# Agent Memories

Agent Memories is a public-facing concept for turning repeated AI operating lessons into reusable notes and templates.

This public repository only explains the lightweight idea and publishes tool-layer resources. It does not contain the MIRAI Memory engine, working memory MCPs, private company memory, internal product specifications, customer records, credentials, or implementation details.

## Naming

- Service: Agent Memories
- Private engine / memory concept: MIRAI Memory
- Public tool layer: non-memory skills, templates, and AI operations helper MCP tools

Japanese:

- サービス名: エージェントメモリーズ
- 非公開エンジン名 / 記憶コンセプト: MIRAI Memory
- 公開道具レイヤー: 非記憶系skill、テンプレート、AI運用補助MCPツール

## Public Boundary

MIRAI Memory is the private engine behind the service concept. It is not
open-sourced in this repository.

Working memory MCP servers are also private and must not be published here.

Public resources in this repository are limited to the surrounding support-tool
layer:

- free AI operations templates
- public Agent Memories guidance
- starter MCP tools
- non-memory skills and helper tools

## Core Idea

AI tools become more useful when repeated operating context is saved in a reusable form.

Examples:

- what should be checked before AI output is used
- what should not be sent to AI as raw text
- which expressions or responses were rejected before
- which review points should be reused next time
- which customer data should be anonymized
- which FAQ candidates need human review

Agent Memories turns these lessons into practical templates for safer AI operations. MIRAI Memory is the private engine and memory concept behind that service name; this repository only publishes surrounding templates and non-memory support tools.

## Public Examples

Public Agent Memories can include:

- prompt safety checklists
- AI output review checklists
- FAQ candidate review notes
- anonymized customer data examples
- AI-safe CRM note templates
- pre-AI intake questions
- human review gate templates

## What Should Not Be Public

Do not put the following in this public repository:

- private customer records
- company-specific operating manuals
- credentials, keys, tokens, or cookies
- internal product specifications
- unpublished strategy documents
- sensitive approval rules
- personal or confidential context

## Current Entry Points

Free AI operations templates:

https://miraigent.com/en/free-ai-operations-templates.html

MIRAI Memory public introduction page:

https://miraigent.com/en/mirai-memory-mcp.html

Free diagnosis:

https://miraigent.com/en/diagnosis.html

Related article:

https://note.com/miraigent/n/n346475238d34

## Japanese

Agent Memoriesは、AI運用で繰り返し使う「確認ポイント」「避けるべきこと」「安全な扱い方」を、再利用できるメモやテンプレートとして整理する考え方です。

公開repoには、無料テンプレートと軽い紹介だけを置きます。

MIRAI Memoryのエンジン本体、記憶MCP、深い商品仕様、内部運用、顧客情報、非公開の判断基準はprivate側で管理します。