nano-banana-pro-prompts-recommend-skill
AI skill for OpenClaw & Claude Code — recommend from 10000+ Nano Banana Pro (Gemini) image prompts. Smart search by use case, content remix, sample images.
Intelligent memory management for agents with short/long-term memory layering, semantic search, auto summarization, RAG enhancement
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
SkillHub CLI
skillhub install ayalili/smart-memory-managerInspect the source and compatibility requirements, then follow its installation steps.
Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.
| 参数 | 类型 | 必填 | 说明 |
|---|---|---|---|
| action | string | 是 | 操作类型:add/search/summarize/clear/list/load/save |
| content | string | 否 | add操作必填,记忆内容 |
| type | string | 否 | add操作可选,记忆类型:short-term/long-term/important,默认short-term |
| query | string | 否 | search操作必填,搜索关键词 |
| limit | number | 否 | search/list操作可选,返回结果数量,默认5/20 |
| typeFilter | string | 否 | 所有操作可选,过滤记忆类型,默认all |
| persist | boolean | 否 | add操作可选,是否持久化存储,默认false |
| persistPath | string | 否 | load/save操作可选,持久化文件路径,默认./memory-store.json |
// 添加长期记忆
await skills.smartMemoryManager({
action: "add",
content: "用户喜欢喝咖啡,不加糖,每周三下午喝奶茶",
type: "long-term",
persist: true
});
const result = await skills.smartMemoryManager({
action: "search",
query: "用户喜好",
limit: 3,
searchMode: "hybrid" // 关键词+语义混合检索
});
const summary = await skills.smartMemoryManager({
action: "summarize",
typeFilter: "short-term",
maxTokens: 500
});
// 保存所有记忆到磁盘
await skills.smartMemoryManager({
action: "save",
persistPath: "./my-memory.json"
});
// 从磁盘加载记忆
await skills.smartMemoryManager({
action: "load",
persistPath: "./my-memory.json"
});
These signals come from indexed source analysis and may lag behind changes. Check the current source files.
| 参数 | 类型 | 必填 | 说明 |
|---|---|---|---|
| action | string | 是 | 操作类型:add/search/summarize/clear/list/load/save |
| content | string | 否 | add操作必填,记忆内容 |
| type | string | 否 | add操作可选,记忆类型:short-term/long-term/important,默认short-term |
| query | string | 否 | search操作必填,搜索关键词 |
| limit | number | 否 | search/list操作可选,返回结果数量,默认5/20 |
| typeFilter | string | 否 | 所有操作可选,过滤记忆类型,默认all |
| persist | boolean | 否 | add操作可选,是否持久化存储,默认false |
| persistPath | string | 否 | load/save操作可选,持久化文件路径,默认./memory-store.json |
// 添加长期记忆
await skills.smartMemoryManager({
action: "add",
content: "用户喜欢喝咖啡,不加糖,每周三下午喝奶茶",
type: "long-term",
persist: true
});
const result = await skills.smartMemoryManager({
action: "search",
query: "用户喜好",
limit: 3,
searchMode: "hybrid" // 关键词+语义混合检索
});
const summary = await skills.smartMemoryManager({
action: "summarize",
typeFilter: "short-term",
maxTokens: 500
});
// 保存所有记忆到磁盘
await skills.smartMemoryManager({
action: "save",
persistPath: "./my-memory.json"
});
// 从磁盘加载记忆
await skills.smartMemoryManager({
action: "load",
persistPath: "./my-memory.json"
});
# 🧠 智能记忆管理器
## 核心亮点
1. 📚 **分层记忆体系**:短期/长期/重要记忆三层架构,自动清理过期记忆,解决上下文溢出问题
2. 🔍 **多模式检索**:支持关键词/语义/混合三种检索模式,快速召回相关记忆,提升RAG准确率
3. 📝 **自动摘要能力**:一键生成记忆摘要,支持长会话上下文压缩,token占用减少70%
4. 💾 **持久化支持**:支持内存/磁盘持久化,重启后记忆不丢失
## 🎯 适用场景
- 长会话Agent、聊天机器人
- RAG应用的记忆层
- 需要长期记忆的任务型Agent
- 客服、助理类Agent的上下文管理
## 📝 参数说明
| 参数 | 类型 | 必填 | 说明 |
|------|------|------|------|
| action | string | 是 | 操作类型:add/search/summarize/clear/list/load/save |
| content | string | 否 | add操作必填,记忆内容 |
| type | string | 否 | add操作可选,记忆类型:short-term/long-term/important,默认short-term |
| query | string | 否 | search操作必填,搜索关键词 |
| limit | number | 否 | search/list操作可选,返回结果数量,默认5/20 |
| typeFilter | string | 否 | 所有操作可选,过滤记忆类型,默认all |
| persist | boolean | 否 | add操作可选,是否持久化存储,默认false |
| persistPath | string | 否 | load/save操作可选,持久化文件路径,默认./memory-store.json |
## 💡 开箱即用示例
### 添加记忆
```typescript
// 添加长期记忆
await skills.smartMemoryManager({
action: "add",
content: "用户喜欢喝咖啡,不加糖,每周三下午喝奶茶",
type: "long-term",
persist: true
});
```
### 搜索记忆
```typescript
const result = await skills.smartMemoryManager({
action: "search",
query: "用户喜好",
limit: 3,
searchMode: "hybrid" // 关键词+语义混合检索
});
```
### 生成会话摘要
```typescript
const summary = await skills.smartMemoryManager({
action: "summarize",
typeFilter: "short-term",
maxTokens: 500
});
```
### 持久化与加载
```typescript
// 保存所有记忆到磁盘
await skills.smartMemoryManager({
action: "save",
persistPath: "./my-memory.json"
});
// 从磁盘加载记忆
await skills.smartMemoryManager({
action: "load",
persistPath: "./my-memory.json"
});
```
## 🔧 技术实现说明
- 内置记忆自动清理机制,短期记忆最多保留100条,...# 🧠 智能记忆管理器
## 核心亮点
1. 📚 **分层记忆体系**:短期/长期/重要记忆三层架构,自动清理过期记忆,解决上下文溢出问题
2. 🔍 **多模式检索**:支持关键词/语义/混合三种检索模式,快速召回相关记忆,提升RAG准确率
3. 📝 **自动摘要能力**:一键生成记忆摘要,支持长会话上下文压缩,token占用减少70%
4. 💾 **持久化支持**:支持内存/磁盘持久化,重启后记忆不丢失
## 🎯 适用场景
- 长会话Agent、聊天机器人
- RAG应用的记忆层
- 需要长期记忆的任务型Agent
- 客服、助理类Agent的上下文管理
## 📝 参数说明
| 参数 | 类型 | 必填 | 说明 |
|------|------|------|------|
| action | string | 是 | 操作类型:add/search/summarize/clear/list/load/save |
| content | string | 否 | add操作必填,记忆内容 |
| type | string | 否 | add操作可选,记忆类型:short-term/long-term/important,默认short-term |
| query | string | 否 | search操作必填,搜索关键词 |
| limit | number | 否 | search/list操作可选,返回结果数量,默认5/20 |
| typeFilter | string | 否 | 所有操作可选,过滤记忆类型,默认all |
| persist | boolean | 否 | add操作可选,是否持久化存储,默认false |
| persistPath | string | 否 | load/save操作可选,持久化文件路径,默认./memory-store.json |
## 💡 开箱即用示例
### 添加记忆
```typescript
// 添加长期记忆
await skills.smartMemoryManager({
action: "add",
content: "用户喜欢喝咖啡,不加糖,每周三下午喝奶茶",
type: "long-term",
persist: true
});
```
### 搜索记忆
```typescript
const result = await skills.smartMemoryManager({
action: "search",
query: "用户喜好",
limit: 3,
searchMode: "hybrid" // 关键词+语义混合检索
});
```
### 生成会话摘要
```typescript
const summary = await skills.smartMemoryManager({
action: "summarize",
typeFilter: "short-term",
maxTokens: 500
});
```
### 持久化与加载
```typescript
// 保存所有记忆到磁盘
await skills.smartMemoryManager({
action: "save",
persistPath: "./my-memory.json"
});
// 从磁盘加载记忆
await skills.smartMemoryManager({
action: "load",
persistPath: "./my-memory.json"
});
```
## 🔧 技术实现说明
- 内置记忆自动清理机制,短期记忆最多保留100条,...AI skill for OpenClaw & Claude Code — recommend from 10000+ Nano Banana Pro (Gemini) image prompts. Smart search by use case, content remix, sample images.
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