Skip to content
Back to skills

Monica Memory Manager

ASecurity

三级记忆管理系统 (Three-Tier Memory Management)。用于管理 AI 代理的短期、中期、长期记忆。包括:(1) 滑动窗口式短期记忆,(2) 自动摘要生成中期记忆,(3) 向量检索长期记忆 (RAG)。当需要管理对话历史、优化上下文、构建个人知识库、或实现记忆持久化时使用此 Skill。

  • 2 stars
  • 0 votes
  • 0 copies
  • 0 views
  • Added November 11, 2026
ai-agentspythonbashbackend

Security analysis

A100/100

Pro scans all 4 files and shows the line behind each finding

Scanned November 11, 2026

npx -y skills add johnalbertini14-glitch/openclaw-skills --skill monica-memory-manager --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Monica Memory Manager?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Monica Memory Manager
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/johnalbertini14-glitch-monica-memory-manager/badge)](https://www.skillsdirectory.com/skills/johnalbertini14-glitch-monica-memory-manager)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
name: memory-manager
description: 三级记忆管理系统 (Three-Tier Memory Management)。用于管理 AI 代理的短期、中期、长期记忆。包括:(1) 滑动窗口式短期记忆,(2) 自动摘要生成中期记忆,(3) 向量检索长期记忆 (RAG)。当需要管理对话历史、优化上下文、构建个人知识库、或实现记忆持久化时使用此 Skill。
---

# Memory Manager Skill

管理 AI 代理的三级记忆系统:短期(滑动窗口)、中期(自动摘要)、长期(向量检索)。

## 快速开始

```bash
# 初始化记忆系统
python3 scripts/memory_manager.py init

# 添加短期记忆
python3 scripts/memory_manager.py add --type short --content "用户喜欢黑色"

# 查询记忆
python3 scripts/memory_manager.py search "用户的偏好"
```

## 架构概览

| 层级 | 存储位置 | 触发条件 | 用途 |
|------|----------|----------|------|
| 短期 | `memory/sliding-window.json` | 实时 | 保持当前对话连贯 |
| 中期 | `memory/summaries/` | Token 阈值 | 压缩历史,保留大意 |
| 长期 | `memory/vector-store/` | 语义检索 | 永久记忆,RAG |

## 核心功能

### 1. 短期记忆:滑动窗口

- 配置:`config/window_size`(默认 10 条)
- 逻辑:FIFO 队列,超出则丢弃最旧消息
- 文件:`memory/sliding-window.json`

### 2. 中期记忆:自动摘要

- 触发:当前 token > `config/summary_threshold`(默认 4000)
- 模型:使用廉价模型(如 GPT-3.5-Haiku)
- 输出:`memory/summaries/YYYY-MM-DD.json`

### 3. 长期记忆:向量检索

- 后端:ChromaDB(本地向量库)
- 存:对话结束/摘要生成后自动向量化存储
- 取:每次查询前先检索相关记忆

## 配置文件

创建 `memory/config.yaml`:

```yaml
memory:
  short_term:
    enabled: true
    window_size: 10
    max_tokens: 2000

  medium_term:
    enabled: true
    summary_threshold: 4000
    summary_model: "glm-4-flash"  # 或 gpt-3.5-turbo

  long_term:
    enabled: true
    backend: "chromadb"
    top_k: 3
    min_relevance: 0.7
```

## 使用场景

- **新对话开始**:先 `search` 长期记忆,注入相关上下文
- **对话中**:自动管理短期/中期记忆,超阈值自动摘要
- **对话结束**:将重要信息存入长期记忆

## 详细用法

See [REFERENCES.md](references/references.md) for complete command reference.

Files in this skill

  • SKILL.md2.3 KB
  • _meta.json300 B
  • references/references.md2.5 KB
  • scripts/memory_manager.py12.8 KB

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

View all in ai-agents →

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.