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Get Started Free →hashgraph-online/adk-framework-adapters
ADK 框架适配层。为 LangChain / EINO / AutoGen / AgentScope / CrewAI 提供框架特定的 代码模板、惯用模式、API 映射和项目结构，供 agent-dev-workshop Phase 5 代码生成使用。 每个框架 reference 文件标注 verified_date 用于版本锁定。
Passed 20 of 22 test cases with the skill, and 7 of 22 without it.
and 16 more in the full report
13 fixed7 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
When defining tools for Alibaba's Python agent framework, developers might assume @tool decorators are used. What actual component class does the capability matrix specify for tool definitions?
| Checked | Without skill | With skill |
|---|---|---|
| The response identifies ServiceToolkit as the tool definition component for AgentScope | Missed | Passed |
The instructions your model reads when the skill loads.
为 AI Agent 代码生成提供框架特定的适配层。
agent-dev-workshop Phase 5 自动调用| 框架 | 语言 | 维护方 | Reference | 版本锁定 |
|---|---|---|---|---|
| LangChain / LangGraph | Python, TypeScript | LangChain Inc. | references/langchain.md | ✅ |
| EINO | Go | ByteDance | references/eino.md | ✅ |
| AutoGen | Python | Microsoft | references/autogen.md | ✅ |
| AgentScope | Python | Alibaba | references/agentscope.md | ✅ |
| CrewAI | Python | CrewAI Inc. | references/crewai.md | ✅ |
每个 reference 文件头部包含：
framework: langchain
version: "0.3.x"
verified_date: "2025-01-15"
使用规则:
verified_date 距今 ≤ 90 天 → 正常使用verified_date 距今 > 90 天 → 生成代码前提醒用户检查 API 变化/harness-audit 会检查所有 reference 文件的 staleness| 能力 | LangChain | EINO | AutoGen | AgentScope | CrewAI |
|---|---|---|---|---|---|
| ReAct Agent | ✅ AgentExecutor | ✅ ReactAgent | ✅ AssistantAgent | ✅ ReActAgent | ✅ Agent |
test cases passed, vs 7 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.