DeepEval vs ZCode

A side-by-side comparison of features, pricing, and characteristics.

DeepEval

DeepEval is an open-source unit testing framework for LLM applications.

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ZCode

An agentic development environment (ADE) desktop app by Z.ai built for planning, coding, reviewing, and deploying software powered by GLM-5.2.

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AttributeDeepEvalZCode
Pricing typeFree + paid (from $20/mo)Free + paid (from $18/mo)
Korean supportPartialNo
PlatformsWeb, API, CLImacOS, Windows, Linux
Open sourceYesNo
API availableAvailable-
SDKAvailable-
LLM-basedYesYes
MultimodalYes-
AI model-GLM
GitHub Stars18.1K-
VendorConfident AIZ.AI Co., Ltd.
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

DeepEval key features

  • 14+ LLM evaluation metrics
  • Pytest-based testing
  • Real-time monitoring dashboard
  • Synthetic data generator
  • Regression testing
  • CI/CD integration

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