adk-python
★ 22.0k
vs
GPTSwarm
★ 1.1k
adk-python vs GPTSwarm
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.; GPTSwarm: GPTSwarm is a graph-based framework for building LLM-based agents. It facilitates the customized and automatic self-organization of agent swarms with self-improvement capabilities.
01
TL;DR
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.
GPTSwarmMulti-Agent · ★ 1.1k
Complex question answering using agent swarms.
02
Side-by-Side Comparison
Field
adk-pythonGPTSwarmCategory
Multi-Agent
Multi-Agent
Stars
★ 22.0k
★ 1.1k
License
Apache-2.0
MIT
Install Command
pip install google-adk
pip install gptswarm
Updated
1d ago
8mo ago
Open Source
Yes
Yes
Tags
AI Agents, Python, Framework
LLM Agents, Graph Framework, Swarm Intelligence
03
Features
adk-python01Rich Tool Ecosystem
02Code-First Development
03Agent Config
04Modular Multi-Agent Systems
05Deploy Anywhere
GPTSwarm01Graph-based LLM agent construction.
02Customizable and automatic self-organization of agent swarms.
03Self-improvement capabilities for agent swarms.
04Modular library for environment, graph, LLM interface, memory, and optimization.
05Optimization of inter-agent connections for performance improvement.
04
Use Cases
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.
GPTSwarm↳Complex question answering using agent swarms.
↳Multi-modal analysis and summarization (e.g., image analysis).
↳Research and experimentation with LLM agent architectures and optimization.
05
Best For
adk-pythonMost PopularEssentialTrending
GPTSwarm—
FAQ
FAQ
What is the difference between adk-python and GPTSwarm?
Both adk-python and GPTSwarm are in the Multi-Agent category. adk-python has 22.0k stars, while GPTSwarm has 1.1k stars.
Which is better, adk-python or GPTSwarm?
The best choice depends on your use case. Choose adk-python if Building and deploying sophisticated AI agents from simple tasks to complex systems., and GPTSwarm if Complex question answering using agent swarms..
Is adk-python free or open source?
Yes, adk-python is open source on GitHub (Apache-2.0).
Is GPTSwarm free or open source?
Yes, GPTSwarm is open source on GitHub (MIT).
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