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.

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.

Migrating from Stainless? Anthropic acquired Stainless and is winding down the hosted SDK generator. stainful is a drop-in continuation path — see docs/migrating-from-stainless.md for the step-by-step (it should be a few minutes).

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
• 📑 stainful docs — emit a Stainless-style api.md from the same inputs (per-resource sections, Methods lists with verb+path, Mintlify-compatible)
• 🧰 stainful mcp — emit a Model Context Protocol server (one tool per HTTP method) so Claude / Cline / mcp-cli can call your API as tools

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 emit a Stainless-style api.md doc from the same inputs
stainful docs --spec openapi.yml --config stainless.yml --out ./api.md

# OR emit an MCP server inside the generated SDK
stainful mcp --spec openapi.yml --config stainless.yml --out ./sdk/<pkg>/mcp_server.py

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

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

Status

v0.4.0. One stainless.yml → SDK + Mintlify-shaped api.md + MCP server. Verified against the real Stainless-generated SDKs at pinned SHAs in CI:

• OneBusAway: 29/29 (100%) of Stainless's own OneBusAway/python-sdk test files import unchanged against stainful's output; generated SDK is mypy-clean; regeneration is byte-stable (the repo dogfoods itself).
• OpenAI: the public openai-openapi spec (162 paths, 983 schemas) generates a mypy-clean SDK — see examples/openai/ and docs/migrating-from-stainless.md for what's verified and what's still on the gap list.

End-to-end behavioral conformance covers: cursor pagination (wire param config-driven — ?after=<last_id> matches openai), anthropic-shape bi-directional pagination (before_id ↔ after_id), SSE streaming with @overload pairs, multipart / file upload, binary download (audio/mpeg, octet-stream), raw binary request bodies (S3-style PUT), typed webhook unwrap (Standard Webhooks scheme), rich APIResponse[T] from with_raw_response.*, typed error-body models (<pkg>.types.shared.ErrorObject auto-detected from the spec), spec- specific page class symbols (SyncTokenPage/SyncNextCursorPage/…), custom_casings, .to_json()/.to_dict() aliases, webhook <BRAND>_WEBHOOK_SECRET env-var fallback.

118 tests, mypy 0 on 253 generated files, ruff clean, CI green on py3.10–3.12.

Known scope boundary: multi-content request bodies (one operation declaring multiple requestBody.content types) still pick the first match — no public Stainless oracle to verify the exact API surface. Documented in the migration guide.

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

Contributing

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

git clone https://github.com/stainlu/stainful && cd stainful
uv venv && uv pip install -e ".[dev,generated-runtime]"
uv run pytest -q
uv run ruff check src tests

# regenerate the dogfood SDK (the repo dogfoods itself; CI fails if a
# regeneration changes a byte — see examples/onebusaway/):
uv run stainful generate \
  --spec   examples/onebusaway/openapi.yml \
  --config examples/onebusaway/stainless.yml \
  --out    examples/onebusaway/sdk

License

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