https://github.com/deepleaper/deepleaper-quickstart
5 分钟上手跃盟开源四件套 | Get started with Deepleaper in 5 minutes
https://github.com/deepleaper/deepleaper-quickstart
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5 分钟上手跃盟开源四件套 | Get started with Deepleaper in 5 minutes
- Host: GitHub
- URL: https://github.com/deepleaper/deepleaper-quickstart
- Owner: Deepleaper
- License: apache-2.0
- Created: 2026-04-17T05:58:33.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2026-04-17T07:05:56.000Z (3 months ago)
- Last Synced: 2026-04-17T08:29:14.497Z (3 months ago)
- Size: 30.3 KB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# 🚀 Deepleaper Quickstart
### Get up and running with the Self-Evolving Agent Stack in 60 seconds
### 60 秒启动自进化智能体
[](LICENSE)
[](https://python.org)
[](https://www.deepleaper.com)
[Website](https://www.deepleaper.com) · [Portal](https://portal.deepleaper.com)
---
## 🤔 Which Product Should I Use?
```
Do you need 100% local, zero-cloud?
├── Yes → OPC Agent 🏠
└── No
├── Are you in China? / 你在国内吗？
│ ├── Yes → Leaper Agent CN 🇨🇳
│ └── No → Leaper Agent 🌍
└── Just need memory for your existing agent?
└── Yes → OPC DeepBrain 🧠
```
## 📊 Product Comparison
| Feature | OPC Agent | Leaper Agent | Leaper Agent CN | OPC DeepBrain |
|---------|-----------|-------------|----------------|---------------|
| **定位** | Local-first Agent | Hermes + DeepBrain | China-optimized Agent | Standalone Memory Engine |
| **LLM** | Ollama (local) | OpenAI / Claude / Gemini | DeepSeek / 通义 / 智谱 / Moonshot | N/A (bring your own) |
| **Cloud** | None 🔒 | API keys required | API keys required | None 🔒 |
| **Cost** | $0 (your hardware) | Pay-per-token | Pay-per-token | $0 |
| **Memory** | 🧠 DeepBrain built-in | 🧠 DeepBrain built-in | 🧠 DeepBrain built-in | 🧠 Standalone |
| **Agent Orchestration** | ✅ | ✅ Hermes-compatible | ✅ | N/A |
| **Tools** | Web UI | 65+ tools (browser, terminal, vision, TTS…) | Search, Brain CLI | N/A |
| **Gateway** | ✅ | ✅ Multi-channel | ✅ Telegram | N/A |
| **MCP** | ✅ | ✅ | ❌ | N/A |
| **Templates** | ❌ | 1 (CEO Coach) | 10 CXO + 140 Industry | N/A |
| **Privacy** | 🔒🔒🔒 | 🔒 | 🔒 | 🔒🔒🔒 |
| **PyPI** | `opc-agent` | `leaper-agent` | `leaper-agent-cn` | `opc-deepbrain` |
---
## ⚡ 30-Second Quick Starts
### 🏠 OPC Agent — 100% Local, Zero Cost
```bash
pip install opc-agent
ollama pull llama3.1
opc init
opc start
# Open http://localhost:3000 in your browser
```
> Your conversations are stored locally. DeepBrain learns from every interaction. No data ever leaves your machine.
### 🌍 Leaper Agent — Hermes Base + DeepBrain Memory
```bash
pip install leaper-agent
# Set your API key (pick one)
export OPENAI_API_KEY=sk-xxx
# or: export ANTHROPIC_API_KEY=sk-ant-xxx
# or: export GEMINI_API_KEY=xxx
# Create an agent with the CEO Coach template
leaper create my-agent --template ceo-coach
# Start
leaper start my-agent
```
> Built on [Hermes Agent](https://github.com/hermes-agent) with all its tools, gateway, and MCP support. The only difference: memory that actually evolves — powered by DeepBrain's 6-layer architecture.
#### As a Telegram Bot
```bash
leaper create my-bot --template ceo-coach --bot-token YOUR_TELEGRAM_TOKEN
leaper start my-bot
```
#### What You Get (from Hermes)
- 65+ tools: browser automation, terminal, file ops, vision, TTS, image gen
- Multi-channel gateway: Telegram, Discord, WhatsApp, Web
- MCP server & client support
- Multi-agent delegation (`delegate_task`)
- Skill system with hub
- Cron jobs, ACP adapter, TUI gateway
#### What's Different (from Hermes)
- 🧠 **DeepBrain replaces flat memory** — 6-layer self-evolving knowledge with 4-Gate quality control
- Your agent remembers across sessions, consolidates patterns, and develops meta-awareness of what it knows
### 🇨🇳 Leaper Agent CN — 中国版
```bash
pip install leaper-agent-cn
# 创建 Agent（内置 10 个 CXO 角色 + 140 个行业模板）
leaper-cn create
# 启动对话
leaper-cn chat
```
> 原生支持 DeepSeek、通义千问、智谱、Moonshot。150+ 角色模板开箱即用。
### 🧠 OPC DeepBrain — Standalone Memory Engine
```python
from deepbrain import DeepBrain
brain = DeepBrain("./my_brain.db")
# Learn from any text
brain.learn("The user prefers concise answers", source="conversation")
# Search knowledge
results = brain.search("What does the user prefer?")
# Check stats
brain.stats()
```
> 3 lines. SQLite-only. Zero external dependencies. Add self-evolving memory to any agent framework.
---
## 🧠 DeepBrain: 6-Layer Memory Architecture
What makes Deepleaper agents different? **DeepBrain** — a self-evolving knowledge engine:
```
Layer 0: ⚡ Flash Memory — Current session buffer
Layer 1: 📝 Short-Term — Recent interactions (hours-days)
Layer 2: 📚 Long-Term — Validated knowledge (weeks-months)
Layer 3: 🔗 Consolidated — Cross-session patterns
Layer 4: 🗄️ Archived — Historical reference
Layer 5: 🎯 Meta-Knowledge — Self-awareness ("I know X well, but I'm uncertain about Y")
```
Knowledge **automatically promotes** through layers via 4-Gate quality control:
- **Relevance Gate** — Is this worth remembering?
- **Novelty Gate** — Is this genuinely new information?
- **Consistency Gate** — Does this contradict existing knowledge?
- **Utility Gate** — Will this be useful in future conversations?
---
## 🏗️ Architecture Overview
```
┌─────────────────────────────────────────┐
│ User / 用户 │
├──────────┬───────────┬──────────────────┤
│ OPC Agent│ Leaper │ Leaper Agent CN │
│ (Ollama) │ (Hermes+) │ (DeepSeek/通义) │
├──────────┴───────────┴──────────────────┤
│ 🧠 OPC DeepBrain │
│ 6-Layer Self-Evolving Memory │
│ 4-Gate Quality Control │
│ SQLite (100% local) │
└─────────────────────────────────────────┘
```
## 📚 Learn More
| Product | Repo | PyPI |
|---------|------|------|
| OPC Agent | [github.com/deepleaper/opc-agent](https://github.com/deepleaper/opc-agent) | `pip install opc-agent` |
| Leaper Agent | [github.com/deepleaper/leaper-agent](https://github.com/deepleaper/leaper-agent) | `pip install leaper-agent` |
| Leaper Agent CN | [github.com/deepleaper/leaper-agent-cn](https://github.com/deepleaper/leaper-agent-cn) | `pip install leaper-agent-cn` |
| OPC DeepBrain | [github.com/deepleaper/opc-deepbrain](https://github.com/deepleaper/opc-deepbrain) | `pip install opc-deepbrain` |
## 📄 License
[BSL-1.1](LICENSE) — Free for non-competitive use. Converts to Apache-2.0 after 4 years.
## 🤝 Contributing
We welcome contributions! See each project's CONTRIBUTING.md for guidelines.
📧 Contact: [tech@deepleaper.com](mailto:tech@deepleaper.com)
---
**Built with ❤️ by [Deepleaper Technology / 跃盟科技](https://www.deepleaper.com)**
*Your agent remembers. Your agent evolves. Your agent gets smarter.*