LangGraph vs ZCode
A side-by-side comparison of features, pricing, and characteristics.
LangGraph
LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of LangChain.
Read the full reviewZCode
An agentic development environment (ADE) desktop app by Z.ai built for planning, coding, reviewing, and deploying software powered by GLM-5.2.
Read the full review| Attribute | LangGraph | ZCode |
|---|---|---|
| Pricing type | Free + paid (from $39/mo) | Free + paid (from $18/mo) |
| Korean support | Yes | No |
| Platforms | Web, API, CLI, Desktop | macOS, Windows, Linux |
| Open source | Yes | No |
| API available | Available | - |
| SDK | Available | - |
| LLM-based | Yes | Yes |
| Multimodal | Yes | - |
| AI model | GPT, Claude, Llama | GLM |
| GitHub Stars | - | - |
| Vendor | LangChain Inc. | Z.AI Co., Ltd. |
| Category | Developer Tools | Developer Tools |
| Details | View | View |
LangGraph key features
- Cyclic Graph Support
- State Persistence & Checkpointing
- Human-in-the-loop Workflows
- Multi-agent Orchestration
- LangSmith Integration
- Real-time Streaming
ZCode key features
- Goal-based task management for long-horizon planning and execution
- Deep integration with GLM-5.2 reasoning and coding model
- Multi-agent orchestration and coordination for development workflows
- Mobile remote control via WeChat and Telegram
- Built-in terminal, version control, and MCP support