{"id":51594372,"url":"https://github.com/deepleaper/deepleaper-quickstart","last_synced_at":"2026-07-11T17:02:16.909Z","repository":{"id":351950969,"uuid":"1213182678","full_name":"Deepleaper/deepleaper-quickstart","owner":"Deepleaper","description":"5 分钟上手跃盟开源四件套 | Get started with Deepleaper in 5 minutes","archived":false,"fork":false,"pushed_at":"2026-04-17T07:05:56.000Z","size":31,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-04-17T08:29:14.497Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Deepleaper.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-04-17T05:58:33.000Z","updated_at":"2026-04-17T07:06:00.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/Deepleaper/deepleaper-quickstart","commit_stats":null,"previous_names":["deepleaper/deepleaper-quickstart"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/Deepleaper/deepleaper-quickstart","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Deepleaper%2Fdeepleaper-quickstart","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Deepleaper%2Fdeepleaper-quickstart/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Deepleaper%2Fdeepleaper-quickstart/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Deepleaper%2Fdeepleaper-quickstart/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Deepleaper","download_url":"https://codeload.github.com/Deepleaper/deepleaper-quickstart/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Deepleaper%2Fdeepleaper-quickstart/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":35368768,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-07-11T02:00:05.354Z","response_time":104,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-07-11T17:02:14.758Z","updated_at":"2026-07-11T17:02:16.891Z","avatar_url":"https://github.com/Deepleaper.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\n# 🚀 Deepleaper Quickstart\n\n### Get up and running with the Self-Evolving Agent Stack in 60 seconds\n\n### 60 秒启动自进化智能体\n\n[![License](https://img.shields.io/badge/License-BSL--1.1-blue.svg)](LICENSE)\n[![Python](https://img.shields.io/badge/Python-3.10+-blue.svg)](https://python.org)\n[![Website](https://img.shields.io/badge/Website-deepleaper.com-purple)](https://www.deepleaper.com)\n\n[Website](https://www.deepleaper.com) · [Portal](https://portal.deepleaper.com)\n\n\u003c/div\u003e\n\n---\n\n## 🤔 Which Product Should I Use?\n\n```\nDo you need 100% local, zero-cloud?\n├── Yes → OPC Agent 🏠\n└── No\n    ├── Are you in China? / 你在国内吗？\n    │   ├── Yes → Leaper Agent CN 🇨🇳\n    │   └── No → Leaper Agent 🌍\n    └── Just need memory for your existing agent?\n        └── Yes → OPC DeepBrain 🧠\n```\n\n## 📊 Product Comparison\n\n| Feature | OPC Agent | Leaper Agent | Leaper Agent CN | OPC DeepBrain |\n|---------|-----------|-------------|----------------|---------------|\n| **定位** | Local-first Agent | Hermes + DeepBrain | China-optimized Agent | Standalone Memory Engine |\n| **LLM** | Ollama (local) | OpenAI / Claude / Gemini | DeepSeek / 通义 / 智谱 / Moonshot | N/A (bring your own) |\n| **Cloud** | None 🔒 | API keys required | API keys required | None 🔒 |\n| **Cost** | $0 (your hardware) | Pay-per-token | Pay-per-token | $0 |\n| **Memory** | 🧠 DeepBrain built-in | 🧠 DeepBrain built-in | 🧠 DeepBrain built-in | 🧠 Standalone |\n| **Agent Orchestration** | ✅ | ✅ Hermes-compatible | ✅ | N/A |\n| **Tools** | Web UI | 65+ tools (browser, terminal, vision, TTS…) | Search, Brain CLI | N/A |\n| **Gateway** | ✅ | ✅ Multi-channel | ✅ Telegram | N/A |\n| **MCP** | ✅ | ✅ | ❌ | N/A |\n| **Templates** | ❌ | 1 (CEO Coach) | 10 CXO + 140 Industry | N/A |\n| **Privacy** | 🔒🔒🔒 | 🔒 | 🔒 | 🔒🔒🔒 |\n| **PyPI** | `opc-agent` | `leaper-agent` | `leaper-agent-cn` | `opc-deepbrain` |\n\n---\n\n## ⚡ 30-Second Quick Starts\n\n### 🏠 OPC Agent — 100% Local, Zero Cost\n\n```bash\npip install opc-agent\nollama pull llama3.1\nopc init\nopc start\n# Open http://localhost:3000 in your browser\n```\n\n\u003e Your conversations are stored locally. DeepBrain learns from every interaction. No data ever leaves your machine.\n\n### 🌍 Leaper Agent — Hermes Base + DeepBrain Memory\n\n```bash\npip install leaper-agent\n\n# Set your API key (pick one)\nexport OPENAI_API_KEY=sk-xxx\n# or: export ANTHROPIC_API_KEY=sk-ant-xxx\n# or: export GEMINI_API_KEY=xxx\n\n# Create an agent with the CEO Coach template\nleaper create my-agent --template ceo-coach\n\n# Start\nleaper start my-agent\n```\n\n\u003e 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.\n\n#### As a Telegram Bot\n\n```bash\nleaper create my-bot --template ceo-coach --bot-token YOUR_TELEGRAM_TOKEN\nleaper start my-bot\n```\n\n#### What You Get (from Hermes)\n\n- 65+ tools: browser automation, terminal, file ops, vision, TTS, image gen\n- Multi-channel gateway: Telegram, Discord, WhatsApp, Web\n- MCP server \u0026 client support\n- Multi-agent delegation (`delegate_task`)\n- Skill system with hub\n- Cron jobs, ACP adapter, TUI gateway\n\n#### What's Different (from Hermes)\n\n- 🧠 **DeepBrain replaces flat memory** — 6-layer self-evolving knowledge with 4-Gate quality control\n- Your agent remembers across sessions, consolidates patterns, and develops meta-awareness of what it knows\n\n### 🇨🇳 Leaper Agent CN — 中国版\n\n```bash\npip install leaper-agent-cn\n\n# 创建 Agent（内置 10 个 CXO 角色 + 140 个行业模板）\nleaper-cn create\n\n# 启动对话\nleaper-cn chat\n```\n\n\u003e 原生支持 DeepSeek、通义千问、智谱、Moonshot。150+ 角色模板开箱即用。\n\n### 🧠 OPC DeepBrain — Standalone Memory Engine\n\n```python\nfrom deepbrain import DeepBrain\n\nbrain = DeepBrain(\"./my_brain.db\")\n\n# Learn from any text\nbrain.learn(\"The user prefers concise answers\", source=\"conversation\")\n\n# Search knowledge\nresults = brain.search(\"What does the user prefer?\")\n\n# Check stats\nbrain.stats()\n```\n\n\u003e 3 lines. SQLite-only. Zero external dependencies. Add self-evolving memory to any agent framework.\n\n---\n\n## 🧠 DeepBrain: 6-Layer Memory Architecture\n\nWhat makes Deepleaper agents different? **DeepBrain** — a self-evolving knowledge engine:\n\n```\nLayer 0: ⚡ Flash Memory     — Current session buffer\nLayer 1: 📝 Short-Term       — Recent interactions (hours-days)\nLayer 2: 📚 Long-Term        — Validated knowledge (weeks-months)\nLayer 3: 🔗 Consolidated     — Cross-session patterns\nLayer 4: 🗄️ Archived         — Historical reference\nLayer 5: 🎯 Meta-Knowledge   — Self-awareness (\"I know X well, but I'm uncertain about Y\")\n```\n\nKnowledge **automatically promotes** through layers via 4-Gate quality control:\n- **Relevance Gate** — Is this worth remembering?\n- **Novelty Gate** — Is this genuinely new information?\n- **Consistency Gate** — Does this contradict existing knowledge?\n- **Utility Gate** — Will this be useful in future conversations?\n\n---\n\n## 🏗️ Architecture Overview\n\n```\n┌─────────────────────────────────────────┐\n│              User / 用户                 │\n├──────────┬───────────┬──────────────────┤\n│ OPC Agent│ Leaper    │ Leaper Agent CN  │\n│ (Ollama) │ (Hermes+) │ (DeepSeek/通义)  │\n├──────────┴───────────┴──────────────────┤\n│           🧠 OPC DeepBrain              │\n│      6-Layer Self-Evolving Memory       │\n│         4-Gate Quality Control          │\n│           SQLite (100% local)           │\n└─────────────────────────────────────────┘\n```\n\n## 📚 Learn More\n\n| Product | Repo | PyPI |\n|---------|------|------|\n| OPC Agent | [github.com/deepleaper/opc-agent](https://github.com/deepleaper/opc-agent) | `pip install opc-agent` |\n| Leaper Agent | [github.com/deepleaper/leaper-agent](https://github.com/deepleaper/leaper-agent) | `pip install leaper-agent` |\n| Leaper Agent CN | [github.com/deepleaper/leaper-agent-cn](https://github.com/deepleaper/leaper-agent-cn) | `pip install leaper-agent-cn` |\n| OPC DeepBrain | [github.com/deepleaper/opc-deepbrain](https://github.com/deepleaper/opc-deepbrain) | `pip install opc-deepbrain` |\n\n## 📄 License\n\n[BSL-1.1](LICENSE) — Free for non-competitive use. Converts to Apache-2.0 after 4 years.\n\n## 🤝 Contributing\n\nWe welcome contributions! See each project's CONTRIBUTING.md for guidelines.\n\n📧 Contact: [tech@deepleaper.com](mailto:tech@deepleaper.com)\n\n---\n\n\u003cdiv align=\"center\"\u003e\n\n**Built with ❤️ by [Deepleaper Technology / 跃盟科技](https://www.deepleaper.com)**\n\n*Your agent remembers. Your agent evolves. Your agent gets smarter.*\n\n\u003c/div\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepleaper%2Fdeepleaper-quickstart","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeepleaper%2Fdeepleaper-quickstart","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepleaper%2Fdeepleaper-quickstart/lists"}