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create_agent with ProviderStrategy binds empty tools list and breaks OpenAI-compatible providers
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### Submission checklist
- [x] This is a bug, not a usage question.
- [x] I added a clear and descriptive title that summarizes this issue.
- [x] I used the GitHub search to find a similar question and didn't find it.
- [x] I am sure that this is a bug in LangChain rather than my code.
- [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package).
- [x] This is not related to the langchain-community package.
- [x] I posted a self-contained, minimal, reproducible example. A maintainer can copy it and run it AS IS.
### Package (Required)
- [x] langchain
- [x] langchain-openai
- [ ] langchain-anthropic
- [ ] langchain-classic
- [ ] langchain-core
- [ ] langchain-model-profiles
- [ ] langchain-tests
- [ ] langchain-text-splitters
- [ ] langchain-chroma
- [ ] langchain-deepseek
- [ ] langchain-exa
- [ ] langchain-fireworks
- [ ] langchain-groq
- [ ] langchain-huggingface
- [ ] langchain-mistralai
- [ ] langchain-nomic
- [ ] langchain-ollama
- [ ] langchain-openrouter
- [ ] langchain-perplexity
- [ ] langchain-qdrant
- [ ] langchain-xai
- [ ] Other / not sure / general
### Related Issues / PRs
With vLLM `v0.20.0+`, this consistently fails with an error equivalent to:
```text
`tools` must not be an empty array. Either provide at least one tool or omit the field entirely.
```
Related provider-side issue:
- vllm-project/vllm#39741
### Reproduction Steps / Example Code (Python)
```python
from pydantic import BaseModel
from langchain.agents import create_agent
from langchain_openai import ChatOpenAI
class MySchema(BaseModel):
answer: str
model = ChatOpenAI(
model="...",
base_url="http://openai-compatible-provider/v1",
api_key="test",
)
agent = create_agent(
model=model,
response_format=MySchema,
)
agent.invoke(
{"messages": [{"role": "user", "content": "hello"}]}
)
```
### Error Message and Stack Trace (if applicable)
```shell
{'error': ValueError('`tools` must not be an empty array. Either…
接入你的 Agent 之后,它会调用 POST /api/v1/claims 带上 6911 完成认领。
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