auspicium
Python SDK for the Auspicium market data platform — crypto OHLCV, order books, trades, Polymarket prediction markets, and cross-market signals.
Install
pip install auspicium
Quick start
import os
os.environ["AUSP_API_KEY"] = "your-api-key"
os.environ["AUSP_GATEWAY_URL"] = "https://api.auspicium.io"
from auspicium import rest
# OHLCV candlestick data
df = rest.ohlcv("binance", "BTC-USDT", interval="5m", days=7)
# Order book snapshot
book = rest.orderbook("binance", "BTC-USDT", depth=20)
# Polymarket prediction markets
markets = rest.markets(status="active", base_asset="BTC")
# Cross-market signal (Binance x Polymarket)
cross = rest.cross_market(granularity="5m", base_asset="BTC", hours=48)
WebSocket streaming
from auspicium import stream
async with stream.connect() as ws:
await ws.subscribe("ohlcv", source="binance", symbol="BTC-USDT")
async for msg in ws:
print(msg.channel, msg.payload)
Get your API key
Sign up at auspicium.io — free tier included.
Pointing the SDK at another environment
The SDK talks to whatever gateway AUSP_GATEWAY_URL points at (default
https://api.auspicium.io). To exercise it against the Quality DaaS:
export AUSP_GATEWAY_URL=https://api.quality.auspicium.io
export AUSP_API_KEY=<your quality API key>
No localhost DaaS is ever required. The unit test suite is fully mocked;
only tests/test_rest.py and tests/test_stream.py are integration tests
that need a live gateway (set the two variables above to run them).
Changelog
See CHANGELOG.md for the full per-version history. The most recent entries (newest first):
| Version | Date | Headline |
|---|---|---|
| 0.9.0 | 2026-05-22 | BREAKING: Fill.size for Polymarket BUYs is now shares (was USDC). New Fill.notional_usd. state.db must be deleted on upgrade. |
| 0.8.0 | 2026-05-19 | Fix: ProductionExchange.get_order_book now delegates to the polymarket adapter (was returning None) |
| 0.7.20 | 2026-05-19 | MARKET_FAK / LIMIT_GTD order types + get_order_book + Strategy.book_depth_at_or_better |
| 0.7.19 | 2026-05-18 | Fix: Strategy.submit() pops _open_orders on exchange.submit() failure |
| 0.7.18 | 2026-05-17 | Polymarket WS payload carries market metadata (candle_open/close, active, …). BinaryMarketAggregator. Heartbeat silent-reject WARN. |
| 0.7.17 | 2026-05-16 | Fix: BacktestPaperExchange._positions re-keyed by (market, outcome) — YES + NO no longer net |
| 0.7.16 | 2026-05-15 | RestConnector.address_stats accepts arbitrary windows via from_ts / to_ts |
| 0.7.15 | 2026-05-15 | Copy-trading SDK (address_trades, address_stats, tracked_addresses, address WS channel, notebook helper) |
Releasing
Releases are cut from main and published to public PyPI by Cloud Build
(project auspicium). CI (cloudbuild.ci.yaml) runs
ruff + the unit suite on Python 3.11 and 3.12 for every push to dev and
every PR; the release pipeline (cloudbuild.release.yaml)
runs only on v* tags and publishes via PyPI Trusted Publishing (OIDC) — no
PyPI credential is stored anywhere.
To ship a change as, e.g., 0.9.5:
-
Develop on
dev. -
In the same change as the feature/fix, bump
auspicium/_version.py→"0.9.5"and add the entry to both changelogs — the repo-rootCHANGELOG.mdand the bundledauspicium/CHANGELOG.md(including its "Current pin" line). Keep the two in sync: the bundled copy is frozen into the wheel at tag time and is what a stack pinned to this version reads forever (same forauspicium/CLAUDE.md, the bundled operator guide — update it if behavior it describes changed). SemVer: patch = bugfix, minor = feature, major = breaking. -
Push
dev→ CI runs pytest + ruff. Nothing is published. -
Human merges
dev→main(PRs intomainrequire green CI). -
Human tags and pushes the tag — tags are human-only; agents never create or push tags:
git tag v0.9.5 git push origin v0.9.5
-
The release trigger then:
- guards: fails the build if the tag (
v0.9.5) ≠_version.py(0.9.5), so a mislabeled wheel can never ship; - re-runs the unit suite;
- builds
auspicium-0.9.5-py3-none-any.whl+.tar.gz; - uploads to PyPI with a short-lived OIDC-minted token.
- guards: fails the build if the tag (
-
pip install -U auspiciumnow resolves 0.9.5.
PyPI versions are immutable. A version number uploads exactly once and can never be re-uploaded — even after deleting it on PyPI. If 0.9.5 ships broken, fix it by releasing 0.9.6; never try to re-tag or re-upload 0.9.5 — a wrong tag burns the version number permanently. (This is also why the tag-vs-version guard exists: get the bump in before tagging.)
Versions are live runtimes (stacks)
Platform users run the SDK through stacks, each pinned to a released
version. The default stack runs whatever version is baked into the
Studio workspace image (auspicium/workspace:latest) — it does not
track PyPI automatically. Consequences:
- Publishing makes a version available, not live. Uploading
vX.Y.Zto PyPI is step one. It reaches default-stack users only after the studio repo bumps itsAUSPICIUM_SDK_VERSIONpin (.env) and rebuilds the workspace/bot images — a separate, gated flow (tracked as AUS-42). Users who want a published version sooner can create a custom stack pinned to it. - Old versions never die. Any released version remains a selectable stack runtime. Never yank or delete a PyPI release — existing stacks pin exact versions (and deletion wouldn't free the number anyway).
- The changelog is the version picker. Stack owners choose a pin from the At-a-glance table — headlines must be accurate, and breaking changes must be flagged explicitly.
History note — do NOT retro-tag ≤ 0.9.4
This repo currently has no git tags: releases 0.8.0 → 0.9.4 on PyPI were
published outside the tag-triggered pipeline, and the release guard has never
fired. Do not create tags v0.9.4 or earlier "to backfill history" —
each would trigger a doomed re-publish of an already-immutable version and a
red build. The next tagged release is the first live run of this
pipeline: watch it end-to-end.
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