langchain-topxai
LangChain chat model for TopxAI, an API gateway that serves Claude, GPT, Grok, GLM, Kimi and DeepSeek models through one OpenAI-compatible endpoint at fixed USD prices per route.
Installation
pip install -U langchain-topxai
Create a key at https://ai.topxea.com/keys and set it:
export TOPXAI_API_KEY="your-api-key"
Chat models
from langchain_topxai import ChatTopxAI
model = ChatTopxAI(model="kimi-k3.1-pro")
model.invoke("Sing a ballad of LangChain.")
model takes any text model id from https://ai.topxea.com/pricing, for example claude-sonnet-5-5, gpt-6.1-sol, grok-4.7, kimi-k3.1-pro or deepseek-flash-Abliterated. ChatTopxAI builds on langchain-openai's BaseChatOpenAI and always calls the Chat Completions API: streaming, async calls, tool calling, structured output and token usage work as they do there. For TopxAI's Responses API, use ChatOpenAI from langchain-openai with base_url="https://ai.topxea.com/v1" and use_responses_api=True.
When a model returns reasoning text in the Chat Completions reasoning_content field, ChatTopxAI puts it in additional_kwargs["reasoning_content"], also when streaming:
msg = ChatTopxAI(model="deepseek-flash-Abliterated").invoke("What is 17 * 3?")
msg.additional_kwargs.get("reasoning_content")
Kimi K3.1 Pro uses always-on reasoning; omit sampling controls such as temperature. See its model guide for supported parameters.
with_structured_output uses JSON Schema by default (method="json_schema", as in ChatOpenAI). Keep the default for the Claude models (claude-sonnet-5-5, claude-opus-5-5, claude-fable-5-1): they do not accept a forced tool call, so method="function_calling" fails for them.
The catalogue was checked on 2026-10-25. kimi-k3, deepseek-flash and deepseek-v4-pro are retired and are rejected; they are not aliases. GLM-5.3-Abliterated and deepseek-flash-Abliterated are private deployments. Check the live catalogue and the model page for current capabilities and prices; support varies by model.
Configuration
| Argument | Environment variable | Default |
|---|---|---|
api_key |
TOPXAI_API_KEY |
none; required. OPENAI_API_KEY is never read. |
base_url |
TOPXAI_API_BASE |
https://ai.topxea.com/v1 |
Links
- Guide: https://ai.topxea.com/docs/use-topxai-with-langchain
- Models and prices: https://ai.topxea.com/pricing
- API reference: https://ai.topxea.com/docs/api-reference
Development
make tests # unit tests, no network
make integration_tests # LangChain standard integration tests, needs TOPXAI_API_KEY
make lint type
MIT licensed. Maintained by TopXEA, the operator of TopxAI.
Metadata
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