Using OpenRouter With LangChain: ChatOpenRouter Setup Guide
The LangChain integration now has a dedicated package: langchain-openrouter on PyPI and @langchain/openrouter on npm. Most guides still teach the old ChatOpenAI base_url override.
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The LangChain integration now has a dedicated package: langchain-openrouter on PyPI and @langchain/openrouter on npm. Most guides still teach the old ChatOpenAI base_url override.
The same model behaves differently across provider endpoints. Infrastructure, quantization, load handling, and routing defaults all change the result.
The image catalog covers ten labs and the slugs change monthly. Here's how to narrow it down by job, parameter support, and price, plus what each Image API error message means and how to fix it.
Define a taxonomy and a small model tags every generation in your workspace by department, task type, or agent complexity. Filter your logs and group your Activity analytics by the results.
Send base64 audio to POST /api/v1/audio/transcriptions and get JSON text plus a usage object back, with the same API key you already use for chat. Here's the full request contract, the model families, and the limits to design around.
Your agent sends the same system prompt, tool definitions, and schemas on every turn. Cache reads cost 0.1x to 0.5x of fresh input, but only if the next request lands on the provider holding the warm cache.
Chat, image generation, embeddings, and transcription usually mean four SDKs, four bills, and four auth schemes. On OpenRouter every modality runs through one base URL: you change the model string and the content type, and the same routing...
DeepSeek is one model served by 16 providers, at prices that vary by about 4x and throughput from 4 to 57 tokens per second. Here's what routing that spread through one slug actually buys you, and when going direct is the better call.
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