Data-Juicer Agents: Towards Agentic Data Processing

A Suite of Agents for Agentic Data Processing. Built on Data-Juicer (DJ) and AgentScope.

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🏗️ Overview Doc • ⚡️ Quick Start Doc • >_ CLI Doc • 🔧 Tools Doc • 🎯 Roadmap

News

• 🚀 [2026-03-11] Major refactor and upgrade of data_juicer_agents completed.

  • The project architecture and CLI/session capabilities were comprehensively redesigned for better maintainability and extensibility.

  • 🏗️ Overview | ⚡️ Quick Start | >_ CLI Doc | 🔧 Tools | 🎯 Roadmap

  • Try processing data by chatting with the agent!

• 🚀[2026-01-15] Q&A Copilot has been deployed on the official Doc Site | DingTalk | Discord of Data-Juicer. Feel free to ask Juicer anything related to the Data-Juicer ecosystem!

  • 📃 Deploy-ready codes | 🎬 More demos | 🎯 Roadmap.

Roadmap

The long-term vision of DJ-Agents is to enable a development-free data processing lifecycle, allowing developers to focus on what to do rather than how to do it.

To achieve this vision, we are tackling two fundamental challenges:

• Agents: How to design and build powerful agents specialized in data processing

• Services & Tools: How to package these agents into ready-to-use, out-of-the-box products

We continuously iterate on both directions, and the roadmap may evolve accordingly as our understanding and capabilities improve.

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Agents

• Data-Juicer Data Processing Agent (DJ Process Agent) & Data-Juicer Code Development Agent (DJ Dev Agent)

• We have stopped building scenario-specific data processing agents, and instead are building data processing tools for general-purpose agents. From there:

  • Hard-orchestrate these tools into capabilities, exposed as the djx CLI

  • Soft-orchestrate them through prompts, packaged as skills

  • Rely on agent self-orchestration to support conversational data processing

Services & Tools

• Q&A Copilot: a Q&A assistant for the Data-Juicer ecosystem

  • [2026-01-15]: already deployed on the official Doc Site of Data-Juicer | DingTalk | Discord

• InteRecipe: interactive data recipe construction through natural language

  • [2026-03-11]: the current ./interactive_recipe only shows workflow-based examples. The dj-agents CLI entry is already built and supports interactive data-recipe construction through natural language in the TUI. We are developing a frontend tool (studio) on top of this foundation as the next upgrade.

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Priority Items

• DJ Skills: use prompt-based soft orchestration to package tools into skills for general-purpose agents.

• InteRecipe Studio: support interactive data recipe construction through natural language, with multi-dimensional data and result views.

• Plan Tool: extend support for fuller Data-Juicer capability coverage, DJ Hub recipe matching, and more.

• Dev Tool: stabilization testing and optimization

Long-term Directions

• Continue building tools and skills for broader data-processing scenarios, enabling wider and more flexible applications.

  • RAG

  • Embodied Intelligence

  • Data Lakehouse architectures

Common Issues

Q: How to get DashScope API key? A: Visit DashScope official website to register an account and apply for an API key.

Related Resources

• Data-Juicer has been used by a large number of Tongyi and Alibaba Cloud internal and external users, and has facilitated many research works. All code is continuously maintained and enhanced.

Welcome to visit GitHub, Star, Fork, submit Issues, and join the community!

• Project Repositories:

  • Data-Juicer

  • AgentScope

Contributing: Welcome to submit Issues and Pull Requests to improve Data-Juicer Agents, Data-Juicer, and AgentScope. If you encounter problems during use or have feature suggestions, please feel free to contact us.