A cute little companion that generates type-safe clients from OpenAPI documents.
Project description
๐ฆฆ OtterAPI
A cute and intelligent OpenAPI client generator that dives deep into your OpenAPIs
OtterAPI is a sleek Python library that transforms OpenAPI specifications into clean, type-safe client code with Pydantic models and httpx-based HTTP clients.
โจ Features
- Type-Safe Code Generation - Generates Pydantic models and fully typed endpoint functions
- Sync & Async Support - Generate both synchronous and asynchronous API clients
- OpenAPI 3.x Support - Full support for OpenAPI 3.0, 3.1, and 3.2 specifications
- Module Splitting - Organize large APIs into multiple organized files
- Pagination - Auto-detect or configure offset, cursor, page, and link-header pagination
- DataFrame Conversion - Generate pandas/polars DataFrame methods for list endpoints
- File Export - Generate CSV, TSV, JSONL, and Parquet streaming helpers
- Response Unwrapping - Transparently unwrap envelope-style responses
- Customizable Client - Generated client class with configurable base URL, timeout, and headers
- Environment Variable Support - Use
${VAR}or${VAR:-default}syntax in config files
๐ Quick Start
Installation
pip install otterapi
Basic Usage
- Create an
otter.ymlconfiguration file:
documents:
- source: https://petstore3.swagger.io/api/v3/openapi.json
output: petstore_client
- Generate the client:
otter generate
- Use the generated code:
from petstore_client import get_pet_by_id, aget_pet_by_id
# Synchronous usage
pet = get_pet_by_id(pet_id=123)
# Asynchronous usage
import asyncio
pet = asyncio.run(aget_pet_by_id(pet_id=123))
๐ Configuration
Config File Locations
OtterAPI looks for configuration in this order:
- Path passed via
otter generate -c <path> otter.yamlorotter.ymlin the current directoryotter.jsonin the current directory[tool.otterapi]section inpyproject.tomlOTTER_SOURCEandOTTER_OUTPUTenvironment variables
Config File Formats
YAML (recommended):
documents:
- source: https://api.example.com/openapi.json
output: ./client
pyproject.toml:
[tool.otterapi]
[[tool.otterapi.documents]]
source = "https://api.example.com/openapi.json"
output = "./client"
JSON:
{
"documents": [
{ "source": "https://api.example.com/openapi.json", "output": "./client" }
]
}
Top-Level Options
These sit at the root of your config file, outside of documents:.
| Option | Type | Default | Description |
|---|---|---|---|
documents |
list | โ | List of OpenAPI documents to process (required) |
generate_endpoints |
bool | true |
Whether to generate endpoint functions |
format_output |
bool | true |
Format generated code with ruff/black |
validate_output |
bool | true |
Validate generated code syntax after writing |
create_py_typed |
bool | true |
Create py.typed marker files |
format_output: true
validate_output: true
create_py_typed: true
documents:
- source: https://api.example.com/openapi.json
output: ./client
Document Options
Each entry under documents: supports these fields:
| Option | Type | Default | Description |
|---|---|---|---|
source |
string | โ | URL or file path to the OpenAPI spec (required) |
output |
string | โ | Output directory for generated code (required) |
base_url |
string | from spec | Override the base URL defined in the spec |
models_file |
string | models.py |
Filename for generated models |
endpoints_file |
string | endpoints.py |
Filename for generated endpoints (no-split mode) |
models_import_path |
string | null |
Override the import path used for models in endpoints |
generate_async |
bool | true |
Generate async endpoint functions |
generate_sync |
bool | true |
Generate sync endpoint functions |
client_class_name |
string | from API title | Override the generated client class name |
include_paths |
list | null |
Glob patterns โ only matching paths are generated |
exclude_paths |
list | null |
Glob patterns โ matching paths are skipped (applied after include_paths) |
Path Filtering
documents:
- source: https://api.example.com/openapi.json
output: ./client
include_paths:
- /api/v2/** # only v2 endpoints
exclude_paths:
- /internal/* # skip internal endpoints
- /admin/** # skip admin endpoints
Patterns follow standard glob syntax (* = single segment, ** = any depth).
Environment Variable Support
Any string value in a config file can reference environment variables:
documents:
- source: ${API_SPEC_URL}
output: ${OUTPUT_DIR:-./client}
base_url: ${BASE_URL:-https://api.example.com}
You can also configure a single document entirely via environment variables (no config file needed):
| Variable | Description |
|---|---|
OTTER_SOURCE |
Path or URL to the OpenAPI spec |
OTTER_OUTPUT |
Output directory |
OTTER_BASE_URL |
Base URL override |
OTTER_MODELS_FILE |
Models filename |
OTTER_ENDPOINTS_FILE |
Endpoints filename |
๐ฆ Module Splitting
For large APIs, OtterAPI can split generated code into multiple organized modules.
Enabling Module Splitting
documents:
- source: https://api.example.com/openapi.json
output: ./client
module_split:
enabled: true
strategy: tag
Splitting Strategies
tag โ Split by OpenAPI Tags
module_split:
enabled: true
strategy: tag
min_endpoints: 1
Endpoints tagged ["Users"] go to users.py, ["Orders"] to orders.py, etc.
path โ Split by URL Path
module_split:
enabled: true
strategy: path
path_depth: 1
global_strip_prefixes:
- /api/v1
- /api/v2
/api/v1/users/123 โ users.py, /api/v1/orders/456 โ orders.py.
custom โ Explicit Module Mapping
module_split:
enabled: true
strategy: custom
module_map:
users:
- /users
- /users/*
- /users/**
orders:
- /orders/*
health:
- /health
- /ready
hybrid โ Combined Strategy (Default)
Tries module_map first, then tags, then path:
module_split:
enabled: true
strategy: hybrid
module_map:
health:
- /health
- /ready
none โ All to Fallback
module_split:
enabled: true
strategy: none
fallback_module: api
Module Map Patterns
| Pattern | Matches |
|---|---|
/users |
Exact path only |
/users/* |
One additional segment |
/users/** |
Any depth below /users |
/v?/users |
Single wildcard character |
Nested Module Maps
module_split:
enabled: true
strategy: custom
module_map:
identity:
users:
- /users/*
auth:
- /auth/*
- /login
- /logout
billing:
invoices:
- /invoices/*
payments:
- /payments/*
Advanced Module Definition
module_split:
enabled: true
strategy: custom
module_map:
v2_api:
paths:
- /v2/**
strip_prefix: /v2
description: "API v2 endpoints"
file_name: v2.py # override the generated filename
modules:
users:
paths:
- /users/*
Module Split Options Reference
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool | false |
Enable module splitting |
strategy |
string | hybrid |
none, path, tag, hybrid, custom |
fallback_module |
string | common |
Module for unmatched endpoints |
min_endpoints |
int | 2 |
Minimum endpoints per module before consolidating into fallback |
flat_structure |
bool | false |
Flat files instead of nested directories |
path_depth |
int | 1 |
Path segments used for path strategy (1โ5) |
global_strip_prefixes |
list | /api, /api/v1, /api/v2, /api/v3 |
Prefixes stripped from all paths before matching |
module_map |
object | {} |
Custom module-to-path mappings |
split_models |
bool | false |
Generate per-module model files instead of one shared models.py |
shared_models_module |
string | _models |
Module name for shared models when split_models is true |
Output Structure
Flat (flat_structure: false, default):
client/
โโโ __init__.py
โโโ models.py
โโโ _client.py
โโโ client.py
โโโ users.py
โโโ orders.py
โโโ health.py
Nested (flat_structure: false with nested module_map):
client/
โโโ __init__.py
โโโ models.py
โโโ _client.py
โโโ client.py
โโโ identity/
โ โโโ __init__.py
โ โโโ users.py
โ โโโ auth.py
โโโ billing/
โโโ __init__.py
โโโ invoices.py
๐ Pagination
OtterAPI generates iterator-based pagination methods alongside standard endpoint functions. Paginated endpoints get an _iter suffix variant that yields items one by one, handling page-fetching automatically.
Enabling Pagination
documents:
- source: https://api.example.com/openapi.json
output: ./client
pagination:
enabled: true
Auto-Detection
When auto_detect: true (the default), OtterAPI inspects each endpoint's parameters. If it finds a matching pair for any pagination style, it generates pagination methods automatically โ no per-endpoint config needed.
pagination:
enabled: true
auto_detect: true # default
default_style: offset # default; used when auto-detected
Pagination Styles
| Style | Required Parameters | Description |
|---|---|---|
offset |
offset + limit |
Offset/limit (e.g. ?offset=0&limit=100) |
cursor |
cursor + limit |
Cursor-based (e.g. ?cursor=abc&limit=100) |
page |
page + per_page |
Page number (e.g. ?page=2&per_page=50) |
link |
โ | RFC 5988 Link header |
Global Pagination Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool | false |
Enable pagination generation |
auto_detect |
bool | true |
Auto-detect pagination from parameter names |
default_style |
string | offset |
Fallback style when auto-detecting |
default_page_size |
int | 100 |
Default page size for iteration |
default_data_path |
string | null |
Default JSON path to items array in response |
default_total_path |
string | null |
Default JSON path to total count in response |
default_offset_param |
string | offset |
Param name used for offset detection |
default_limit_param |
string | limit |
Param name used for limit detection |
default_cursor_param |
string | cursor |
Param name used for cursor detection |
default_page_param |
string | page |
Param name used for page detection |
default_per_page_param |
string | per_page |
Param name used for per-page detection |
endpoints |
object | {} |
Per-endpoint overrides |
Per-Endpoint Pagination Options
pagination:
enabled: true
endpoints:
list_users:
style: cursor
cursor_param: next_token
limit_param: max_results
data_path: data.users
total_path: meta.total
next_cursor_path: meta.next_token
default_page_size: 50
max_page_size: 200
get_orders:
enabled: false # disable pagination for this endpoint
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool|null | inherits | Override whether to generate pagination |
style |
string | inherits | offset, cursor, page, link |
offset_param |
string | inherits | Name of offset parameter |
limit_param |
string | inherits | Name of limit parameter |
cursor_param |
string | inherits | Name of cursor parameter |
page_param |
string | inherits | Name of page parameter |
per_page_param |
string | inherits | Name of per-page parameter |
data_path |
string | inherits | JSON path to items array in response |
total_path |
string | inherits | JSON path to total count |
next_cursor_path |
string | null |
JSON path to next cursor value |
total_pages_path |
string | null |
JSON path to total page count |
default_page_size |
int | inherits | Default page size |
max_page_size |
int | null |
Maximum allowed page size |
Usage
from client import list_users_iter, alist_users_iter
# Iterate all users (handles pagination automatically)
for user in list_users_iter():
print(user.name)
# Async variant
async for user in alist_users_iter():
print(user.name)
๐ DataFrame Conversion
When enabled, list-returning endpoints get additional methods that return pandas or polars DataFrames directly.
Enabling DataFrame Methods
documents:
- source: https://api.example.com/openapi.json
output: ./client
dataframe:
enabled: true
pandas: true # generate _df methods (default: true)
polars: true # generate _pl methods (default: false)
Generated Methods
| Original | Pandas | Polars |
|---|---|---|
get_users() |
get_users_df() |
get_users_pl() |
aget_users() |
aget_users_df() |
aget_users_pl() |
Usage
from client import list_pets_df, list_pets_pl
pdf = list_pets_df("available")
plf = list_pets_pl("available")
# Override the data extraction path at call time
df = list_pets_df("available", path="response.data.pets")
Nested Response Paths
dataframe:
enabled: true
pandas: true
default_path: data.items # default for all endpoints
endpoints:
get_users:
path: data.users # override for this endpoint
get_analytics:
path: response.events
polars: true
pandas: false
DataFrame Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool | false |
Enable DataFrame generation |
pandas |
bool | true |
Generate _df (pandas) methods |
polars |
bool | false |
Generate _pl (polars) methods |
default_path |
string | null |
Default JSON path to extract data |
include_all |
bool | true |
Generate for all list-returning endpoints |
endpoints |
object | {} |
Per-endpoint overrides |
Per-Endpoint DataFrame Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool|null | inherits | Override whether to generate methods |
path |
string | inherits | JSON path to extract data |
pandas |
bool|null | inherits | Override pandas generation |
polars |
bool|null | inherits | Override polars generation |
๐พ File Export
When enabled, list-returning endpoints get streaming export helpers for writing responses directly to files (local or remote via UPath).
Enabling Export
documents:
- source: https://api.example.com/openapi.json
output: ./client
export:
enabled: true
formats:
- csv
- jsonl
Parquet support requires the pyarrow extra:
pip install otterapi[parquet]
Export Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool | false |
Enable export helper generation |
formats |
list | [csv, jsonl] |
Default formats: csv, tsv, jsonl, parquet |
default_path |
string | null |
Default JSON path to extract list data |
include_all |
bool | true |
Generate helpers for all list-returning endpoints |
batch_size |
int | 1000 |
Batch size used when streaming pages to disk |
endpoints |
object | {} |
Per-endpoint overrides |
Per-Endpoint Export Options
export:
enabled: true
formats: [csv, jsonl]
endpoints:
list_users:
formats: [parquet] # only parquet for this endpoint
path: data.users
get_events:
enabled: false # disable export for this endpoint
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool|null | inherits | Override whether to generate helpers |
path |
string | inherits | JSON path to extract data |
formats |
list | inherits | Override formats for this endpoint |
Usage
from client import export_list_users_csv, export_list_users_parquet
# Export directly to a file
export_list_users_csv("output/users.csv")
export_list_users_parquet("s3://my-bucket/users.parquet") # UPath remote targets work too
๐ Response Unwrapping
For APIs that wrap all responses in an envelope (e.g. {"data": {...}, "meta": {...}}), response unwrapping makes endpoints return just the inner data automatically.
Enabling Response Unwrap
documents:
- source: https://api.example.com/openapi.json
output: ./client
response_unwrap:
enabled: true
data_path: data # default path (default: "data")
Per-Endpoint Overrides
response_unwrap:
enabled: true
data_path: data
endpoints:
get_user:
data_path: result.user # this endpoint uses a different path
get_raw_data:
enabled: false # don't unwrap this endpoint
Response Unwrap Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool | false |
Enable response unwrapping |
data_path |
string | data |
Default JSON path to extract from all responses |
endpoints |
object | {} |
Per-endpoint overrides |
Per-Endpoint Options
| Option | Type | Default | Description |
|---|---|---|---|
enabled |
bool|null | inherits | Override whether to unwrap |
data_path |
string | inherits | JSON path for this endpoint |
๐ Using Generated Code
Direct Function Imports
from client import get_user, create_user, list_orders
# Async versions are prefixed with 'a'
from client import aget_user, acreate_user, alist_orders
# Sync
user = get_user(user_id=123)
# Async
import asyncio
async def main():
user = await aget_user(user_id=123)
asyncio.run(main())
Module-Specific Imports (with splitting)
from client.users import get_user, create_user
from client.orders import list_orders, get_order
Using the Client Class
from client import Client
client = Client(
base_url='https://api.example.com',
timeout=30.0,
headers={'Authorization': 'Bearer your-token'},
)
user = client.get_user(user_id=123)
async def main():
user = await client.aget_user(user_id=123)
Working with Models
from client.models import User, CreateUserRequest
new_user = CreateUserRequest(name='John Doe', email='john@example.com')
user = create_user(body=new_user)
print(user.id, user.email)
๐ง CLI Reference
# Generate from default config (otter.yml, otter.yaml, or pyproject.toml)
otter generate
# Generate from specific config file
otter generate -c my-config.yml
# Initialize a new config file
otter init
# Validate configuration
otter validate
๐ Programmatic API
from otterapi.codegen import Codegen
from otterapi.config import DocumentConfig, PaginationConfig, ExportConfig
config = DocumentConfig(
source='https://petstore3.swagger.io/api/v3/openapi.json',
output='./client',
pagination=PaginationConfig(enabled=True),
export=ExportConfig(enabled=True, formats=['csv', 'parquet']),
)
Codegen(config).generate()
โ Error Handling
Generated clients raise a typed exception hierarchy rooted at BaseAPIError:
from my_client import (
Client, list_users,
BaseAPIError, # catches every API error
ClientError, # all 4xx
ServerError, # all 5xx
NotFoundError, # 404
RateLimitError, # 429
)
try:
users = list_users(client=Client())
except NotFoundError as e:
log.warning('not found: %s', e.detail)
except RateLimitError:
backoff_and_retry()
except ServerError:
page_oncall()
except BaseAPIError as e:
log.error('unexpected %d: %s', e.status_code, e.detail)
Mapped status codes: 400, 401, 403, 404, 409, 422, 429, 500, 502, 503, 504. Other 4xx/5xx fall through to ClientError/ServerError. Subclass BaseAPIError in your client.py to customize error parsing.
โป๏ธ Regenerating after spec changes
OtterAPI is idempotent for generated files:
models.py,endpoints.py,_client.py,_pagination.py,_export.py,_dataframe.pyare rewritten on every run โ never edit them by hand.client.pyis generated once and left alone โ this is your customization seam.
๐ Development
git clone https://github.com/danplischke/otterapi.git
cd otterapi
uv sync
uv run pytest
uv run pytest --cov=otterapi
uv run ruff format .
uv run ruff check .
๐ License
MIT License โ see LICENSE for details.
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