ToolVet
75trust / 100

Neural Distribution Drift

by Summary feature drift report in Security & trust

x402 APIPassing, checked 9 h ago

Compare up to 24 public/synthetic feature summaries: mean differences, reference-standardized shifts and variance ratios. Explicitly flags zero reference variance. Counts and variance convention are declared, not verified; not a distribution test or clinical inference. No raw EEG, participant identifiers or full participant signals. New modular adapter: retained result recovery for 24 hours, minimal receipt metadata for 90 days. Existing live route unchanged.

POST https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift

Last 30 days

All checks passedSome failedAll failedNot checked

Status and outage history · Atom feed

Uptime
100%
Response time
201 ms typical, 201 ms slowest 5%
Last check
9 h ago
Next check
any minute now

How to call it

POST https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift

Each call costs $0.010027 in USDC on Base, paid with the request over x402.

Run a free test callOne unpaid request, the way an agent sends it. You see the payment challenge it gets back. Nothing is charged.

Example request

From the listing.

POST https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift
content-type: application/json

{
  "dataClass": "synthetic",
  "features": [
    {
      "current": {
        "count": 100,
        "mean": "5",
        "variance": "8"
      },
      "name": "band-power",
      "reference": {
        "count": 100,
        "mean": "2",
        "variance": "4"
      }
    }
  ],
  "maxStandardizedMeanShift": "1",
  "varianceConvention": "population"
}

Parameters

ParameterTypeRequiredDescription
dataClassstringYes One of: public, synthetic.
featuresarrayYes
maxStandardizedMeanShiftstringYes
varianceConventionstringYes One of: population, sample.

Example response

The provider's example. We can't check it without paying.

Example response, 32 lines
{
  "data": {
    "chargedAmount": "10027",
    "inputHash": "sha256:c39173f5b0424174a53137b2d599aa0e6871a5798923dc742cb7711d6…",
    "limitations": [
      "Public or synthetic inputs only. Caller labels are declarations,…"
    ],
    "productId": "feature-distribution-drift",
    "result": {
      "dataClass": "synthetic",
      "distributionTestPerformed": false,
      "features": [
        {
          "meanDifference": "3",
          "name": "band-power",
          "standardizedMeanShift": "1.5",
          "state": "mean-shift-flagged",
          "varianceRatio": "2"
        }
      ],
      "participantSignalsIncluded": false,
      "varianceConvention": "population"
    },
    "resultHash": "sha256:6d1eb6b0bbadf11d4a5b861487c5644874eb07e81faf5c63b82fc69b9…",
    "sourceContractAmount": "43000",
    "version": "maha-legacy-adapter/1"
  },
  "proof": {
    "settlement_id": "0x00000000000000000000000000000000000000000000000000000000000000…"
  },
  "success": true
}

Call it from code

The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.010027.

curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","features":[{"current":{"count":100,"mean":"5","variance":"8"},"name":"band-power","reference":{"count":100,"mean":"2","variance":"4"}}],"maxStandardizedMeanShift":"1","varianceConvention":"population"}'

# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - -X POST 'https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","features":[{"current":{"count":100,"mean":"5","variance":"8"},"name":"band-power","reference":{"count":100,"mean":"2","variance":"4"}}],"maxStandardizedMeanShift":"1","varianceConvention":"population"}' \
  | grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decode
JavaScript: pay and call
// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";

// Pays at most $0.010027 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.010027" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);

// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.010027 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fwww.mahastrategies.com%2Fapi%2Fv1%2Fverify%2Fneural%2Fdistribution-drift&method=POST
const res = await pay("https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift", {
  method: "POST",
  headers: { "content-type": "application/json" },
  body: JSON.stringify({
    "dataClass": "synthetic",
    "features": [
      {
        "current": {
          "count": 100,
          "mean": "5",
          "variance": "8"
        },
        "name": "band-power",
        "reference": {
          "count": 100,
          "mean": "2",
          "variance": "4"
        }
      }
    ],
    "maxStandardizedMeanShift": "1",
    "varianceConvention": "population"
  }),
});
console.log(res.status, await res.text());
Python: pay and call
# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client

# Pays at most $0.010027 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.010027"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))

with x402_requests(client) as session:
    res = session.post(
        "https://www.mahastrategies.com/api/v1/verify/neural/distribution-drift",
        json={
            "dataClass": "synthetic",
            "features": [
                {
                    "current": {
                        "count": 100,
                        "mean": "5",
                        "variance": "8",
                    },
                    "name": "band-power",
                    "reference": {
                        "count": 100,
                        "mean": "2",
                        "variance": "4",
                    },
                },
            ],
            "maxStandardizedMeanShift": "1",
            "varianceConvention": "population",
        },
    )
    print(res.status_code, res.text)

Security scan

  • No findings. We scan names, descriptions and tool definitions for hidden instructions and other prompt-injection patterns.

Recent checks

WhenResultHTTPTimePrice
9 h agoPassed402201 ms$0.01