🚀 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

Website · Portal

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🤔 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

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⚡ 30-Second Quick Starts

🏠 OPC Agent — 100% Local, Zero Cost

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

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 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

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

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

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.

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🧠 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?

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🏗️ 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	pip install opc-agent
Leaper Agent	github.com/deepleaper/leaper-agent	pip install leaper-agent
Leaper Agent CN	github.com/deepleaper/leaper-agent-cn	pip install leaper-agent-cn
OPC DeepBrain	github.com/deepleaper/opc-deepbrain	pip install opc-deepbrain

📄 License

BSL-1.1 — 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

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Built with ❤️ by Deepleaper Technology / 跃盟科技

Your agent remembers. Your agent evolves. Your agent gets smarter.