Connect LangChain to Gonka Broker

LangChain is a framework for building applications on top of language models. Its OpenAI chat-model integration accepts a custom base URL, so you can point it at Gonka Broker and build on open-source models — the only change from a standard OpenAI setup is the base URL, the key, and the model id.

The integration is the same in Python and JavaScript/TypeScript; only the package name and the constructor differ. Pick your language below.

Prerequisites

A Gonka API key (starts with gnk-prx-). See Create a Gonka API Key.
Python 3.9+ or Node.js 18+, depending on your stack.

Install the OpenAI integration package:

pip install langchain-openai

Point ChatOpenAI at Gonka Broker:

from langchain_openai import ChatOpenAI

llm = ChatOpenAI(
    model="moonshotai/Kimi-K2.6",
    base_url="https://proxy.gonkabroker.com/v1",
    api_key="gnk-prx-your-api-key",
)

response = llm.invoke("Say hello from Gonka Broker.")
print(response.content)

Install the OpenAI integration package:

npm install @langchain/openai

Point ChatOpenAI at Gonka Broker:

import { ChatOpenAI } from "@langchain/openai";

const llm = new ChatOpenAI({
  model: "moonshotai/Kimi-K2.6",
  apiKey: "gnk-prx-your-api-key",
  configuration: {
    baseURL: "https://proxy.gonkabroker.com/v1",
  },
});

const response = await llm.invoke("Say hello from Gonka Broker.");
console.log(response.content);

The model must match a Gonka-supported id exactly — for example moonshotai/Kimi-K2.6 or MiniMaxAI/MiniMax-M2.7 (see Supported Models). Once the model is configured, use it anywhere a LangChain chat model goes — chains, agents, and LCEL pipelines all work unchanged.

Verify

Run the snippet above. A printed reply confirms LangChain is reaching Gonka Broker through your key.

Troubleshooting

401 / invalid API key — wrong or paused key. Create a fresh one from Create a Gonka API Key.
Model not found / unsupported — the model must match a model Gonka Broker serves exactly (see Supported Models).
Connection errors — confirm the base URL is exactly https://proxy.gonkabroker.com/v1.
Visible <think> reasoning in the output — reasoning models such as MiniMaxAI/MiniMax-M2.7 emit their thinking inline, which LangChain returns verbatim in content (wrapped in <think>…</think>). The example uses moonshotai/Kimi-K2.6, which returns clean text; strip the <think> block yourself if you prefer a reasoning model.