LangFlow vs ZCode
A side-by-side comparison of features, pricing, and characteristics.
LangFlow
LangFlow is a Python-based open-source framework for visually designing and testing AI agents and RAG workflows.
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 | LangFlow | ZCode |
|---|---|---|
| Pricing type | Free + paid | Free + paid (from $18/mo) |
| Korean support | No | No |
| Platforms | Web, Desktop, Python Library, Docker, API | macOS, Windows, Linux |
| Open source | Yes | No |
| API available | Available | - |
| SDK | Available | - |
| LLM-based | Yes | Yes |
| Multimodal | Yes | - |
| AI model | GPT, Claude, Gemini, Llama | GLM |
| GitHub Stars | 148.7K | - |
| Vendor | Logspace (Acquired by DataStax/IBM) | Z.AI Co., Ltd. |
| Category | Developer Tools | Developer Tools |
| Details | View | View |
LangFlow key features
- Python-based custom components
- Visual drag-and-drop interface
- Multi-agent support
- MCP server deployment
- Astra DB integration
- Real-time playground
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