AgentIndex icon
AgentIndex
lumen logo
lumen
★ 90
vs
adk-python logo
adk-python
★ 22.0k

lumen vs adk-python

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.; adk-python: ADK (Agent Development Kit) is an open-source, code-first Python framework designed for building, evaluating, and deploying sophisticated AI agents with high flexibility and control. It simplifies the creation and orchestration of agent workflows, supporting everything from simple tasks to complex multi-agent systems, while being model and deployment agnostic.

01

TL;DR

lumen logo
lumenMulti-Agent · ★ 90

Showcasing production-grade agentic-AI engineering work and multi-agent system capabilities.

Read lumen full review →
adk-python logo
adk-pythonMulti-Agent · ★ 22.0k
When to choose:
  • You want Google's Apache-2.0, code-first toolkit with graph workflows, multi-agent hierarchies, a built-in dev UI, and evaluation tooling.
  • Your team deploys on Google Cloud (Cloud Run or Vertex AI Agent Engine) or works across Python and ADK's other language editions.
When to skip:
  • Your infrastructure is centred on Azure and .NET; Microsoft Agent Framework is tailored to that stack.
  • You want a visual low-code workflow builder rather than writing Python code; n8n or Activepieces fit better.
Read adk-python full review →
02

Side-by-Side Comparison

Field
lumen logolumen
adk-python logoadk-python
Category
Multi-Agent
Multi-Agent
Stars
★ 90
★ 22.0k
License
GPL-3.0
Apache-2.0
Install Command
git clone https://github.com/ahmedEid1/lumen.git && cd lumen && cp .env.example .env && docker compose up && make migrate && make seed
pip install google-adk
Updated
4mo ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Multi-Agent Systems, Retrieval-Augmented Generation (RAG), Learning Management System (LMS)
AI Agents, Python, Framework
03

Features

lumen logolumen
01AI 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.
adk-python logoadk-python
01Rich Tool Ecosystem
02Code-First Development
03Agent Config
04Modular Multi-Agent Systems
05Deploy Anywhere
04

Use Cases

lumen logolumen
↳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.
adk-python logoadk-python
↳Building and deploying sophisticated AI agents from simple tasks to complex systems.
↳Orchestrating complex agent workflows with flexibility and control.
↳Designing and implementing scalable modular multi-agent systems.
05

Best For

lumen logolumen
—
adk-python logoadk-python
Most PopularEssentialTrending
FAQ

FAQ

What is the difference between lumen and adk-python?
Both lumen and adk-python are in the Multi-Agent category. lumen has 90 stars, while adk-python has 22.0k stars.
Which is better, lumen or adk-python?
The best choice depends on your use case. Choose lumen if Showcasing production-grade agentic-AI engineering work and multi-agent system capabilities., and adk-python if Building and deploying sophisticated AI agents from simple tasks to complex systems..
Is lumen free or open source?
Yes, lumen is open source on GitHub (GPL-3.0).
Is adk-python free or open source?
Yes, adk-python is open source on GitHub (Apache-2.0).
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
→

Related

Alternatives to lumen →Alternatives to adk-python →lumen details →adk-python details →adk-python vs Pydantic AI →adk-python vs agent-framework →