Normal
by Normal (Gaussian) distribution in Documents & files
Normal distribution with optional mean (default 0) and standard deviation sd (default 1). `function` selects the density (pdf), cumulative distribution (cdf) or quantile / inverse-CDF.
POST https://distribution.openverbs.com/v1/normal
Last 30 days
Status and outage history · Atom feed
- Uptime
- 100%
- Response time
- 557 ms typical, 647 ms slowest 5%
- Last check
- 4 h ago
- Next check
- any minute now
How to call it
POST https://distribution.openverbs.com/v1/normal
Each call costs $0.004 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://distribution.openverbs.com/v1/normal
content-type: application/json
{
"function": "pdf",
"mean": 1,
"sd": 1,
"x": 1
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
function | string | Yes | One of: pdf, cdf, quantile. |
mean | number | No | Mean μ. Default 0. |
sd | number | No | Standard deviation σ > 0. Default 1. |
x | number | Yes | Evaluation point: the variate for pdf/pmf/cdf, or the probability p ∈ (0,1) for quantile. |
Example response
The listing has no example response.
Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.004.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://distribution.openverbs.com/v1/normal' \
-H 'content-type: application/json' \
--data-raw '{"function":"pdf","mean":1,"sd":1,"x":1}'
# 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://distribution.openverbs.com/v1/normal' \
-H 'content-type: application/json' \
--data-raw '{"function":"pdf","mean":1,"sd":1,"x":1}' \
| grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decodeJavaScript: 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 $0.004 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.004" });
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 $0.004 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fdistribution.openverbs.com%2Fv1%2Fnormal&method=POST
const res = await pay("https://distribution.openverbs.com/v1/normal", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"function": "pdf",
"mean": 1,
"sd": 1,
"x": 1
}),
});
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 $0.004 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.004"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://distribution.openverbs.com/v1/normal",
json={
"function": "pdf",
"mean": 1,
"sd": 1,
"x": 1,
},
)
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
| When | Result | HTTP | Time | Price |
|---|---|---|---|---|
| 4 h ago | Passed | 402 | 648 ms | $0.004 |
| 8 h ago | Passed | 402 | 555 ms | $0.004 |
| 12 h ago | Passed | 402 | 599 ms | $0.004 |
| 16 h ago | Passed | 402 | 553 ms | $0.004 |
| 20 h ago | Passed | 402 | 555 ms | $0.004 |
| 23 h ago | Passed | 402 | 593 ms | $0.004 |
| 27 h ago | Passed | 402 | 586 ms | $0.004 |
| 31 h ago | Passed | 402 | 541 ms | $0.004 |
| 35 h ago | Passed | 402 | 561 ms | $0.004 |
| 38 h ago | Passed | 402 | 626 ms | $0.004 |
| 42 h ago | Passed | 402 | 633 ms | $0.004 |
| 45 h ago | Passed | 402 | 550 ms | $0.004 |
| 2 days ago | Passed | 402 | 580 ms | $0.004 |
| 2 days ago | Passed | 402 | 562 ms | $0.004 |
| 2 days ago | Passed | 402 | 518 ms | $0.004 |