Configure your SDKs

Getting started

Create the perfect SDK for your API and your users by configuring the Stainless Generator

Stainless automatically generates idiomatic yet flexible SDKs for your API. But every API is different. Create the perfect SDK for your API and your users by configuring the Stainless Generator.

When you first generate an SDK with Stainless, we create a reasonable draft configuration for you. You can see and edit it in the SDK Studio.

Core Concepts

You configure the code structure and names in your SDK by defining methods, models, and resources in the resources section of your Stainless config.

A method is a function that makes an API request.
A model represents a type that can be reused throughout your SDKs.
A resource is a collection of functions and methods. It translates to a class in the SDKs for most languages.
A resource can also contain nested subresources with their own methods, models, and subresources.

Here’s a simple SDK usage example for a todo list API. It’s annotated to show how methods, models, and resources from your Stainless config correspond to entities in your SDK. (We’ll look at the config itself next.)

import { Task, TodoNinja } from "todo-ninja";

const client = new TodoNinja()

// from `tasks` resource ┐
// │
// V
const item: Task = client.tasks.create({
// ^ ^
// | |
// | └ from `create` method
// |
// └ from `task` model
name: "Grocery shopping",
deadline: "2025-05-01"
});

// from `tags` subresource of `tasks`
// │
// V
client.tasks.tags.list(task_id)

from todo_ninja import Task, TodoNinja

client = TodoNinja()

#        from `tasks` resource
#                    │        ┌ from `create` method
#                    |        |
#                    V        V
item: Task = client.tasks.create(
#      ^
#      |
#      └ from `task` model
    name="Grocery shopping",
    date=date.fromisoformat("2025-05-01"),
)

# from `tags` subresource of `tasks`
#             │
#             V
client.tasks.tags.list(task_id)

client := todoninja.NewClient()

var task\* todoninja.Task // from `task` model
var err error
// from `tasks` resource
// |
// V
task, err = client.Tasks.New(context.TODO(), todoninja.TaskNewParams{
// ^
// └ from `create` method (more on method names below)
Deadline: todoninja.Time(time.Now()),
Name: "Grocery shopping",
})

// from `tags` subresource of `tasks`
// |
// V
client.Tasks.Tags.List(context.TODO(), task_id)

Now let’s see how the tasks resource, create method, and task model are defined in the Stainless config. We’ll just look at the resources section of the config for now:

# Stainless config
organization:
  ...
resources:
  tasks:
    models:
      task: "#/components/schemas/Task" # Points to OpenAPI spec
    methods:
      create: post /v1/tasks
      ...
    subresources:
      tags:
        methods:
          list: get /v1/tasks/{id}/tags
...

:::note

For more details on the other config sections, see below or consult the Stainless config reference.

:::

There are three things to notice here:

Names in your SDK are derived from the names in your Stainless config. The generator transforms these names to match each language’s naming convention. For example, the task model becomes a Task type in Python and TypeScript. Similarly, a blog_post model would be renamed BlogPost in those languages.

Method names in Go
The Go SDK generator goes one step further. To follow Go’s naming conventions, it translates the methods create and retrieve to the function names New and Get, respectively.
Methods are mapped to API calls, so the create function in the examples above will send a POST request to /v1/tasks.
Models in the Stainless config are mapped to schemas defined in the OpenAPI spec. In this example, the task model in the Stainless config points to the Task schema, which defines the name and deadline properties in the SDK:

# OpenAPI Spec
components:
  schemas:
    Task:
      type: object
      properties:
        name:
          type: string
        deadline:
          type: string
          format: date

Resources

[reference]

We’ve already seen that a resource is a group of logically related methods, models, and subresources. Resources in your SDK typically correspond to REST resources in your API, but you can reorganize them depending on their intended usage.

Consider the following:

resources:
  accounts:
    models:
      account: "#/components/schemas/Account"
    methods:
      list: get /accounts
      create: post /accounts
      retrieve: get /accounts/{account_id}
      delete: delete /accounts/{account_id}
      update: put /accounts/{account_id}
    subresources:
      friends:
        models:
          friends: "#/components/schemas/Friends"
        methods:
          list: get /accounts/{account_id}/friends
          create: post /accounts/{account_id}/friends
          delete: delete /accounts/{account_id}/friends/{friend_id}

In this example, we have an accounts resource and an accounts.friends resource nested within. The resulting SDK usage is:

account = client.accounts.create(...)
friends = client.accounts.friends.list(...)

Depending on the constraints and how you want your users to reason about your API, you may want to restructure the resources to look like:

resources:
  accounts:
    models:
      account: "#/components/schemas/Account"
      friends: "#/components/schemas/Friends" # Moved here
    methods:
      list: get /accounts
      create: post /accounts
      retrieve: get /accounts/{account_id}
      delete: delete /accounts/{account_id}
      update: put /accounts/{account_id}
      # Below items were moved here and renamed
      list_friends: get /accounts/{account_id}/friends
      add_friend: post /accounts/{account_id}/friends
      remove_friend: delete /accounts/{account_id}/friends/{friend_id}

That resulting SDK usage is:

account = client.accounts.create(...)
friends = client.accounts.listFriends(...)

Which approach is better is ultimately up to how you want the user to reason about your API. In general, a good resource is a conceptually distinct, representational object in your API.

You can also put methods at the client level by placing them under the special resource $client. If your resources looks like:

resources:
  $client:
    methods:
      health: get /health

Then the SDK usage would be:

health = client.health()

Models

[reference]

A model maps a schema in your OpenAPI spec to a type in your SDK. If you want a schema to be represented by the same type throughout your SDK, you should define a model for it.

For example, consider this snippet of a Stainless config:

# Stainless config
resources:
  accounts:
    methods:
      list: get /accounts
      create: post /accounts
      retrieve: get /accounts/{account_id}

By default, the Stainless generator creates methods with roughly the following signatures, even if they all reference the same #/components/schemas/Account in their response. (Note the return types.)

class Accounts extends APIResource {
    list(...): AccountListResponse[];
    create(...): AccountCreateResponse;
    retrieve(...): AccountRetrieveResponse;
}

// usage:
const account: AccountRetrieveResponse = client.accounts.retrieve()

Let’s see what happens when we define an account model in the accounts resource:

resources:
  accounts:
    models:
      account: "#/components/schemas/Accounts"
    methods:
      list: get /accounts
      create: post /accounts
      retrieve: get /accounts/{account_id}

Now the Stainless generator will create these methods:

class Accounts extends APIResource {
    list(...): Account[];
    create(...): Account;
    retrieve(...): Account;
}

// usage:
const account: Account = client.accounts.retrieve()

Configuring a Model

A model doesn’t have to use a schema from #/components/schemas/*. It can refer to a schema anywhere in your OpenAPI spec using a full JSON Reference from the root.

For schemas under #/components/schemas/*, you don’t need to specify the whole JSON reference; you can just use the last path segment. For example, in the Stainless config example above, instead of

models:
  account: "#/components/schemas/Accounts"

you could use:

models:
  account: Accounts

:::note Your schemas could have $refs, or be entirely inline, or a mix of both---it won’t affect the names that we use. This means you can refactor your OpenAPI spec without worrying about breaking changes. :::

The model configuration can also accept more options, if you need them. Please check out our full reference docs here.

When to Define a Model

In general, you should define models for the “nouns” in your API: the objects your API operations create, read, update, and delete. But there aren’t hard and fast rules about which schemas you should define models for.

For example, suppose your OpenAPI spec defines User and Address schemas, and a User has a nested Address property. Whether you should define a model for Address depends on how it’s used in your API.

These rules of thumb can help you decide when to define a model:

Each resource in your Stainless config should have a corresponding model. In the example above, accounts includes an account model.
Use the “rule of three”: if a schema is used in three or more places in your OpenAPI spec, it should probably be a model.
Exception:
Don’t define a model if you expect these uses to diverge later, to avoid breaking changes to your SDK. Let’s say you have a pet store API with Dog and Cat schemas that includes a careInstructions property. Right now careInstructions only includes the pet’s meal schedule, but eventually the careInstructions property on dogs might also include their walk schedule. If we define a CareInstructions model, the SDK will look like this:
```
type Dog {
  ...
  care_instructions: CareInstructions
}

type Cat {
  ...
  care_instructions: CareInstructions
}

type CareInstructions {
  daily_meals: number
}
```
We’re better off not defining a model, so the SDK looks like this:
```
type Dog {
  ...
  care_instructions: { daily_meals: number }
}

type Cat {
  ...
  care_instructions: { daily_meals: number }
}
```
Pay attention to the suggestions from the autoguesser and diagnostics in SDK Studio. The autoguesser will try to define models where appropriate, and SDK Studio will make suggestions about schemas that could be defined as models.
Most importantly, use your best judgment. Define a model whenever it will make your SDK more usable and more readable, even if it violates these rules of thumb.

Shared Models

In general, a model belongs under the most closely related resource, and each resource should have at least one model. All of our SDKs are designed so that you can put a model where it most logically belongs without worrying about dependency issues.

There are cases where a model doesn’t belong under one resource. A common example of that might be something like #/components/schemas/Address or #/components/schemas/Contact. We have a special resource called $shared where these kinds of models should be defined.

resources:
  $shared:
    models:
      address: "#/components/schemas/Address"
      contact: "#/components/schemas/Contact"

Methods

[reference]

Methods in the Stainless config translate to functions in your SDK that make API calls. Usually, you only need to specify the endpoint the function will call (including HTTP method):

resources:
  accounts:
    methods:
      list: get /accounts

You can include more properties to configure the method in more detail:

resources:
  accounts:
    methods:
      list:
        type: http
        endpoint: get /accounts
        deprecated: Use the /user endpoint instead

For standard CRUD operations, we recommend using these common method names: create, update, delete, retrieve, and list.

Authentication

[reference]

The Stainless Generator defines your SDK’s authentication using the #/security and #/components/securitySchemes particulars from your OpenAPI spec. By default, Stainless SDKs are set to authenticate using an environment variable:

client_settings:
  opts:
    auth_token:
      type: string
      # Whether this client option is required to instantiate the client:
      nullable: false
      # Whether this value should be read from an env:
      read_env: ORG_AUTH_TOKEN
      auth: { security_scheme: BearerAuth }

# optional, overrides the OpenAPI spec's top-level security key, required if it isn't present
security:
  - BearerAuth: []

For more complicated authentication schemes, or should the Stainless Generator fail to configure yours correctly, see the examples below.

The Stainless generator uses the top-level security as the security configuration supported by the SDKs, but you may want to specify a different combination of security than the one used in your OpenAPI spec. The security and security_schemes in the Stainless config overrides the values in the spec.

HTTP Bearer Authorization: Bearer <bearer-token>

The HTTP Bearer authentication method is configured like so:

# OpenAPI
components:
  security_schemes:
    MyBearerAuth:
      type: http
      scheme: bearer
      # optional, documentation purpose only
      bearerFormat: JWT

security:
  - MyBearerAuth: {}

# Stainless config
client_settings:
  opts:
    my_bearer_token: # or `token`, `bearer_token`, `api_key`, etc.
      type: string
      read_env: ORG_BEARER_TOKEN
      auth: { security_scheme: MyBearerAuth }

HTTP Basic Authorization: Basic <base64(username:password)>

The HTTP Basic authentication method is configured like so:

# OpenAPI
components:
  security_schemes:
    MyBasicAuth:
      type: http
      scheme: basic

security:
  - MyBasicAuth: {}

# Stainless config
client_settings:
  opts:
    my_username:
      type: string
      read_env: ORG_MY_USERNAME_TOKEN
      auth: { security_scheme: MyBasicAuth, role: "username" }
    my_password:
      type: string
      read_env: ORG_MY_PASSWORD_TOKEN
      auth: { security_scheme: MyBasicAuth, role: "password" }

API Key <Header>: <API Key>

An API key in a header authentication method is configured like so:

# OpenAPI
components:
  security_schemes:
    MyApiKeyAuth:
      type: apiKey
      name: My-Api-Key
      in: header

security:
  - MyApiKeyAuth: {}

# Stainless config
client_settings:
  opts:
    my_api_key: # or `token`, `auth_token`, etc.
      type: string
      read_env: ORG_API_KEY_TOKEN
      auth: { security_scheme: MyApiKeyAuth }

Optional Auth

To specify that you accept no authentication, declare a security configuration with no properties like so:

security:
  - BearerAuth: {}
  - {}

OAuth2

Stainless doesn’t generate code to handle initial OAuth authorization or token management for you. To handle authorization and managing tokens, you typically want to point your users to one of the existing OAuth SDKs here. We expect to offer out-of-the-box codegen support for OAuth in the future. Please reach out if this is of interest.

Stainless does support endpoints that use OAuth-generated access tokens for authorization. In most cases, you just need to update your Stainless configuration to specify that authentication is happening via Bearer Authentication.

securitySchemes:
  OAuth2:
    type: oauth2
    description: OAuth2 security scheme
    flows:
      authorizationCode:
        authorizationUrl: https://my_auth_url.com/
        tokenUrl: https://my_token_url.com/
        scopes:
          read_only: read only
          write_only: write only

# Stainless config

client_settings:
  opts:
    access_token:
      type: string
      auth:
        security_scheme: BearerAuth
      read_env: MY_TEAM_ACCESS_TOKEN

security:
  - BearerAuth: []

security_schemes:
  BearerAuth:
    type: http
    scheme: bearer

Please reach out if you need help supporting your configuration.

`README.md` configuration

[reference]

We currently support configuration of the various code snippets in the README.md of a generated SDK.

readme:
  example_requests:
    default:
      type: request
      endpoint: post /cards
      params:
        type: SINGLE_USE
    headline:
      type: request
      endpoint: put /cards
      params:
        type: SINGLE_USE
        account_id: 123
    pagination:
      type: request
      endpoint: get /cards
      params:
        limit: 30

The headline example is the first usage of the API that your users see in the README.md, so it should be the most ‘important’ endpoint in your API.

The pagination example is required if you have configured pagination, and should point to a paginated endpoint.

The default example is inherited by all other example requests, though you can manually override them if there is a need to do so. Because of this, we suggest that you choose the most ‘standard’ endpoint in your API.

Pagination

[reference]

Configuring pagination with Stainless SDKs generates a helper to fetch the next page and an auto-iterator to easily loop through items in your API. The helper makes it easy to manually paginate when needed and the auto-iterator makes consuming a list as natural as a for loop, with the iterator automatically fetching the next page when needed:

const iter: OffsetPage<Account> = await client.accounts.list()

for await (const account in iter) {
  if (account.name === 'Michael') {
    console.log(account.id)
  }
}

Pagination Scheme

To configure pagination, you need to first define a pagination scheme. A pagination scheme is closely related to the pagination class that is generated in the SDKs, and is made up of:

pagination:
  - name: <name of page class>
    type: <offset, cursor, cursor_id, page_number, etc.>
    request:
      <name of request parameter>: <schema of request parameter>
    response:
      <name of response field>: <schema of response field>
    param_location: <query, body> # optional, defaults to query

the type of pagination (offset, cursor, cursor_id, etc…)
the parameters in the request
the fields in the response that you expect to see on every paginated method of this type
the location in the request where the pagination parameters should be set

The request and response sections are used to generate the pagination classes which depending on the language is represented as a generic class, interface, or object. They should respectively contain keys of the request parameters and response JSON in your API, for example in the header, query, or the body.

You should include request parameters that are necessary for pagination, such as page_number, page_size, after, limit, and properties that should always be present in the response, like data or items (which contains the list of elements you have).

You may also include parameters that aren’t strictly necessary for pagination to work. For example, it might be appropriate to add a request parameter like sort_by, which might be an enum of the ways you can sort across your API.

Pagination Type

The first step in configuring pagination is to define the type of pagination your API is using. The types of pagination Stainless supports are:

offset: A simple pagination scheme that uses an offset (the number of entries to skip) and limit (number of elements to fetch) to paginate through a list of items.
page_number: Similar to offset pagination, but instead of an offset, which indexes on the items, page_number indexes on chunks of elements to skip.
cursor: A pagination scheme that uses a cursor (a string or a number to indicate the element to start from) to paginate through a list of items.
cursor_id: Similar to cursor pagination, but the cursor comes from an id property of the response items.
cursor_url: A pagination scheme that simply returns a URL to fetch from to retrieve the next page of results.

:::note

If you haven’t yet built pagination for your API and are unsure which type of pagination to use, we recommend using cursor_id pagination as it is typically more robust and performant than offset or page number pagination.

:::

Cursor ID Pagination

pagination:
  - name: my_cursor_id_page
    type: cursor_id
    request:
      starting_after:
        type: string
        x-stainless-pagination-property:
          purpose: next_cursor_id_param
      ending_before:
        type: string
        x-stainless-pagination-property:
          purpose: previous_cursor_id_param
      limit:
        type: integer
    response:
      my_data:
        type: array
        items:
          type: object
          properties:
            id:
              type: string
              x-stainless-pagination-property:
                purpose: cursor_item_id
          required:
            - id

Example OpenAPI Specification

openapi: 3.1.0
paths:
  /accounts:
    get:
      parameters:
        - name: starting_after
          in: query
          schema:
            type: string
        - name: ending_before
          in: query
          schema:
            type: string
        - name: limit
          in: query
          schema:
            type: integer
      responses:
        "200":
          description: "success!"
          content:
            application/json:
              schema:
                type: object
                properties:
                  my_data:
                    type: array
                    items:
                      type: object
                      properties:
                        id:
                          type: string

Cursor Pagination

pagination:
  - name: my_cursor_page
    type: cursor
    request:
      next:
        type: string
        x-stainless-pagination-property:
          purpose: next_cursor_param
      limit:
        type: integer
    response:
      my_data:
        type: array
        items:
          type: object
      next:
        type: string
        x-stainless-pagination-property:
          purpose: next_cursor_field

Example OpenAPI Specification

openapi: 3.1.0
paths:
  /accounts:
    get:
      parameters:
        - name: next
          in: query
          schema:
            type: string
        - name: limit
          in: query
          schema:
            type: integer
      responses:
        "200":
          description: "success!"
          content:
            application/json:
              schema:
                type: object
                properties:
                  my_data:
                    type: array
                    items:
                      type: object
                  next:
                    type: string

Offset Pagination

:::note Note: While creating APIs with offset pagination is often simpler to implement, they can often end up being a source of problems for both you and your users. Consider:

If new resources are simultaneously being created or deleted that fall in the middle of the list based on the sort, you run the risk of missing or double scanning objects as you paginate through results.
Many database engines have poor performance for large offset values, since they often have to scan through the entire table to get to the offset.

If you can, we’d recommend cursor-id-based pagination, which is more robust and performant. :::

pagination:
  - name: my_offset_page
    type: offset
    request:
      my_offset:
        type: integer
        description: The number of elements to skip.
        # this tells us to modify this param when getting the next page
        x-stainless-pagination-property:
          purpose: offset_count_param
      my_limit:
        type: integer
        description: The maximum number of elements to fetch.
    response:
      my_data:
        type: array
        items:
          type: object
      my_total:
        type: integer
        x-stainless-pagination-property:
          # total number of elements in the list
          purpose: offset_total_count_field
      my_count:
        type: integer
        x-stainless-pagination-property:
          # where to start the next page
          purpose: offset_count_start_field

Example OpenAPI Specification

openapi: 3.1.0
paths:
  /accounts:
    get:
      parameters:
        - name: my_offset
          in: query
          schema:
            type: integer
        - name: my_limit
          in: query
          schema:
            type: integer
      responses:
        "200":
          content:
            application/json:
              schema:
                type: object
                properties:
                  my_data:
                    type: array
                    items:
                      type: object
                  my_total:
                    type: integer
                  my_count:
                    type: integer

Page Number Pagination

:::note Note: While creating APIs with page-number pagination is often simpler to implement, they can often end up being a source of problems for both you and your users. Consider:

If new resources are simultaneously being created or deleted that fall in the middle of the list based on the sort, you run the risk of missing or double scanning objects as you paginate through results.
Many database engines have poor performance for large offset values, since they often have to scan through the entire table to get to the offset.

If you can, we’d recommend cursor-id-based pagination, which is more robust and performant. :::

pagination:
  - name: my_page_number_page
    type: page_number
    request:
      page:
        type: integer
        x-stainless-pagination-property:
          purpose: page_number_param
      page_size:
        type: integer
    response:
      data:
        type: array
        items:
          type: object
      page:
        type: integer
        x-stainless-pagination-property:
          purpose: current_page_number_field
      last_page:
        type: integer
        x-stainless-pagination-property:
          purpose: total_page_count_field

Example OpenAPI Specification

openapi: 3.1.0
paths:
  /accounts:
    get:
      description: Example case for page_number pagination
      parameters:
        - name: page
          in: query
          schema:
            type: integer
        - name: page_size
          in: query
          schema:
            type: integer
      responses:
        "200":
          description: OK
          content:
            application/json:
              schema:
                type: object
                properties:
                  data:
                    type: array
                    items:
                      $ref: "#/components/schemas/MyModel"
                  last_page:
                    type: integer
                    description: The last page number
                  page:
                    type: integer
                    description: The page number

Cursor URL Pagination

pagination:
  - name: cursor_url_page
    type: cursor_url
    request:
      page_size:
        type: integer
    response:
      data:
        type: array
        x-stainless-pagination-property:
          purpose: items
      next:
        type: string
        x-stainless-pagination-property:
          purpose: cursor_url_field
          from_header: Link

Example OpenAPI Specification

openapi: 3.1.0
paths:
  /paginated/cursor_url:
    get:
      description: Test case for cursor_url pagination
      parameters:
        - name: page_size
          in: query
          schema:
            type: integer
      responses:
        "200":
          description: OK
          content:
            application/json:
              schema:
                type: object
                properties:
                  data:
                    type: array
                    items:
                      $ref: "#/components/schemas/MyModel"
                  next:
                    type: string
                    format: uri
                    description: The URL for the next page
                required:
                  - data
                  - next_page

Multiple pagination schemes

The pagination section accepts multiple pagination schemes. We match each endpoint against the defined pagination schemes by making sure the relevant request parameters/response fields exist for that endpoint and have the correct type.

In cases where it’s ambiguous or you want to explicitly assert that a method matches my_offset_page, you can provide paginated: my_offset_page and the generator reports an error if it doesn’t match that specific page.

See the config reference for pagination for various examples and edge cases.

Other Pagination Properties

Retrieving pagination properties from headers

If your API returns pagination values in headers, you can use the from_header property to specify the header to read the value from.

pagination:
  - name: page_cursor_from_headers
    type: cursor
    request: ...
    response:
      my_cursor:
        type: string
        nullable: true
        x-stainless-pagination-property:
          purpose: next_cursor_field
          from_header: "X-My-Cursor"

Retrieving pagination properties from nested items

If your API returns pagination values nested within the response, you can configure Stainless to read them from the nested items.

Example response:

{
  "data": {
    "items": [{}, {}]
  },
  "pagination_object": {
    "next_page": "next_page_cursor",
    "previous_page": "previous_page_cursor"
  }
}

pagination:
  - name: page_cursor_nested_items
    type: cursor_id
    request: ...
    response:
      data:
        type: object
        properties:
          items:
            x-stainless-pagination-property:
              purpose: items
            type: array
            items: {}
      pagination_object:
        type: object
        properties:
          next_page:
            type: string
            x-stainless-pagination-property:
              purpose: next_cursor_id_param
          previous_page:
            type: string
            x-stainless-pagination-property:
              purpose: previous_cursor_id_param

Top level arrays in response

You can use the is_top_level_array property to indicate that the response is a top-level array.

Example response:

[
  {
    "id": 1,
    "name": "Alice"
  },
  {
    "id": 2,
    "name": "Bob"
  }
]

pagination:
  - name: top_level_array
    type: offset
    request: ...
    response:
      items:
        type: array
        items: {}
        x-stainless-pagination-property:
          is_top_level_array: true

Client

Extra client arguments

[reference]

You can define extra client arguments, which generally appears as an extra argument on the client constructor of each SDK (in Go, it appears as an extra RequestOption). These are generally used for supplying values for authentication methods, but can be also used for extra headers and more.

client_settings:
  opts:
    pet_store_version:
      type: string # can be a string, boolean, or a number
      nullable: true # makes this an optional argument
      default: v3 # the default pet store version to use

      read_env: PETSTORE_VERSION
      send_in_header: "X-Petstore-Version"

const client = new Petstore({
  apiKey: "...",
  petStoreVersion: "v2", // sends 'X-Petstore-Version: v2'
});

Default headers

[reference]

Default headers are headers we add to every request made by the SDK. We send platform headers so that you can collect metrics on the languages and platforms your users use. For all SDKs, we send the following:

Headers	Description
`X-Stainless-Arch`	The architecture, such as `x32`, `x64`, `arm`, `aarch64`, or `other:xxx`.
`X-Stainless-Lang`	The language, such as `typescript`, `python`, `java`, `kotlin`, or `go`.
`X-Stainless-OS`	The OS, such as `Android`, `MacOS`, `Windows`, `FreeBSD`, `OpenBSD`, `Linux`, or `Other:xxx`.
`X-Stainless-Package-Version`	The package version, such as `v2.3.1`.
`X-Stainless-Read-Timeout`	The timeout, in seconds, between receiving response chunks, such as `3`. Not sent if no read timeout is configured.
`X-Stainless-Retry-Count`	Which retry number the request is for, such as `0` for the first request, `1` for the first retry, `2` for the second retry, and so on.
`X-Stainless-Runtime`	The runtime, such as `node` or `CPython`.
`X-Stainless-Runtime-Version`	The runtime version, such as `v14.8.0`.
`X-Stainless-Timeout`	The timeout, in seconds, for the entire request, such as `10`. Not sent if no overall timeout is configured.

We also send some extra headers for each language:

Python Headers	Description
`X-Stainless-Async`	Whether or not the `AsyncClient` was used.

Java/Kotlin Headers	Description
`X-Stainless-OS-Version`	The OS version, such as `14.4`.

For requests made by a Stainless-generated MCP server, we will also send some extra headers:

MCP Headers	Description
`X-Stainless-MCP`	Always `true`.

Retries

Our clients retry connection errors (for example, a network connectivity problem), 408 Request Timeout, 409 Conflict, 429 Rate Limit, and >=500 Internal errors.

By default, our clients retry 2 times (so a total of 3 requests) using the exponential backoff strategy with an initial delay of 0.5s and a max delay of 8s. We also add a jitter of 25% to spread out requests.

This can be configured by you for your users:

client_settings:
  default_retries:
    # 5 retries are made, with the interval [1, 2, 4, 8, 10 (capped by the max)]
    # not accounting for jitter
    max_retries: 5
    initial_delay_seconds: 1
    max_delay_seconds: 10

Or it can be changed by the user in each language’s SDK:

client = new Petstore({
  maxRetry: 3,
});

Each request includes an X-Stainless-Retry-Count header so you know how often clients retry. See Default headers for details.

Disabling retries

Retries can be disabled in two ways. Your users can disable this at at the client level by setting max_retries to 0. For example:

client = new Petstore({
  maxRetry: 0, // Doesn't retry at all
});

Alternatively, your API can direct our SDKs to not retry by sending the X-Should-Retry header in your responses.

`Retry-After` and `Retry-After-Ms`

Our SDKs also respect the Retry-After header sent by the API, which defines in integers how many seconds we should wait before making another request. We also support the Retry-After-Ms header which is less standard but gives more fine-grained control over timings in milliseconds.

The clients only respect values that are “reasonable” which are positive values less than a minute.

`X-Should-Retry`

Additionally, the clients support the X-Should-Retry header, which can be used to explicitly control whether a request should be retried. This header must be explicitly set to either X-Should-Retry: true or X-Should-Retry: false to be used as an override.

When set to true, it forces a retry attempt even if the request would not normally be retried based on the default retry rules. When set to false, it prevents a retry attempt even if the request would normally be retried. If the header is not present or set to any other value, the default retry behavior is used.

We recommend using the header over other methods to control the retry behavior on special status codes or other situations specific to your API, as it can be used by all consumers of the API and can be configured independently of the version of the SDK.

Timeouts

[reference]

In addition to retries, our clients also have a default timeout of 60 seconds, which can be configured.

client_settings:
  default_timeout: PT60S # ISO8601 or number of milliseconds. This is 60 seconds

Idempotency key

[reference]

Idempotency Keys can prevent errors where multiple retried requests are interpreted as separate requests. Our clients retry connection errors and certain status codes by default to create robust integrations, so we recommend that your API supports idempotency keys, especially for critical endpoints.

You can configure idempotency keys by specifying client_settings.idempotency like so:

client_settings:
  idempotency:
    header: "Idempotency-Key" # or a header you prefer, like 'X-Request-Id'

We send the configured header with a value in the format stainless-retry-{random_uuid} on all non-GET requests. This header is also possible to override in every SDK that we generate.

File uploads

Our SDKs support file uploads out of the box, via multipart/form-data requests.

File parameters can be defined in the OpenAPI spec by specifying a multipart/form-data request with parameters that are type: string and format: binary.

paths:
  /files:
    post:
      summary: Upload a file
      requestBody:
        required: true
        content:
          multipart/form-data:
            schema:
              type: object
              properties:
                file:
                  type: string
                  format: binary
                  description: The file to upload
                file_metadata:
                  type: string
                  description: >
                    Some other property that you can add, serialized as a field in
                    multipart/form-data
              required:
                - file
      responses:
        "200":
          description: File uploaded successfully

Each SDK provides convenient ways to handle file uploads appropriate for that language. Below is an example in TypeScript:

await client.files.create({ file: fs.createReadStream('./local-file.txt'), 'content.txt') });
// or
await client.files.create({ file: new File(['my bytes'], 'content.txt') });

Similar helpers exist in other languages. For example:

with open('content.txt', 'rb') as f:
    client.files.create(file=f)

See the README.md of each SDK for language-specific documentation.

Enterprise

OpenAPI transformations

If your OpenAPI is not perfect and/or hard to modify because it’s generated, we can work with you to identify problems in your OpenAPI spec and fix issues on our end with OpenAPI transforms. Contact our sales.

SSE streaming

Configuring SSE streaming is supported by Stainless for enterprise customers. When configured, we will generate ergonomics bindings for your users to consume streams ergonomically and conveniently, for example in for await loops and more. Contact our sales.

We can also help write and design helpers to make your streamed APIs more powerful for your users.

Configure your SDKs

Core Concepts

Resources

Models

Configuring a Model

When to Define a Model

Shared Models

Methods

Authentication

README.md configuration

Pagination

Pagination Scheme

Pagination Type

Multiple pagination schemes

Other Pagination Properties

Retrieving pagination properties from headers

Retrieving pagination properties from nested items

Top level arrays in response

Client

Extra client arguments

Default headers

Retries

Disabling retries

Retry-After and Retry-After-Ms

X-Should-Retry

Timeouts

Idempotency key

File uploads

Enterprise

OpenAPI transformations

SSE streaming

`README.md` configuration

`Retry-After` and `Retry-After-Ms`

`X-Should-Retry`