decentralized-agent-cloud

by LeoYeAISkill

2.1k

309

Decentralized compute and data marketplace for AI agents with spot pricing | 去中心化 AI Agent 计算和数据市场，支持 Spot 动态定价

Install this skill

Install with the open skills CLI (global, non-interactive — available in every Claude Code session):

npx skills add LeoYeAI/openclaw-master-skills --skill "decentralized-agent-cloud" -g -a claude-code -y

Or manually — clone and copy the skill directory (SKILL.md + companion files):

git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills /tmp/openclaw-master-skills && cp -r /tmp/openclaw-master-skills/skills/decentralized-agent-cloud ~/.claude/skills/decentralized-agent-cloud

Skill contents (2 files)

This skill is a directory: SKILL.md is the entry point; the files below ship with it.

SKILL.md

_meta.json

SKILL.md

---
name: decentralized-agent-cloud
display_name: Decentralized Agent Cloud
version: 0.1.0
author: justin
category: infrastructure
subcategory: compute
license: MIT-0
description: Decentralized compute and data marketplace for AI agents with spot pricing | 去中心化 AI Agent 计算和数据市场，支持 Spot 动态定价
tags: [ai, agents, decentralized, marketplace, compute, gpu, spot-pricing, serverless, autonomous-agents, distributed-computing, infrastructure, automation]
repository: https://github.com/openclaw/openclaw-decentralized-agent-cloud
homepage: https://github.com/openclaw/openclaw-decentralized-agent-cloud
documentation: https://github.com/openclaw/openclaw-decentralized-agent-cloud#readme
requires:
  tools:
    - node>=18
    - npm
  packages:
    - name: openclaw-decentralized-agent-cloud
      source: npm
      version: ">=0.1.0"
      verified_repo: https://github.com/openclaw/openclaw-decentralized-agent-cloud
---

# Decentralized Agent Cloud
# 去中心化 Agent 云平台

> **Decentralized compute and data marketplace for AI agents with spot pricing**
>
> **为 AI Agent 提供去中心化计算和数据市场，支持动态 Spot 定价**

---

## 🌟 What is This? | 这是什么？

**English:**
A peer-to-peer marketplace where AI agents can discover and execute computational skills (video generation, data processing, ML inference, etc.) with real-time spot pricing. Like Uber for AI compute - agents can instantly buy computing resources at market prices.

**中文：**
一个点对点的市场平台，AI Agent 可以发现和执行计算技能（视频生成、数据处理、机器学习推理等），使用实时 Spot 定价。就像 Uber 一样，但用于 AI 计算 - Agent 可以按市场价格即时购买计算资源。

---

## 🎯 Core Features | 核心功能

### English:
- 🤖 **Agent-First Design** - Built for autonomous AI agents
- 💰 **Spot Pricing** - Dynamic pricing saves 60-90% vs on-demand
- 🔄 **Decentralized** - No single point of failure
- 📦 **Skill Marketplace** - Discover and execute 100+ pre-built skills
- ⚡ **Instant Execution** - Smart matching finds optimal provider in <1s
- 💳 **Pay-Per-Second** - Granular billing, no minimum commitment

### 中文：
- 🤖 **AI Agent 优先设计** - 专为自主 AI Agent 构建
- 💰 **Spot 动态定价** - 相比按需定价节省 60-90% 成本
- 🔄 **去中心化** - 无单点故障
- 📦 **技能市场** - 发现并执行 100+ 预构建技能
- ⚡ **即时执行** - 智能匹配在 1 秒内找到最优提供者
- 💳 **按秒计费** - 精细计费，无最低承诺

---

## 🚀 Quick Start | 快速开始

### Installation | 安装

**English:**
```bash
# Via npm
npm install openclaw-decentralized-agent-cloud

# Via ClawHub
clawhub install decentralized-agent-cloud
```

**中文：**
```bash
# 通过 npm
npm install openclaw-decentralized-agent-cloud

# 通过 ClawHub
clawhub install decentralized-agent-cloud
```

---

### Usage Example | 使用示例

**English:**
```typescript
import { createAgentClient } from 'openclaw-decentralized-agent-cloud';

// Initialize client
const client = createAgentClient({
  apiKey: 'your-api-key',
  agentId: 'my-agent',
});

// Execute video generation skill
const task = await client.executeSkill('video-generator', {
  script: 'AI is changing the world. Three breakthroughs happened today.',
  voice: 'nova',
  speed: 1.15,
});

// Wait for result
const result = await client.waitForTask(task.id);
console.log(result.output.videoUrl);
// Output: https://storage.agent-cloud.io/videos/abc123.mp4
```

**中文：**
```typescript
import { createAgentClient } from 'openclaw-decentralized-agent-cloud';

// 初始化客户端
const client = createAgentClient({
  apiKey: 'your-api-key',
  agentId: 'my-agent',
});

// 执行视频生成技能
const task = await client.executeSkill('video-generator', {
  script: 'AI 正在改变世界。今天发生了三个突破。',
  voice: 'nova',
  speed: 1.15,
});

// 等待结果
const result = await client.waitForTask(task.id);
console.log(result.output.videoUrl);
// 输出: https://storage.agent-cloud.io/videos/abc123.mp4
```

---

## 💡 Use Cases | 使用场景

### English:

**1. AI Video Generation**
```typescript
// Generate professional short videos from text
const video = await client.executeSkill('video-generator', {
  script: 'Your marketing message here...',
  voice: 'nova',
});
```

**2. Data Processing**
```typescript
// Process large datasets with auto-scaling compute
const result = await client.executeSkill('data-processor', {
  dataset: 's3://my-bucket/data.csv',
  operation: 'analyze',
  resourceRequirements: {
    compute: { type: 'GPU', memory: 16 }
  }
});
```

**3. ML Model Inference**
```typescript
// Run inference on available GPU clusters
const prediction = await client.executeSkill('llm-inference', {
  model: 'gpt-4',
  prompt: 'Explain quantum computing',
  maxPrice: 0.50 // bid up to $0.50/hour
});
```

### 中文：

**1. AI 视频生成**
```typescript
// 从文本生成专业短视频
const video = await client.executeSkill('video-generator', {
  script: '您的营销信息...',
  voice: 'nova',
});
```

**2. 数据处理**
```typescript
// 使用自动扩展计算处理大型数据集
const result = await client.executeSkill('data-processor', {
  dataset: 's3://my-bucket/data.csv',
  operation: 'analyze',
  resourceRequirements: {
    compute: { type: 'GPU', memory: 16 }
  }
});
```

**3. ML 模型推理**
```typescript
// 在可用的 GPU 集群上运行推理
const prediction = await client.executeSkill('llm-inference', {
  model: 'gpt-4',
  prompt: '解释量子计算',
  maxPrice: 0.50 // 出价最高 $0.50/小时
});
```

---

## 📊 Pricing Comparison | 价格对比

### English:

**Traditional Cloud (AWS)**:
- On-Demand GPU: $3.06/hour
- Reserved GPU (1 year): $1.50/hour

**Decentralized Agent Cloud**:
- Spot GPU: **$0.30-1.20/hour** (60-90% savings)
- Dynamic pricing based on real-time market conditions

| Resource | Traditional | Spot Price | Savings |
|----------|------------|------------|---------|
| CPU (4 cores, 8GB) | $0.20/hr | $0.05/hr | 75% |
| GPU (V100 16GB) | $3.06/hr | $0.50/hr | 84% |
| GPU (A100 40GB) | $5.50/hr | $1.20/hr | 78% |

### 中文：

**传统云（AWS）**：
- 按需 GPU：$3.06/小时
- 预留 GPU（1年）：$1.50/小时

**去中心化 Agent 云**：
- Spot GPU：**$0.30-1.20/小时**（节省 60-90%）
- 基于实时市场状况的动态定价

| 资源 | 传统云 | Spot 价格 | 节省 |
|------|--------|-----------|------|
| CPU (4核, 8GB) | $0.20/时 | $0.05/时 | 75% |
| GPU (V100 16GB) | $3.06/时 | $0.50/时 | 84% |
| GPU (A100 40GB) | $5.50/时 | $1.20/时 | 78% |

---

## 🏗️ Architecture | 架构

### English:

```
┌─────────────────────────────────────────────────┐
│       DECENTRALIZED AGENT CLOUD                 │
│                                                 │
│  ┌──────────────┐  ┌──────────────┐           │
│  │Skill Registry│  │Spot Pricing  │           │
│  │              │  │   Engine     │           │
│  │• Discovery   │  │• Supply/     │           │
│  │• Validation  │  │  Demand      │           │
│  └──────────────┘  └──────────────┘           │
│                                                 │
│  ┌──────────────┐  ┌──────────────┐           │
│  │Task Scheduler│  │Resource      │           │
│  │              │  │Marketplace   │           │
│  │• Matching    │  │• Providers   │           │
│  │• Execution   │  │• Consumers   │           │
│  └──────────────┘  └──────────────┘           │
└─────────────────────────────────────────────────┘
         ▲                    ▲
         │                    │
    ┌────┴────┐         ┌─────┴─────┐
    │ Agents  │         │ Providers │
    │(Buyers) │         │ (Sellers) │
    └─────────┘         └───────────┘
```

**Core Components:**
1. **Skill Registry** - Central catalog of available skills
2. **Spot Pricing Engine** - Dynamic pricing based on supply/demand
3. **Task Scheduler** - Matches tasks with optimal providers
4. **Agent SDK** - Client library for easy integration

### 中文：

```
┌─────────────────────────────────────────────────┐
│       去中心化 AGENT 云                         │
│                                                 │
│  ┌──────────────┐  ┌──────────────┐           │
│  │技能注册表    │  │Spot 定价     │           │
│  │              │  │   引擎       │           │
│  │• 发现        │  │• 供需        │           │
│  │• 验证        │  │  关系        │           │
│  └──────────────┘  └──────────────┘           │
│                                                 │
│  ┌──────────────┐  ┌──────────────┐           │
│  │任务调度器    │  │资源          │           │
│  │              │  │市场          │           │
│  │• 匹配        │  │• 提供者      │           │
│  │• 执行        │  │• 消费者      │           │
│  └──────────────┘  └──────────────┘           │
└─────────────────────────────────────────────────┘
         ▲                    ▲
         │                    │
    ┌────┴────┐         ┌─────┴─────┐
    │ Agent   │         │ 提供者    │
    │(买家)   │         │ (卖家)    │
    └─────────┘         └───────────┘
```

**核心组件：**
1. **技能注册表** - 可用技能的中心目录
2. **Spot 定价引擎** - 基于供需的动态定价
3. **任务调度器** - 将任务匹配到最优提供者
4. **Agent SDK** - 便于集成的客户端库

---

## 📦 Available Skills | 可用技能

### English:

| Category | Skill | Description | Base Price |
|----------|-------|-------------|------------|
| **Video** | video-generator | Text-to-video with TTS + effects | $0.10/video |
| **Audio** | transcription | Speech-to-text (Whisper) | $0.006/min |
| **Audio** | tts-synthesis | Text-to-speech (11 voices) | $0.015/1K chars |
| **Image** | image-generator | AI image generation (DALL-E) | $0.02/image |
| **Text** | llm-inference | LLM inference (GPT-4, Claude) | $0.50/hour |
| **ML** | model-training | Custom model training | Spot price |
| **Data** | data-pipeline | ETL and analytics | Spot price |

### 中文：

| 类别 | 技能 | 描述 | 基础价格 |
|------|------|------|----------|
| **视频** | video-generator | 文本转视频（TTS + 特效） | $0.10/视频 |
| **音频** | transcription | 语音转文本（Whisper） | $0.006/分钟 |
| **音频** | tts-synthesis | 文本转语音（11种声音） | $0.015/1K字符 |
| **图像** | image-generator | AI 图像生成（DALL-E） | $0.02/图像 |
| **文本** | llm-inference | LLM 推理（GPT-4, Claude） | $0.50/小时 |
| **ML** | model-training | 自定义模型训练 | Spot 价格 |
| **数据** | data-pipeline | ETL 和分析 | Spot 价格 |

---

## 🔑 Key Concepts | 关键概念

### English:

**Skills**
Executable capabilities (video generation, ML inference, data processing) that agents can discover and execute.

**Spot Pricing**
Dynamic pricing based on real-time supply and demand. Prices fluctuate like cloud spot instances but can be 60-90% cheaper than on-demand.

**Task Scheduler**
Matches tasks with providers based on:
- Resource requirements
- Budget constraints
- Provider reputation
- Current availability

**Resource Providers**
Anyone can monetize idle compute by registering as a provider. The platform handles task routing, payment processing, and reputation tracking.

### 中文：

**技能**
可执行的能力（视频生成、ML 推理、数据处理），Agent 可以发现和执行。

**Spot 定价**
基于实时供需的动态定价。价格像云 Spot 实例一样波动，但比按需定价便宜 60-90%。

**任务调度器**
根据以下条件将任务匹配到提供者：
- 资源需求
- 预算约束
- 提供者声誉
- 当前可用性

**资源提供者**
任何人都可以通过注册为提供者来变现闲置计算资源。平台处理任务路由、支付处理和声誉跟踪。

---

## 🛠️ For Developers | 开发者指南

### Register Your Own Skill | 注册自己的技能

**English:**
```typescript
import { skillRegistry } from 'openclaw-decentralized-agent-cloud/core';

// Define your skill
const mySkill = {
  id: 'image-classifier',
  name: 'Image Classification',
  version: '1.0.0',
  category: 'ml',
  inputSchema: {
    type: 'object',
    properties: {
      imageUrl: { type: 'string' }
    }
  },
  outputSchema: {
    type: 'object',
    properties: {
      label: { type: 'string' },
      confidence: { type: 'number' }
    }
  },
  pricing: {
    strategy: 'spot',
    basePrice: 0.05
  }
};

// Register
await skillRegistry.registerSkill(mySkill);
```

**中文：**
```typescript
import { skillRegistry } from 'openclaw-decentralized-agent-cloud/core';

// 定义你的技能
const mySkill = {
  id: 'image-classifier',
  name: '图像分类',
  version: '1.0.0',
  category: 'ml',
  inputSchema: {
    type: 'object',
    properties: {
      imageUrl: { type: 'string' }
    }
  },
  outputSchema: {
    type: 'object',
    properties: {
      label: { type: 'string' },
      confidence: { type: 'number' }
    }
  },
  pricing: {
    strategy: 'spot',
    basePrice: 0.05
  }
};

// 注册
await skillRegistry.registerSkill(mySkill);
```

---

### Become a Resource Provider | 成为资源提供者

**English:**
```typescript
import { taskScheduler } from 'openclaw-decentralized-agent-cloud/core';

// Register your compute resources
await taskScheduler.registerProvider({
  id: 'my-provider',
  name: 'My GPU Server',
  specs: {
    type: 'GPU',
    gpuModel: 'RTX 4090',
    gpuMemory: 24,
    cores: 16,
    memory: 64
  },
  pricing: {
    strategy: 'spot',
    basePrice: 0.80 // USD/hour
  }
});
```

**中文：**
```typescript
import { taskScheduler } from 'openclaw-decentralized-agent-cloud/core';

// 注册你的计算资源
await taskScheduler.registerProvider({
  id: 'my-provider',
  name: '我的 GPU 服务器',
  specs: {
    type: 'GPU',
    gpuModel: 'RTX 4090',
    gpuMemory: 24,
    cores: 16,
    memory: 64
  },
  pricing: {
    strategy: 'spot',
    basePrice: 0.80 // 美元/小时
  }
});
```

---

## 🔐 Security & Trust | 安全与信任

### English:

**For Agents (Buyers)**
- Escrow payments - Funds locked until completion
- Reputation system - Provider ratings
- Refund policy - Get money back if task fails

**For Providers (Sellers)**
- Guaranteed payment - No chargebacks
- Sandboxed execution - Code can't escape
- Rate limiting - Prevent abuse

**For Platform**
- Encryption - All data in transit
- Auditing - Complete transaction logs
- Compliance - GDPR, SOC 2

### 中文：

**对 Agent（买家）**
- 托管支付 - 资金锁定直到完成
- 声誉系统 - 提供者评分
- 退款政策 - 任务失败退款

**对提供者（卖家）**
- 保证支付 - 无退单
- 沙箱执行 - 代码无法逃逸
- 速率限制 - 防止滥用

**对平台**
- 加密 - 所有传输数据加密
- 审计 - 完整的交易日志
- 合规 - GDPR, SOC 2

---

## 📚 Resources | 资源

### English:

- **GitHub**: https://github.com/openclaw/openclaw-decentralized-agent-cloud
- **npm**: https://www.npmjs.com/package/openclaw-decentralized-agent-cloud
- **Documentation**: See README.md in the repository
- **Examples**: Check `examples/complete-demo.ts`

### 中文：

- **GitHub**: https://github.com/openclaw/openclaw-decentralized-agent-cloud
- **npm**: https://www.npmjs.com/package/openclaw-decentralized-agent-cloud
- **文档**: 查看仓库中的 README.md
- **示例**: 查看 `examples/complete-demo.ts`

---

## 🎯 Roadmap | 路线图

### English:

**Phase 1: Core Platform (Current)** ✅
- Skill registry
- Spot pricing engine
- Task scheduler
- Agent SDK
- Video generation skill

**Phase 2: Enhanced Features (Q2 2026)** 🚧
- Web dashboard
- Real HTTP API
- More skills (audio, image, ML)
- Provider onboarding

**Phase 3: Full Decentralization (Q4 2026)** 🔮
- Blockchain settlement
- IPFS storage
- DAO governance

### 中文：

**阶段 1：核心平台（当前）** ✅
- 技能注册表
- Spot 定价引擎
- 任务调度器
- Agent SDK
- 视频生成技能

**阶段 2：增强功能（2026年第2季度）** 🚧
- Web 控制台
- 真实 HTTP API
- 更多技能（音频、图像、ML）
- 提供者入驻

**阶段 3：完全去中心化（2026年第4季度）** 🔮
- 区块链结算
- IPFS 存储
- DAO 治理

---

## 📄 License | 许可证

MIT License

---

## 🤝 Contributing | 贡献

**English:**
We welcome contributions! Create new skills, improve documentation, or add features.

**中文：**
我们欢迎贡献！创建新技能、改进文档或添加功能。

---

**Built with ❤️ for the autonomous agent economy**

**为自主 Agent 经济构建 ❤️**

Details

Repository: LeoYeAI/openclaw-master-skills
License: MIT
Last push: Jun 29, 2026

Categories & sources

AI & LLM Integration Productivity & Automation

Listed in: seed:LeoYeAI/openclaw-master-skills

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