Try asqav in 30 seconds

python dev.to

Most agent governance tools want you through a signup flow before you see a single screen. We shipped asqav demo so you can see the product without an account.

pip install asqav[cli]
asqav demo
Enter fullscreen mode Exit fullscreen mode

That opens a local dashboard at http://localhost:3030 with four pre-loaded scenarios. No API key, no Docker, no cloud call. The HTTP server runs entirely inside the SDK.

What you see

Four risky agent actions, each with the full context a reviewer would need to decide:

  1. Claude Code wants to rm -rf ~/projects. High risk, destructive filesystem rule fires.
  2. Fintech agent wants to send an 850 000 EUR wire. Amount over threshold triggers HITL.
  3. DevOps agent wants to scale production to zero. Namespace + replicas rule blocks it.
  4. Clinical agent wants to order CT with contrast, allergy not checked. Medium risk, reviewer sees the gap.

Each card renders six fields: action payload, agent reasoning chain, risk classification with reason, triggering policy name and rule, a required reason textarea (minimum ten characters), and an expected diff preview. Approve or Deny produces an HMAC-signed receipt. The dashboard re-verifies each receipt in the browser and shows whether the signature is valid.

Why we built it

Agent governance sits at the top of a long conversation before engineers start wiring SDKs into their code. A demo that runs without a network, without an account, and without a container gives the technical buyer a working artifact to share in thirty seconds. The rest of the integration - real policies, cloud signatures, dashboard - follows once the team agrees this is the shape they want.

What this is not

The receipts in the demo use HMAC over canonical JSON. Production asqav uses ML-DSA-65 (FIPS 204) signatures and RFC 8785 JCS canonicalization. Swap asqav demo for asqav.init(api_key="sk_...") and you get the real cryptography, the multi-party signing, the incidents and compliance reports. The demo is a preview of the UX and the audit flow, not a stand-in for the production trust chain.

Source and docs

Source: dev.to

arrow_back Back to Tutorials