Skip to main content

AI agent governance - audit trails, policy enforcement, compliance

Project description

asqav

Python SDK for asqav.com, the evidence layer for AI agents. All ML-DSA cryptography runs server-side. Drop-in audit trails, approvals, policy gates, and compliance reports.

Install

pip install asqav

Quick start

import asqav

asqav.init(api_key="sk_...")
agent = asqav.Agent.create("my-agent")

sig = agent.sign(
    "payment.wire_transfer",
    {"amount_eur": 850000, "beneficiary_iban": "DE89370400440532013000"},
    receipt_type="protectmcp:decision",
    risk_class="high",
    issuer_id="legal:Acme GmbH",
    iteration_id="task-2026-Q2-4821",
)

print(sig.compliance_mode)        # True (default; pass compliance_mode=False to opt out)
print(sig.action_ref)             # "sha256:..." over the JCS-canonical action
print(sig.previous_receipt_hash)  # 64 hex; "0"*64 on the first record per agent
print(sig.verification_url)

Each signed action lands on a Compliance Receipt under IETF Internet-Draft draft-marques-asqav-compliance-receipts by default: ML-DSA-65 (FIPS 204) signature, chain hash, retained policy_digest, fail-closed anchoring, and a public verification URL. Pass compliance_mode=False if you want a non-Compliance receipt.

CLI

The package ships an asqav CLI mirroring the Python API. Set ASQAV_API_KEY and run:

asqav verify <signature_id> [--output json]   # IETF axes when present
asqav sign --agent-id ID --action-type T --action-json action.json \
           --compliance-mode --receipt-type protectmcp:decision \
           --risk-class high --issuer-id legal:Acme
asqav agents list / create / revoke
asqav sessions list / end
asqav replay <agent_id> <session_id>          # Pro
asqav replay-verify <agent_id> <session_id> [--strict]   # IETF chain
asqav preflight <agent_id> <action_type>      # Pro
asqav budget check / record                   # Pro
asqav approve <session_id> <entity_id>        # Pro
asqav compliance frameworks / export          # Business
asqav audit-pack export --start ISO --end ISO --output-file bundle.json
asqav audit-pack policy <sha256:hex>
asqav payloads erase <signature_id>           # P4: GDPR right-to-erasure
asqav org set-compliance-strict <org_id> --enable|--disable
asqav keys generate --algorithm ed25519|es256 [--out priv.pem]
asqav migrate run v3-20|v3-21|v3-22           # X-Maintenance-Key required
asqav policies / webhooks list / create / delete   # Pro

Pro and Business commands are gated client-side via GET /account so a free-tier key gets a clean upgrade message instead of a mid-pipeline 402.

The IETF Compliance Receipts profile commands (sign --compliance-mode, audit-pack export, audit-pack policy, payloads erase, replay-verify --strict, org set-compliance-strict) match the SDK kwargs on Agent.sign(...) and verify_compliance_receipt(...). See docs/CLI.md for full flag reference.

Roadmap

Six-line view of what is shipped on Asqav:

  • Hash-only mode for cloud - Today (default for *.asqav.com).
  • Self-hosted signer (split-trust) - Today.
  • Bring-your-own KMS (AWS KMS / GCP KMS) - Today, Enterprise tier.
  • Customer-owned storage - Today (self-hosted; relay payload allowlist enforced in code).
  • SCITT / COSE_Sign1 receipt export - Today (public GET /api/v1/signatures/{id}/cose returns application/cose).
  • Air-gapped / on-prem mode - Today (offline license + zero-egress, see docs/airgapped-mode.md in the backend repo).

See the docs at https://asqav.com/docs for the current feature set.

Standards

Asqav's compliance receipts are profiled in IETF Internet-Draft draft-marques-asqav-compliance-receipts, profiling the upstream draft-farley-acta-signed-receipts for EU AI Act Articles 12 and 26, and DORA Article 17 bindings.

Compliance receipts (IETF profile)

Compliance Receipts are the SDK default. Each agent.sign(...) call produces a receipt that conforms to draft-marques-asqav-compliance-receipts: ML-DSA-65 signature, RFC 3161 + OpenTimestamps anchors, retained policy_digest, hash-chained previousReceiptHash. Opt out with compliance_mode=False if you want the older shape.

The four envelope extensions most callers reach for:

  • receipt_type - protectmcp:decision, protectmcp:restraint, protectmcp:lifecycle, protectmcp:acknowledgment, or protectmcp:observation.
  • risk_class - controlled vocabulary: unacceptable | high | limited | minimal | gpai | low | medium | unknown.
  • iteration_id - logical task id, distinct from session.
  • sandbox_state - enabled | disabled | unavailable for high-risk gating.
  • incident_class - DORA / NYDFS / CIRCIA token (or array of tokens).
  • issuer_id - LEI (ISO 17442), EIN, CIK, or a W3C DID for non-LEI deployers.

Shadow AI capture (passive_telemetry)

Two receipt_type values cover the gating axis: protectmcp:decision records that a policy ran and gated the action; protectmcp:observation records that a passive monitor saw the event without gating it. Pick observation when the producer never had the option to block (SIEM forwarder, browser extension in observe-only mode, NetFlow-style proxy with no enforcement hook).

Set capture_topology='passive_telemetry' to declare the producer is observing after the fact. The SDK client-side check pre-flights the Asqav cloud's full rule 8 gate: a capture_topology='passive_telemetry' receipt MUST use receipt_type='protectmcp:observation'. Any other receipt_type paired with passive_telemetry (:decision, :restraint, :lifecycle, :lifecycle:configuration_change, :acknowledgment) raises ValueError with the verbatim false_attestation_guard: capture_topology=passive_telemetry receipts must use receipt_type=protectmcp:observation, not :<offending> (rule 8) message before the HTTP roundtrip (python/src/asqav/client.py:1273-1284).

sig = agent.sign(
    "mcp:tool_call",
    {"server": "filesystem", "tool": "read"},
    receipt_type="protectmcp:observation",
    capture_topology="passive_telemetry",
    issuer_id="legal:Acme GmbH",
)

capture_topology is stamped on the audit-pack manifest entry but never on the signed payload. The other accepted topologies are in_process_sdk, network_proxy, browser_extension, ebpf_observer, and mcp_proxy; only passive_telemetry triggers the false-attestation guard. The full topology semantics live in the cloud's docs/capture-topology.md, and the wire vocabulary is published live at https://api.asqav.com/.well-known/governance.json for discovery.

Audit Pack export

The cloud signs a Compliance Audit Pack (per IETF -03 Section 7) over a window of receipts. The SDK wraps the endpoint:

pack = asqav.fetch_audit_pack(start="2026-05-01T00:00Z", end="2026-06-01T00:00Z")
print(pack["bundle_digest"])              # sha256:<hex>
print(pack["bundle_signature"])           # base64 ML-DSA-65 sig over the bundle
print(pack["regime_mapping"])             # {regime_token: [record_id, ...]}
print(pack["algorithm_registry_version"]) # registry version pinned at issuance

asqav.export_bundle(signatures, framework="dora") is the offline alternative for air-gapped flows: it computes a Merkle root over an in-memory list of receipts without calling the cloud. Use fetch_audit_pack whenever the cloud is reachable, since only the cloud signature gives the auditor a tamper-evident manifest.

Local-side sanity checks (presence of REQUIRED fields, namespace, 300s skew bound, predecessor rederivation) are available as asqav.verify_compliance_receipt(envelope, predecessor_envelope=...). The cloud is the authoritative verifier; this helper is a convenience.

Algorithm agility per profile section 10.8 is exposed via asqav.SUPPORTED_ALGORITHMS. Pass algorithm="ed25519" or "es256" to Agent.create(...) for non-post-quantum identities, or asqav.generate_local_keypair("ed25519") for offline scenarios.

Documentation

License

MIT. Get an API key at asqav.com.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

asqav-0.4.11.tar.gz (94.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

asqav-0.4.11-py3-none-any.whl (111.7 kB view details)

Uploaded Python 3

File details

Details for the file asqav-0.4.11.tar.gz.

File metadata

  • Download URL: asqav-0.4.11.tar.gz
  • Upload date:
  • Size: 94.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.15 {"installer":{"name":"uv","version":"0.9.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for asqav-0.4.11.tar.gz
Algorithm Hash digest
SHA256 6698c8bbd97cea66502f7adbc497fdd36218bd7b509fcb64217788ec1fc4c374
MD5 a5be9619349636d2fd13b4d6bf50044f
BLAKE2b-256 8c2f200e957a9913f6dfc29b736d169427a03217f6f504b3ff6d14aa23756b5a

See more details on using hashes here.

File details

Details for the file asqav-0.4.11-py3-none-any.whl.

File metadata

  • Download URL: asqav-0.4.11-py3-none-any.whl
  • Upload date:
  • Size: 111.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.9.15 {"installer":{"name":"uv","version":"0.9.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}

File hashes

Hashes for asqav-0.4.11-py3-none-any.whl
Algorithm Hash digest
SHA256 153349a9397fa9ee1511232097bb387f637cd4e03e2868cd9890c1e976fa7b75
MD5 91658bb0bd22dbcedbd7e00837fbdc52
BLAKE2b-256 3271044409f65f737db0d44ba511973563365ff96c6272f5c79cfdad531b5c9f

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page