agentscope
★ 33.7k
vs
lumen
★ 90
agentscope vs lumen
agentscope: AgentScope is a production-ready, easy-to-use agent framework designed for increasingly agentic LLMs. It offers essential abstractions, built-in support for finetuning, and flexible multi-agent orchestration for various deployment environments.; lumen: Lumen is an open-source, AI-first Learning Management System (LMS) designed as a portfolio piece for agentic-AI engineering. It features a custom orchestrator for multi-agent systems, retrieval-augmented generation (RAG), and rigorous evaluation capabilities.
01
TL;DR
agentscopeMulti-Agent · ★ 33.7k
When to choose:
- You want composable Python 3.11+ building blocks (ReAct loop, toolkit, pipelines, A2A, realtime voice) with bilingual documentation.
- You use Chinese model providers (DashScope, DeepSeek, Volcengine) alongside global APIs under an Apache-2.0 license.
When to skip:
- You rely on v1.x AgentScope code and do not want to migrate to the redesigned v2.0 architecture.
- You need Python 3.10 or .NET support; AgentScope 2.0 requires Python 3.11+.
lumenMulti-Agent · ★ 90
Showcasing production-grade agentic-AI engineering work and multi-agent system capabilities.
02
Side-by-Side Comparison
Field
agentscopelumenCategory
Multi-Agent
Multi-Agent
Stars
★ 33.7k
★ 90
License
Apache-2.0
GPL-3.0
Install Command
uv pip install agentscope
git clone https://github.com/ahmedEid1/lumen.git && cd lumen && cp .env.example .env && docker compose up && make migrate && make seed
Updated
1d ago
4mo ago
Open Source
Yes
Yes
Tags
Agent Framework, Multi-Agent Systems, Large Language Models
Multi-Agent Systems, Retrieval-Augmented Generation (RAG), Learning Management System (LMS)
03
Features
agentscope01Easy-to-use with built-in ReAct agents, tools, and human-in-the-loop steering.
02Extensible with broad ecosystem integrations, MCP, and A2A protocol support.
03Production-ready for local, serverless, or Kubernetes deployments with OTel support.
04Voice-enabled agents capable of speech understanding and response.
05Seamless integration with Reinforcement Learning for agent tuning.
lumen01AI tutor with course-scoped retrieval-augmented generation and per-claim citations.
02Multi-modal content ingestion from URLs (YouTube, Notion, Google Docs) for course creation.
03AI-assisted authoring process with self-critique for creating lessons and quizzes.
04Production-grade observability with detailed agent traces, LLM call logging, and cost metering.
05Personalized learning-path agent that generates and adapts multi-course study plans.
04
Use Cases
agentscope↳Developing multi-agent collaborative applications and strategic games.
↳Building agents with advanced tool-use capabilities and multi-step reasoning.
↳Tuning agent performance using Reinforcement Learning for continuous improvement.
lumen↳Showcasing production-grade agentic-AI engineering work and multi-agent system capabilities.
↳Creating, delivering, and managing AI-powered educational courses and learning paths.
↳Rigorously evaluating LLM agent performance, cost, and adherence to specific criteria.
↳Integrating multi-agent LMS functionalities with external AI assistants like Claude Desktop via MCP.
05
Best For
agentscopeMost PopularEssentialTrending
lumen—
FAQ
FAQ
What is the difference between agentscope and lumen?
Both agentscope and lumen are in the Multi-Agent category. agentscope has 33.7k stars, while lumen has 90 stars.
Which is better, agentscope or lumen?
The best choice depends on your use case. Choose agentscope if Developing multi-agent collaborative applications and strategic games., and lumen if Showcasing production-grade agentic-AI engineering work and multi-agent system capabilities..
Is agentscope free or open source?
Yes, agentscope is open source on GitHub (Apache-2.0).
Is lumen free or open source?
Yes, lumen is open source on GitHub (GPL-3.0).
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