agentscope
★ 34.4k
vs
adk-python
★ 22.0k
agentscope vs adk-python
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.; 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
agentscopeMulti-Agent · ★ 34.4k
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+.
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.
02
Side-by-Side Comparison
Field
agentscopeadk-pythonCategory
Multi-Agent
Multi-Agent
Stars
★ 34.4k
★ 22.0k
License
Apache-2.0
Apache-2.0
Install Command
uv pip install agentscope
pip install google-adk
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
Agent Framework, Multi-Agent Systems, Large Language Models
AI Agents, Python, Framework
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.
adk-python01Rich Tool Ecosystem
02Code-First Development
03Agent Config
04Modular Multi-Agent Systems
05Deploy Anywhere
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.
adk-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
agentscopeMost PopularEssentialTrending
adk-pythonMost PopularEssentialTrending
FAQ
FAQ
What is the difference between agentscope and adk-python?
Both agentscope and adk-python are in the Multi-Agent category. agentscope has 34.4k stars, while adk-python has 22.0k stars.
Which is better, agentscope or adk-python?
The best choice depends on your use case. Choose agentscope if Developing multi-agent collaborative applications and strategic games., and adk-python if Building and deploying sophisticated AI agents from simple tasks to complex systems..
Is agentscope free or open source?
Yes, agentscope is open source on GitHub (Apache-2.0).
Is adk-python free or open source?
Yes, adk-python is open source on GitHub (Apache-2.0).
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