Ragas vs ZCode

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

Ragas

Ragas is an open-source framework for evaluating Retrieval Augmented Generation (RAG) pipelines.

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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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AttributeRagasZCode
Pricing typeFree + paidFree + paid (from $18/mo)
Korean supportNoNo
PlatformsAPI, CLImacOS, Windows, Linux
Open sourceYesNo
API availableAvailable-
SDKAvailable-
LLM-basedYesYes
Multimodal--
AI model-GLM
GitHub Stars15.6K-
VendorExploding GradientsZ.AI Co., Ltd.
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

Ragas key features

  • RAG-specific metrics
  • Synthetic test data generation
  • LLM-as-a-judge evaluation
  • Integration with LangChain/LlamaIndex
  • Component-wise evaluation
  • Custom metric support

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