Multinomial
by Probability Calculators in Other
Multinomial coefficient (arrangements of repeated items like MISSISSIPPI) and multinomial probability for given odds.
https://probability-calc.x402tookit.com/multinomial- Price
- $0.02
- per call in USDC
- Uptime
- 70.6%
- last 30 days
- Response time
- 528 ms
- 3.6 s slowest 5%
- Last check
- Passed
- 11 h ago, next any minute now
Reliability
Status and outage history · Atom feed · Watch with other listings
How to call it
GET https://probability-calc.x402tookit.com/multinomial
Each call costs $0.02 in USDC on Polygon, 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.
GET https://probability-calc.x402tookit.com/multinomial?word=MISSISSIPPIParameters
| Parameter | Type | Required | Description |
|---|---|---|---|
counts | string | No | Group sizes, comma separated: 1,4,4,2 (give counts or word) |
probs | string | No | Optional outcome probabilities, comma separated, one per count, summing to 1: gives the multinomial probability of exactly these counts |
word | string | No | Or a word/string: the repeated letters set the group sizes (MISSISSIPPI) |
Example response
The provider's example. We can't check it without paying.
Example response, 29 lines
{
"asOf": "2026-10-11T14:44:18.681Z",
"degraded": false,
"digits": 5,
"disclaimer": "Screening signal computed from the named public source. Not financial, legal or investment advice; provided as is. Verify at the source before acting.",
"formula": "11! / (1! x 4! x 4! x 2!)",
"groupSizes": [
1,
4
],
"letters": [
"Mx1",
"Ix4",
"…2 more"
],
"multinomialCoefficient": "34650",
"notChecked": [
"dependence between draws (the probability form assumes independent trials with fixed odds, i.e. sampling with replacement)",
"arrangements with extra constraints such as no two equal letters adjacent"
],
"reasons": [
"Multinomial coefficient = n! / (k1! k2! ... km!): the number of distinct orderings of n items where equal items are interchangeable."
],
"scientific": null,
"source": "computed locally (exact big-integer arithmetic)",
"summary": "11 items in groups 1, 4, 4, 2: 34650 distinct arrangements.",
"total": 11,
"verdict": "COUNTED"
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.02.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i 'https://probability-calc.x402tookit.com/multinomial?word=MISSISSIPPI'
# 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 - 'https://probability-calc.x402tookit.com/multinomial?word=MISSISSIPPI' \
| 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 $0.02 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.02" });
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 $0.02 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fprobability-calc.x402tookit.com%2Fmultinomial
const res = await pay("https://probability-calc.x402tookit.com/multinomial?word=MISSISSIPPI");
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 $0.02 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.02"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.get("https://probability-calc.x402tookit.com/multinomial?word=MISSISSIPPI")
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 |
|---|---|---|---|---|
| 11 h ago | Passed | 402 | 555 ms | $0.02 |
| 23 h ago | Expected HTTP 402, got 530 | 530 | 154 ms | - |
| 35 h ago | Passed | 402 | 575 ms | $0.02 |
| 2 days ago | Expected HTTP 402, got 530 | 530 | 99 ms | - |
| 2 days ago | Passed | 402 | 555 ms | $0.02 |
Show 10 older checks
| 3 days ago | Passed | 402 | 562 ms | $0.02 |
| 3 days ago | Passed | 402 | 528 ms | $0.02 |
| 5 days ago | Expected HTTP 402, got 530 | 530 | 85 ms | - |
| 5 days ago | Expected HTTP 402, got 530 | 530 | 167 ms | - |
| 5 days ago | Expected HTTP 402, got 530 | 530 | 154 ms | - |
| 5 days ago | Passed | 402 | 555 ms | $0.02 |
| 5 days ago | Passed | 402 | 512 ms | $0.02 |
| 6 days ago | Passed | 402 | 3.6 s | $0.02 |
| 6 days ago | Passed | 402 | 523 ms | $0.02 |
| 6 days ago | Passed | 402 | 511 ms | $0.02 |