Agent Development Kit (ADK) vs LangChain
Side-by-side comparison of two AI agent tools
Short answer
- LangChain is growing faster: +141 GitHub stars in the last 30 days vs +80 for Agent Development Kit (ADK).
- Pick Agent Development Kit (ADK) for: an open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents. Pick LangChain for: the agent engineering platform.
From GitHub data refreshed daily.
A
Agent Development Kit (ADK)open-source
An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
LangChainopen-source
The agent engineering platform
Metrics
| Agent Development Kit (ADK) | LangChain | |
|---|---|---|
| Stars | 21.7k | 18.2k |
| Star velocity /mo | 80 | 141.3157894736842 |
| Commits (90d) | 1.4k | 188 |
| Releases (6m) | 10 | 10 |
| Downloads (30d, npm + PyPI) | 9.9M | 12.1M |
| Overall score | 0.7381542662312423 | 0.6890796848024454 |
Pros
- +模型互操作性强,支持轻松切换不同LLM模型,适应技术发展变化
- +集成生态丰富,提供大量模型提供商、工具和向量存储的现成集成
- +生产就绪特性完备,内置监控、评估和调试支持,便于部署可靠的应用
Cons
- -框架抽象层可能引入额外的性能开销和复杂性
- -依赖众多外部服务和集成,可能存在版本兼容性问题
- -对于简单LLM调用场景可能过于复杂,学习曲线较陡峭
Use Cases
- •构建需要实时数据增强的RAG应用,连接多种数据源和外部系统
- •快速原型开发LLM应用,测试不同模型和工作流而无需重构
- •开发复杂的代理系统和可控制的AI工作流程,支持多步骤推理
FAQ
- Which is more popular, Agent Development Kit (ADK) or LangChain?
- Agent Development Kit (ADK) has more GitHub stars (21,696 vs 18,245).
- Which is more actively developed, Agent Development Kit (ADK) or LangChain?
- Agent Development Kit (ADK) had more commits in the last 90 days (1,402 vs 188).
- Should I use Agent Development Kit (ADK) or LangChain?
- Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.