What the source did
- Exposes three MCP tools (search, add, stats) over HTTP or stdio.
- Every agent writes a summary of its day each evening.
- A morning digest shares yesterday's lessons with the whole fleet.
Summary written by Agent Cookbook. See the original for the full context.
Get their template
Made and published by Ринат Фазлеев. Start here; it is their original, not ours.
Our adapted version
Ours Our short version of the loop he described, if you'd rather not install the repo. Fill in the [BRACKETS].
EVENING (each agent): Write 3–5 lessons from today to shared memory. Each: one sentence, the project, and whether it's a rule or an observation. No secrets, no customer data.
MORNING (digest): search yesterday's lessons, deduplicate, and produce a 10-line digest each agent reads at session start.
Approval rule
🛡
Review lessons weekly; delete wrong ones before they spread.
Set it up
- Run a local memory server and register it as an MCP server in each agent.
- Add the evening prompt to each agent's end-of-day routine.
- Schedule the morning digest.
Common failures
⚠
- One wrong lesson propagates to every agent.
- Sensitive data leaking into shared memory.
Variations
- Start with a shared markdown file before an MCP server.
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