Vaara

Accountable Autonomy.

A verifiable receipt for every autonomous action, checkable by anyone.

Your AI agent transferred the funds, wrote the file, called the tool. Later, someone who does not trust you asks you to prove exactly what it did and why: a regulator, an auditor, a customer after an incident. Your own logs will not settle it, because you could have edited them.

Quick start

pip install vaara                            # Python: CLI, MCP proxy, server
brew tap vaaraio/tap && brew install vaara   # macOS: CLI + menu-bar app (built from source)
npm install @vaara/client                    # TypeScript client for the HTTP API

import vaara

@vaara.govern
def transfer_funds(to: str, amount: float) -> str:
    ...

That is the whole thing. Every call to a governed function is risk-scored and decided against your policy before the body runs. An allowed call runs, and the decision, the call, and the outcome land in a hash-chained, tamper-evident record anyone can verify offline. Sign it at export (vaara trail export) for third-party proof. Records persist to ~/.vaara/trail/audit.db by default, so evidence survives restarts. Python 3.10+, zero runtime dependencies.

Both deny and escalate raise vaara.Blocked, since an escalation means a human has not answered yet. Run the example above on a fresh install and it will raise: with no outcome history the scorer's confidence interval is wide, and a tx.transfer escalates on the interval's upper bound even though its point estimate sits under the allow threshold. That is the intended direction to fail, and it settles. Feeding real outcomes back through report_outcome narrows the interval, and the same call starts allowing after a few dozen clean results. To watch decisions without acting on them while that happens, start with @vaara.govern(shadow=True).

Check a receipt with nothing installed

vaara.io/verify.html is the Vaara Resin. One HTML file, no build step and no dependencies. Paste in a receipt and it recomputes the DSSE pre-authentication encoding, takes its digest, and checks the Ed25519 signature with WebCrypto. The receipt never leaves the tab, nothing uploads, and the page works with the network off, so verification is not a service and Vaara is not a party to it. Save the file and it keeps working.

It also states what a passing check does not establish: that the key belongs to the party you expect, that the signed statement is true, that decided_at means anything without an external time authority, or that one receipt is a whole history.

The explorer on the same page reads the public transparency log straight from your browser. Look a trail head up by digest, or paste a public key to see everything published under it. No account and no sign-in, because the key is the identity. Publishing to that log is opt-in and off by default (vaara trail publish-head), so an absence there means nothing was published rather than nothing happened.

See who else has checked it

vaara.io/conformance.html is the results page. It carries every suite and its verdict, and every party other than the maintainer who ran the checkers and reported what they found in public. Rows are chained, each holding the digest of the row before it, so removing or reordering one breaks every digest after it and the break is visible to anyone. The maintainer cannot take a row down either. A run that disagrees with ours is a row too, with the reason stated, and there is no blacklist.

The aggregate runner grades every suite at once, and grades another implementation's vectors the same way:

python scripts/conformance_runner.py                                 # grade the reference corpus
python scripts/conformance_runner.py --vectors-dir ./your_vectors    # grade your own

It prints a prefilled link at the end of every run, so asking for a row takes one click. The named, versioned rule set, what a pass does and does not establish, and the full suite list are in docs/conformance-profile.md.

from vaara.pipeline import InterceptionPipeline

pipeline = InterceptionPipeline()
result = pipeline.intercept(
    agent_id="agent-007",
    tool_name="fs.write_file",
    parameters={"path": "/etc/service.yaml", "content": "..."},
    agent_confidence=0.8,
)
if result.allowed:
    pipeline.report_outcome(result.action_id, outcome_severity=0.0)
else:
    print(result.reason)

vaara verify-bundle evidence-bundle.json

git clone https://github.com/vaaraio/vaara
cd vaara
pip install cryptography rfc8785        # the checker's only dependencies
python tests/vectors/external_evidence_v0/_check_independent.py

{
  "system_name": "Acme HR Assistant",
  "overall_status": "evidence_insufficient",
  "trail_integrity": {"size": 105, "chain_intact": true},
  "articles": [
    {"article": "Article 12(1)", "title": "Record-Keeping (Logging)",
     "status": "evidence_sufficient", "strength": "strong", "evidence_count": 105},
    {"article": "Article 15(1)", "title": "Accuracy, Robustness and Cybersecurity",
     "status": "evidence_insufficient", "strength": "absent", "evidence_count": 0}
  ]
}