ATB Python SDK

The ATB Python SDK writes tamper-evident audit bundles in the same format as the Go CLI; bundles written by the SDK are verifiable with atb verify.

Installation

pip install atb-sdk

Framework adapters are optional. Install only the integration you use, for example pip install 'atb-sdk[langchain]' or pip install 'atb-sdk[pageindex]'.

For a reproducible contributor checkout (CI uses the same pin file):

python -m pip install -r requirements-dev.txt
python -m pip install -e .[dev] --no-deps

Release tooling is intentionally separate in requirements-release.txt; it is not required for normal SDK development. CI-only Bandit dependencies are kept in requirements-security.txt.

Quick example

from atb import Bundle
from atb.event_types import (
    AI_MODEL_INVOKED_EVENT_TYPE,
    AI_REQUEST_RECEIVED_EVENT_TYPE,
)

bundle = Bundle()

bundle.append(
    AI_REQUEST_RECEIVED_EVENT_TYPE,
    {
        "request_id": "req-001",
        "actor_id_hash": "hash-user-01",
        "purpose_tag": "quickstart_demo",
    },
)

bundle.append(
    AI_MODEL_INVOKED_EVENT_TYPE,
    {
        "model_provider": "openai",
        "model_id": "gpt-4o-mini",
        "model_parameters_digest": "sha256-params-abc",
        "prompt_digest": "sha256-prompt-def",
    },
)

path = bundle.save("run.atb/bundle.atb")
bundle.verify()  # local hash-chain and supported signature checks
print(path)

Supported event types

Profile support

Bundle.verify() checks local hash-chain integrity and supported signature records. To evaluate ATB obligation profiles, incident findings, anchors, and the full verify.report.v1 contract, hand the same file to the Go CLI:

atb verify --bundle run.atb/bundle.atb --profile atb.profile.rag_answer

Bundle.load() rejects records above 16 MiB and defaults to 512 MiB and one million records per bundle. Use the max_bytes and max_records keyword arguments to choose lower limits for untrusted inputs.

Optional reviewer identity evidence

Oversight gates accept advanced, digest-only identity context:

from atb import ActionGateInput, IdentityEvidence

action = ActionGateInput(
    "deploy",
    "production/api",
    "release candidate",
    {"version": "2026.06"},
    identity_evidence=IdentityEvidence(
        identity_provider="https://idp.example",
        subject="reviewer@example",
        auth_context="mfa",
        assertion_type="jwt",
        assertion_digest="sha256:...",
    ),
)

Retain and verify the original assertion in your IdP/JWKS/PKI workflow. ATB hash-chains the supplied digest but does not authenticate the subject.

See the agent incident demo for an offline incident-forensics flow.

Optional Mortise custody

Mortise is a separate service; the SDK remains fully local without it. To lodge or remotely verify a completed bundle:

import os
from pathlib import Path

from atb import MortiseClient

client = MortiseClient(
    "https://mortise.example",
    token=os.environ["ATB_MORTISE_TOKEN"],
)
bundle = Path("run.atb/bundle.atb").read_bytes()
verification = client.verify_bundle(bundle)  # does not persist
receipt = client.ingest_bundle(bundle)  # WORM custody + signed receipt
assert client.verify_receipt(receipt)["verified"] is True
matches = client.receipts_by_hash(receipt["bundle_hash"])

The client rejects credential-bearing or non-HTTP(S) URLs, does not follow redirects, caps responses at 1 MiB, and validates the frozen custos.receipt.v1 wire identifier.

LangChain integration

For LangChain middleware guidance, see docs/integrations/.

Licence

MIT.