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Errors OpenRouter reports in a 200 response body are stringified rather than classified
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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)
- [ ] langchain
- [ ] 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
- [x] langchain-openrouter
- [ ] langchain-perplexity
- [ ] langchain-qdrant
- [ ] langchain-xai
- [ ] Other / not sure / general
### Related Issues / PRs
* #39538 — added the standard model exception types this asks for (merged).
* #39884 — draft classifying `ChatOpenRouter` errors from **raised SDK exceptions**; its diff does not touch the body-borne sites below, so the two are complementary.
* #40362 — the same defect in `langchain-openai`, from a different direction.
### Reproduction Steps / Example Code (Python)
```python
import json
import threading
from http.server import BaseHTTPRequestHandler, HTTPServer
from langchain_core.exceptions import ModelError
# What OpenRouter sends for an upstream fault: HTTP 200, error in the body.
STREAM_CHUNK = {
"id": "gen-1", "object": "chat.completion.chunk", "created": 1, "model": "x/y",
"choices": [], "error": {"code": 502, "message": "Provider returned error"},
}
COMPLETION = {
"id": "gen-1", "object": "chat.completion…
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