHub Stars
6
First Seen
Apr 10, 2026