Agent4Edu, developed by USTC BigDataLab, is an open-source AI agent framework tailored for educational scenarios. It leverages natural language processing and knowledge graphs to deliver intelligent tutoring, generate homework exercises, analyze student performance, and provide personalized learning recommendations. With modular components and plugin support, instructors can customize teaching strategies, enable automated grading, and integrate with existing learning management systems, boosting engagement and learning outcomes.
AI Platforms & Frameworks
Education
#AI education
#curriculum automation
#personalized learning
#intelligent tutoring systems
#student performance analytics
#Automated Grading
#feedback automation
#learning management system integration
#data-driven insights
#adaptive learning
#exercise generation
#knowledge graph integration
#teacher workload reduction
#Customizable Prompts
#open-source education tools
#multi-agent systems
#real-time feedback
#learning progress tracking
#study material recommendations
...
Promote this Tool
Update this Tool
Agent4Edu
Agent4Edu, developed by USTC BigDataLab, is an open-source AI agent framework tailored for educational scenarios. It leverages natural language processing and knowledge graphs to deliver intelligent tutoring, generate homework exercises, analyze student performance, and provide personalized learning recommendations. With modular components and plugin support, instructors can customize teaching strategies, enable automated grading, and integrate with existing learning management systems, boosting engagement and learning outcomes.
AI Platforms & Frameworks
Education
#AI education
#curriculum automation
#personalized learning
#intelligent tutoring systems
#student performance analytics
#Automated Grading
#feedback automation
#learning management system integration
#data-driven insights
#adaptive learning
#exercise generation
#knowledge graph integration
#teacher workload reduction
#Customizable Prompts
#open-source education tools
#multi-agent systems
#real-time feedback
#learning progress tracking
#study material recommendations
...
Featured
What is Agent4Edu?
Agent4Edu is a Python-based AI agent framework designed to support teaching and learning through automated, intelligent interactions. It orchestrates multiple agents—such as question‐generation, feedback, and analytics agents—powered by large language models and domain knowledge graphs. Teachers can define curricula and knowledge sources, then deploy Agent4Edu to generate exercises, grade submissions, track learning progress, and recommend study materials. Its plugin architecture allows integration with popular LMS platforms via REST APIs or direct database connectors. Built-in tools for customizing prompts, fine-tuning models, and visualizing student performance make Agent4Edu a comprehensive solution for personalized, data-driven education.
Who will use Agent4Edu?
- K–12 and higher education teachers
- Educational content developers
- University researchers in AI and education
- Learning management system integrators
How to use the Agent4Edu?
- Step1: Clone the repository with `git clone https://github.com/bigdata-ustc/Agent4Edu.git`
- Step2: Install dependencies via `pip install -r requirements.txt`
- Step3: Configure your LLM provider API key or local model path in `config.yaml`
- Step4: Prepare your domain knowledge graph or CSV data and update `data/schema.json`
- Step5: Launch the core agent server with `python run_agent.py`
- Step6: Use provided REST endpoints or CLI to request tutoring, exercise generation, or grading
- Step7: Customize agent behavior by editing prompt templates in the `prompts/` folder
- Step8: Integrate with an LMS by enabling the adapter plugin in `plugins/` and deploying with Docker
Platform
- mac
- windows
- linux
Agent4Edu's Core Features & Benefits
The Core Features
- Intelligent tutoring through natural language queries
- Automated exercise and quiz generation
- Student performance analysis and reporting
- Personalized study path recommendations
- Knowledge graph integration for domain context
- Plugin architecture for LMS and custom adapters
- Automated grading and feedback generation
- Multi-agent orchestration framework
The Benefits
- Reduces teacher workload with automated content generation
- Improves student engagement via personalized learning
- Provides data-driven insights on learner progress
- Supports flexible customization and open-source contributions
- Seamlessly integrates with existing educational platforms
- Accelerates curriculum development and deployment
Agent4Edu's Main Use Cases & Applications
- Auto-generating homework exercises and quizzes in math or language courses
- Analyzing class performance trends and identifying learning gaps
- Providing on-demand, interactive Q&A tutoring for remote learners
- Deploying personalized study recommendations via LMS integration
- Automating grading and feedback for large-scale assignments
FAQs of Agent4Edu
Agent4Edu Company Information
- USTC BigDataLab
Agent4Edu Reviews
5/5
Agent4Edu's Main Competitors and alternatives?
- LangChain
- Rasa
- Microsoft Bot Framework
- OpenAI API
- Google Dialogflow
You may also like:
AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
AI-driven chatbot for top OnlyFans creators.
Aixbt is a tokenized AI Agent optimizing revenue across applications.
theGist AI Workspace unifies work apps with AI for improved productivity.
Generate brand visuals and copy using AI to boost e-commerce sales.
GPTConsole is an AI agent designed for streamlined conversation and task automation.
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
Nullify automates the entire AppSec program for security teams using AI-driven solutions.
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Langbase is an AI agent that generates and analyzes natural language content efficiently.
AiTerm: AI Terminal Assistant converting natural language to commands.
Generate intriguing facts effortlessly with our AI-powered tool.
Automate your job applications and find the perfect job with AI technology.
Intellika AI enables seamless automation of data analysis and reporting for businesses.
ScholarRoll helps students find and apply for scholarships easily.
OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
AI Agent CourseFactory streamlines course creation with intelligent automation.
PIPPIN is an AI agent that helps you write engaging stories with tailored narratives.
Tennr is an advanced AI agent facilitating personalized learning experiences and recommendations.
Illufly is an AI storyboarding agent converting scripts into illustrated slide decks using GPT-driven narratives and AI image generation.
A Python-based framework enabling creation and simulation of AI-driven agents with customizable behaviors and environments.
A Python-based multi-agent simulation framework enabling concurrent agent collaboration, competition and training across customizable environments.
Kwizie is an AI agent designed for personalized learning support and streamlined educational engagement.
An AI-powered adaptive cognitive training platform offering personalized gamified exercises to improve memory, attention, and executive functions.
Firsthand is an AI agent designed for personalized learning and knowledge enhancement.
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
TheLibrarian.io is an AI agent that assists users in managing and exploring information resources efficiently.
Tusk is a powerful AI agent that automates and enhances your workflows with intelligent insights.
Simulate technical coding interviews with ChatGPT, generating questions and providing real-time code evaluation and feedback.
Hands-on course teaching creation of autonomous AI agents with Hugging Face Transformers, APIs, and custom tool integrations.
An open-source tutorial series for building retrieval QA and multi-tool AI Agents using Hugging Face Transformers.
Eliza is a rule-based conversational agent simulating a psychotherapist, engaging users through reflective dialogue and pattern matching.
EduGPT delivers personalized AI tutoring with interactive Q&A, adaptive curriculum planning, and automated quiz generation for enhanced learning.
Devra is an AI Agent designed for personalized learning and research assistance.