Back to browse
GitHub Repository

Stop repeating yourself to AI. Save what worked. Reuse it forever.

8 stars

I built a way for AI to remember how you like things done

by unfavalen·Mar 31, 2026·1 point·0 comments

AI Analysis

MidCozyNiche Gem

Repo-local JSON beats SaaS prompt managers, but it's still just templates.

Strengths
  • Agent-agnostic design works with Cursor, Claude, ChatGPT without vendor lock-in.
  • Stores intent, constraints, and failure traps—not just prompt text.
  • Zero runtime dependency, lives in your repo alongside code.
Weaknesses
  • No enforcement mechanism—agents must voluntarily read and apply the AEP files.
  • Prompt management tools like Promptfoo already handle versioned prompt templates.
Target Audience

Developers using AI coding assistants like Cursor, Claude, ChatGPT

Similar To

Promptfoo · Cursor Rules · LangChain Prompt Templates

Post Description

I kept running into the same issue with AI: every conversation starts from zero, even when I already solved the same problem before. I still had to repeat constraints, preferences, and workflow every time. So I built AEP (Agent Experience Protocol), a simple way to save successful AI workflows such as intent, constraints, preferences, steps, failure traps, and success checks, and reuse them later so future tasks start aligned instead of from scratch. It lives as repo-local JSON in .agent/aep/, is agent-agnostic, and works more like “Git for how you work with AI” than prompts or memory. Curious if others are hitting the same problem and whether something like this would be useful in tools like Cursor, ChatGPT, or Claude.

Similar Projects

Developer Tools●●Solid

J-RAY – A privacy-first JSON visualizer with two-way binding

Turning nested JSON into a live node graph with bidirectional edits actually pays off — double‑click a node to change a value and the raw JSON updates instantly (and vice versa). It’s entirely client‑side for privacy, generates TypeScript interfaces on the fly, and is MIT‑licensed; next steps should focus on UX and performance for massive payloads and clearer import/export flows.

WizardrySolve My Problem
MauryWebDev
203mo ago