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Framework agents call the OpenAI Responses API regardless of the configured model

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  • #503 来自 @mikemikimike —— 已关闭，未合并

评估

难度
4/5
预计耗时
3-5 天
新手友好度
55/100
Issue 类型
缺陷
描述清晰度
基本清楚
活跃度
活跃
技术栈
python
领域
api, backend

调研方向

首先，在服务器缺少 OPENAI_API_KEY 的情况下，使用 examples/agents/93_openai_runner_hello_world.py 和 CONDUCTOR_AGENT_LLM_MODEL=anthropic/claude-sonnet-4-6 重现失败。阅读 conductor.ai Runner/framework-agent 路径，然后检查 execution 和 workflow 响应中的 Assistant_llm 和 reasonForIncompletion。完成标准是：example 路由到已配置的模型，或清楚地报告缺少的依赖项并以非零退出码退出。

由索引模型根据 Issue 内容生成。

描述

bug

In short: run one of the *_openai_runner_* examples with an Anthropic model against a server that has no OpenAI key, and it fails — because this code path always calls OpenAI, whatever model you configured. It then prints None and exits 0, so nothing notices.

Files: examples/agents/93_openai_runner_hello_world.py, 94_openai_runner_tools.py, 95_openai_runner_handoffs.py, 96_openai_runner_streaming.py (the conductor.ai Runner / framework-agent path)

Symptom

With no OPENAI_API_KEY in the server process's environment:

$ CONDUCTOR_AGENT_LLM_MODEL=anthropic/claude-sonnet-4-6 python examples/agents/93_openai_runner_hello_world.py
Framework agent 'Assistant' execution FAILED
None

Both 93 and 96 exit 0 despite failing, so exit-code-based tooling — including scripts/run_examples.sh — scores them green.

Cause

The framework-agent path calls the OpenAI Responses API regardless of the configured model. With an Anthropic model and no OpenAI key on the server, the Assistant_llm LLM_CHAT_COMPLETE task sends an empty key to OpenAI instead of routing to Anthropic:

Task execution failed: OpenAI Responses API call failed: Responses API failed with status 401:
{"error": {"message": "Incorrect API key provided: ''. You can find your API key at
https://platform.openai.com/account/api-keys.", "type": "invalid_request_error",
"param": null, "code": "invalid_api_key"}}

Read it back with:

curl -s localhost:8080/api/agent/executions?size=5
curl -s "localhost:8080/api/workflow/<executionId>?includeTasks=true"   # Assistant_llm -> reasonForIncompletion

Confirmed by changing only the server's environment, one server, everything else fixed:

Server env model result
no OPENAI_API_KEY anthropic/claude-sonnet-4-6 FAILED
no OPENAI_API_KEY anthropic/claude-opus-4-6 FAILED
OPENAI_API_KEY present anthropic/claude-sonnet-4-6 pass
OPENAI_API_KEY present anthropic/claude-opus-4-6 pass

Ruled out:

  • the client's environment — fails with the client key set, passes with it unset
  • langchain-anthropic being installed — passes with it uninstalled

Only the server's environment matters.

Fix

Either drop the OpenAI dependency when the target model is not OpenAI, or fail with a message naming the missing key. Silent failure with None and exit 0 is the worst outcome.

Verify

Start the server with no OPENAI_API_KEY, run 93 with an Anthropic model — it should either work or say why, and exit non-zero if it fails.

Note: These examples document CONDUCTOR_AGENT_LLM_MODEL=openai/gpt-4o (or anthropic/claude-opus-4-6), so a user following the Anthropic option with an Anthropic-only server hits this immediately.

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从这里开始

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  3. Fork 仓库，在一个分支上完成修改。
  4. 提交 Pull Request，并在描述里引用这个 Issue 编号。

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