78trust / 100

Biology Replicate Batch Confounding

by Replicate and batch-confounding in Other

x402 APIPassing, checked 3 h ago

Inspect structured sample assignments for technical/biological replication and batch confounding before comparing experimental groups. No causal conclusion from labels alone. 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/compute/biology/replicate-batch-confounding
Price
$0.149
per call in USDC
Uptime
100%
last 30 days
Response time
222 ms
559 ms slowest 5%
Last check
Passed
3 h ago, next any minute now

Run a free test callHow to call it

Reliability

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Status and outage history · Atom feed · Watch with other listings

How to call it

POST https://www.mahastrategies.com/api/v1/compute/biology/replicate-batch-confounding

Each call costs $0.149001 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/compute/biology/replicate-batch-confounding
content-type: application/json

{
  "dataClass": "synthetic",
  "observations": [
    {
      "batch": "b1",
      "biologicalUnit": "u1",
      "condition": "control",
      "id": "a"
    },
    {
      "batch": "b2",
      "biologicalUnit": "u2",
      "condition": "treated",
      "id": "b"
    }
  ]
}

Parameters

ParameterTypeRequiredDescription
dataClassstringYes One of: public, synthetic.
observationsarrayYes

Example response

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

Example response, 34 lines
{
  "data": {
    "chargedAmount": "149001",
    "inputHash": "sha256:6581552e4c0188e8ad71baccd471a2fa10737f3713ceb6d6a6e086be4…",
    "limitations": [
      "Public or synthetic inputs only. Caller labels are declarations,…"
    ],
    "productId": "biology-replicate-batch-confounding",
    "result": {
      "findings": {
        "biologicalUnits": 2,
        "crossConditionUnits": [],
        "fullyConditionConfoundedBatches": [
          "b1",
          "b2"
        ],
        "independentReplicationVerified": false,
        "technicalReplicateCount": 0
      },
      "limitations": [
        "Public or synthetic research inputs only; no patient, personal g…"
      ],
      "methodVersion": "maha-science50/1.0.0",
      "numericPrecision": "IEEE754-double; finite outputs rounded to 12 significant digits"
    },
    "resultHash": "sha256:aeb880c66110ce03ba60f3a7f4d61c013bd3418cd6ab1eca89a702f5b…",
    "sourceContractAmount": "149000",
    "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 $0.149001.

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/compute/biology/replicate-batch-confounding' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","observations":[{"batch":"b1","biologicalUnit":"u1","condition":"control","id":"a"},{"batch":"b2","biologicalUnit":"u2","condition":"treated","id":"b"}]}'

# 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/compute/biology/replicate-batch-confounding' \
  -H 'content-type: application/json' \
  --data-raw '{"dataClass":"synthetic","observations":[{"batch":"b1","biologicalUnit":"u1","condition":"control","id":"a"},{"batch":"b2","biologicalUnit":"u2","condition":"treated","id":"b"}]}' \
  | 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 $0.149001 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.149001" });
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 $0.149001 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fwww.mahastrategies.com%2Fapi%2Fv1%2Fcompute%2Fbiology%2Freplicate-batch-confounding&method=POST
const res = await pay("https://www.mahastrategies.com/api/v1/compute/biology/replicate-batch-confounding", {
  method: "POST",
  headers: { "content-type": "application/json" },
  body: JSON.stringify({
    "dataClass": "synthetic",
    "observations": [
      {
        "batch": "b1",
        "biologicalUnit": "u1",
        "condition": "control",
        "id": "a"
      },
      {
        "batch": "b2",
        "biologicalUnit": "u2",
        "condition": "treated",
        "id": "b"
      }
    ]
  }),
});
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 $0.149001 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.149001"})
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/compute/biology/replicate-batch-confounding",
        json={
            "dataClass": "synthetic",
            "observations": [
                {
                    "batch": "b1",
                    "biologicalUnit": "u1",
                    "condition": "control",
                    "id": "a",
                },
                {
                    "batch": "b2",
                    "biologicalUnit": "u2",
                    "condition": "treated",
                    "id": "b",
                },
            ],
        },
    )
    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
3 h agoPassed402279 ms$0.149
8 h agoPassed402209 ms$0.149
13 h agoPassed402229 ms$0.149
18 h agoPassed402559 ms$0.149
22 h agoPassed402222 ms$0.149
Show 1 older checks
27 h agoPassed402199 ms$0.149