stainful 0.2.0

Fully open-source, drop-in stainless.yml-compatible idiomatic Python SDK generator.

stainful

The open-source Stainless. Generate an idiomatic Python SDK from an OpenAPI spec and a stainless.yml — open source, runs locally and in CI, no hosted service.

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stainful turns an OpenAPI 3.x spec and a Stainless config into a Python SDK that reads like it was written by hand — typed models, real error classes, retries, auto-pagination, streaming, sync and async. It reuses the stainless.yml format, so if you already have one, you can point stainful at it as-is.

Features

• 🧬 Typed everything — pydantic v2 models, real discriminated unions from oneOf
• 🔁 Auto-pagination — for item in client.things.list(): ...
• 🛡️ Typed errors — except RateLimitError: instead of checking status codes
• 🔄 Resilient — retries with exponential backoff + jitter, Retry-After, idempotency keys
• 📡 Streaming — typed Server-Sent Events, identical surface in sync and async
• 🎯 Precise optionality — required, optional, and nullable stay distinct
• 🧭 Domain-shaped clients — client.chat.completions.create(...), not flat stubs
• ⚡ Sync + async generated from one model
• 📦 Self-contained output — the generated SDK depends only on httpx + pydantic

Quickstart

pip install stainful

# generate an idiomatic Python SDK from your OpenAPI spec + stainless.yml
stainful generate --spec openapi.yml --config stainless.yml --out ./sdk

Or from source (and to run the conformance harness):

git clone https://github.com/stainlu/stainful && cd stainful
uv venv && uv pip install -e ".[dev,generated-runtime]"
uv run stainful generate \
  --spec   examples/onebusaway/openapi.yml \
  --config examples/onebusaway/stainless.yml \
  --out    examples/onebusaway/sdk

That config is a real production stainless.yml; examples/onebusaway/sdk is checked in and CI fails if regenerating changes a byte (the repo dogfoods itself — see examples/onebusaway/).

The generated SDK feels like an official client:

from onebusaway import OnebusawaySDK

client = OnebusawaySDK(api_key="...")          # or set ONEBUSAWAY_API_KEY
agency = client.agency.retrieve("1")           # typed, retried, idiomatic
print(agency.data.entry.name)

Streaming, async, and typed errors work the way you'd expect:

import asyncio
from chat import AsyncChatSDK
from chat import RateLimitError

async def main():
    client = AsyncChatSDK(api_key="...")
    try:
        stream = await client.chat.completions.create(
            model="m", messages=[{"role": "user", "content": "hi"}], stream=True
        )
        async for chunk in stream:
            print(chunk.delta, end="")
    except RateLimitError as e:
        print("rate limited:", e.request_id)

asyncio.run(main())

What you get vs. a mechanical generator

# typical OpenAPI generator                      # stainful
api = DefaultApi(ApiClient(cfg))                  client = OnebusawaySDK()
resp = api.agency_agency_id_json_get(id)          agency = client.agency.retrieve(id)
# loosely typed, no retries, no error classes,    # typed model, retries, typed errors,
# you hand-write the pagination loop              # auto-pagination, request id, async twin

How it works

The pipeline is shown above: an OpenAPI spec and stainless.yml are parsed, resolved, and lowered into an intermediate representation, which the emitter renders into a Python SDK over a vendored runtime.

The intermediate representation is a fully-resolved, language-agnostic model: allOf is merged, oneOf becomes a real tagged union, and optionality is three-valued. The emitter is a thin renderer over a hand-written runtime, so the idiomatic behavior lives in audited code rather than per-endpoint templates.

How it compares

	OpenAPI Generator	Fern	Stainless	stainful
Open source	✅	✅	—	✅
Runs fully locally, no account	✅	✅	—	✅
Reads the stainless.yml format	—	—	✅	✅
Idiomatic output (pagination, typed errors, streaming)	—	✅	✅	✅

stainful's niche: idiomatic, fully-open, and a drop-in for the Stainless config you may already have. Different tools fit different teams — this one is for people who want that workflow without a hosted service.

Project layout

Path	What
src/stainful/config/	stainless.yml loader with precise, located diagnostics
src/stainful/openapi/	OpenAPI 3.x loader + cycle-safe $ref / allOf resolver
src/stainful/ir/	the intermediate representation
src/stainful/emit/	the Python emitter
src/stainful/runtime/	the hand-written runtime vendored into generated SDKs
tests/fixtures/	conformance fixtures (OneBusAway, chat)

Status

Early but working. stainful generates complete sync + async SDKs and its output has been checked against the real Stainless-generated OneBusAway SDK — client class, package, env var, and call shape all match, so existing import lines keep working.

Not yet at full parity: .to_json()/.to_dict() model helpers, a richer raw-response object, per-file model modules, typed error-body models, and custom_casings. These are tracked and contributions are welcome.

Roadmap: Python SDK → MCP server from the same model → a second language → docs. One language done well first.

Contributing

PRs welcome — see CONTRIBUTING.md and the Code of Conduct.

uv run pytest -q
uv run ruff check src tests

License

MIT. The vendored runtime ships inside generated SDKs under the same terms.