PastChats Memory includes a reusable skill:

• skills/prompt-memory-recall/SKILL.md

Goal

Force a memory lookup before implementation starts.

What this is (plain English)

• The “skill” is instructions for your agent to run recall before it starts coding.
• It does not automatically log chats.
• It makes “check memory first” the default behavior.

Simple pattern

1. Receive new task
2. Generate short recall query
3. Run recall command
4. Inject top lessons into planning context
5. Start coding

Script helper

skills/prompt-memory-recall/scripts/pre_task_recall.sh "idempotent retries node"

Minimal injected context format

Memory lessons:
1) Use idempotency keys at write boundary (source: ...)
2) Avoid blind retries on 4xx (source: ...)
3) Add bounded exponential backoff (source: ...)

Keep it short. Use memory to guide, not to overfit.