Embeddings - Python SDK

Embeddings method reference

The Python SDK and docs are currently in beta. Report issues on GitHub.

Overview

Text embedding endpoints

Available Operations

generate

Submits an embedding request to the embeddings router

Example Usage

1from openrouter import OpenRouter
2import os
3
4with OpenRouter(
5 http_referer="<value>",
6 x_open_router_title="<value>",
7 x_open_router_categories="<value>",
8 api_key=os.getenv("OPENROUTER_API_KEY", ""),
9) as open_router:
10
11 res = open_router.embeddings.generate(input="<value>", model="Taurus")
12
13 # Handle response
14 print(res)

Parameters

ParameterTypeRequiredDescription
inputoperations.InputUnion✔️N/A
modelstr✔️N/A
http_refererOptional[str]The app identifier should be your app’s URL and is used as the primary identifier for rankings.
This is used to track API usage per application.
x_open_router_titleOptional[str]The app display name allows you to customize how your app appears in OpenRouter’s dashboard.
x_open_router_categoriesOptional[str]Comma-separated list of app categories (e.g. “cli-agent,cloud-agent”). Used for marketplace rankings.
encoding_formatOptional[operations.EncodingFormat]N/A
dimensionsOptional[int]N/A
userOptional[str]N/A
providerOptional[components.ProviderPreferences]Provider routing preferences for the request.
input_typeOptional[str]N/A
retriesOptional[utils.RetryConfig]Configuration to override the default retry behavior of the client.

Response

operations.CreateEmbeddingsResponse

Errors

Error TypeStatus CodeContent Type
errors.BadRequestResponseError400application/json
errors.UnauthorizedResponseError401application/json
errors.PaymentRequiredResponseError402application/json
errors.NotFoundResponseError404application/json
errors.TooManyRequestsResponseError429application/json
errors.InternalServerResponseError500application/json
errors.BadGatewayResponseError502application/json
errors.ServiceUnavailableResponseError503application/json
errors.EdgeNetworkTimeoutResponseError524application/json
errors.ProviderOverloadedResponseError529application/json
errors.OpenRouterDefaultError4XX, 5XX*/*

list_models

Returns a list of all available embeddings models and their properties

Example Usage

1from openrouter import OpenRouter
2import os
3
4with OpenRouter(
5 http_referer="<value>",
6 x_open_router_title="<value>",
7 x_open_router_categories="<value>",
8 api_key=os.getenv("OPENROUTER_API_KEY", ""),
9) as open_router:
10
11 res = open_router.embeddings.list_models()
12
13 # Handle response
14 print(res)

Parameters

ParameterTypeRequiredDescription
http_refererOptional[str]The app identifier should be your app’s URL and is used as the primary identifier for rankings.
This is used to track API usage per application.
x_open_router_titleOptional[str]The app display name allows you to customize how your app appears in OpenRouter’s dashboard.
x_open_router_categoriesOptional[str]Comma-separated list of app categories (e.g. “cli-agent,cloud-agent”). Used for marketplace rankings.
retriesOptional[utils.RetryConfig]Configuration to override the default retry behavior of the client.

Response

components.ModelsListResponse

Errors

Error TypeStatus CodeContent Type
errors.BadRequestResponseError400application/json
errors.InternalServerResponseError500application/json
errors.OpenRouterDefaultError4XX, 5XX*/*