A multi-language development environment with integrated 408 Postgraduate Entrance Exam review system, powered by AI agent skills and knowledge graph MCP.
Core: Computer Science 408 (Data Structures, Computer Organization, OS, Computer Networks)
/workspace
├── .agent/ ← AI agent assets (skills, MCP, commands, rules)
│ ├── mcp/knowledge-graph/ ← Knowledge Graph MCP (Qwen3 Chinese embedding)
│ ├── skills/ ← 6 community skills for 408 review
│ ├── commands/review408.md ← /review408 unified entry
│ └── rules/ ← 408-learning-loop methodology & git commit msg
├── .atomcode/ ← AtomCode config (symlinks pointing to .agent/)
├── .mcp.json ← MCP server registration
├── 408/ ← 408 exam methodology & notes
│ ├── learning-loop-system.md ← Core methodology v5.5
│ └── README.md ← Subject overview & progress
├── scripts/ ← One-click setup scripts
│ └── setup-408.sh ← Install all skills & MCP
├── BigData/ ← Big Data notes
├── Blockchain/ ← Blockchain notes
├── Python/ ← Python exam notes
├── Tools/ ← Git & other tools
└── docs/ ← Additional docs
A complete, battle-tested exam preparation methodology for the 408 Postgraduate Entrance Exam (Computer Science, 150 pts).
| Skill | Source | Purpose |
|---|---|---|
| book-study | sanyuan0704/sanyuan-skills | Reading coach: Socratic testing, knowledge compilation, spaced repetition |
| excalidraw | NousResearch/hermes-agent | Hand-drawn concept structure diagrams |
| mermaid-diagrams | softaworks/agent-toolkit | Data flow diagrams (class, sequence, flow, ER, C4, etc.) |
| quiz-maker | OneWave-AI/claude-skills | Auto quiz generation & grading (A/B/C classification) |
| memento-flashcards | NousResearch/hermes-agent | Spaced repetition flashcard system (local JSON) |
| baoyu-infographic | NousResearch/hermes-agent | Infographic generator (21 layouts × 21 styles) |
| Feature | Detail |
|---|---|
| Engine | ChenLiangChong/knowledgeGraph |
| Embedding | Qwen3-Embedding-0.6B (Chinese #1 on MTEB, 560MB, local ONNX) |
| Storage | SQLite + sqlite-vec + FTS5 |
| Tools | 12 MCP tools: store, connect, search, traverse, maintain |
| Hooks | 6 auto hooks: recall, capture, decay, repair, correct, enforce |
| Decay | CortexGraph two-component × FSRS stability (Anki-derived) |
| Search | Hybrid: vector + keyword + graph + memoryScore |
# One-click setup (installs all skills + MCP)
bash /workspace/scripts/setup-408.sh
# Start the knowledge graph MCP server
cd /workspace/.agent/mcp/knowledge-graph && node main.js
# Then in AtomCode session:
/review408 学习 Cache → Start learning a topic
/review408 做题 页表 → Practice with quizzes
/review408 缝合 Cache 页表 → Cross-subject stitching
/review408 规划 → Today's study plan
/review408 瓶颈 → Find the bottleneck| Component | Version | Verify |
|---|---|---|
| ☕ Java | OpenJDK 21 | java --version |
| ⚡ C++ | g++-14 (C++20) | g++ --version |
| 🔧 C | gcc-14 (C17) | gcc --version |
| 🐍 Python | 3.12 + numpy + pandas | python --version |
| 📦 Git | (built-in) | git --version |
| 🐳 Docker | (built-in) | docker --version |
| 💻 VS Code | code-server | - |
| 🟢 Node.js | v22.23.1 | node --version |
| 🔵 uvx | 0.11.25 | uvx --version |
- 🐍 Python Exam
- 🌳 Git Notes
- 🏗️ Blockchain
- 📊 Big Data
☀️ Built for Cloud Native Development & 408 Exam Preparation