Llm Analyze
by HubVibe in AI models & inference
Question answering over your own text: ask a question about material you supply and get an answer grounded only in that text (Gemini). If the text does not contain the answer it says so instead of guessing. Use it for summaries, Q&A and checks over documents, emails and pages. Input: text, question; optional language. Fixed JSON fields: llm.extract.
POST https://hubvibe-io.com/work/llm/analyze
Last 30 days
Status and outage history · Atom feed
- Uptime
- 100%
- Response time
- 367 ms typical, 669 ms slowest 5%
- Last check
- 2 h ago
- Next check
- any minute now
How to call it
POST https://hubvibe-io.com/work/llm/analyze
Each call costs $0.25 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://hubvibe-io.com/work/llm/analyze
content-type: application/json
{
"text": "HubVibe sells machine-payable site audits at $0.05 per call."
}Parameters
| Parameter | Type | Required | Description |
|---|---|---|---|
language | string | No | |
question | string | No | |
text | string | Yes |
Example response
The provider's example. We can't check it without paying.
Example response, 39 lines
{
"attribution": [
{
"text": "Translated by Google",
"url": "https://translate.google.com"
}
],
"price_usd": 0.25,
"provenance": {
"attempts": 1,
"elapsed_ms": 340,
"providers_used": [
"coinbase-advanced-trade-public"
],
"steps": [
{
"ms": 312,
"ok": true,
"provider": "coinbase-advanced-trade-public",
"reason": "provider_timeout",
"step": "quote"
}
]
},
"receipt_id": "rcpt_9f1c2b3a4d5e6f70",
"receipt_url": "/work/receipts/rcpt_9f1c2b3a4d5e6f70",
"result": {
"answer": "It sells machine-payable site audits at $0.05 per call.",
"input_chars": 61,
"model": "gemini-2.5-flash",
"question": "What does it sell, and at what price?",
"tokens": {
"output": 88,
"prompt": 312
}
},
"status": "ok",
"worker": "llm.analyze"
}Call it from code
The curl command shows the payment challenge. The JavaScript and Python versions pay and call, and never pay more than $0.25.
curl: see the payment challenge
# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i -X POST 'https://hubvibe-io.com/work/llm/analyze' \
-H 'content-type: application/json' \
--data-raw '{"text":"HubVibe sells machine-payable site audits at $0.05 per call."}'
# 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://hubvibe-io.com/work/llm/analyze' \
-H 'content-type: application/json' \
--data-raw '{"text":"HubVibe sells machine-payable site audits at $0.05 per call."}' \
| 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 $0.25 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.25" });
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 $0.25 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fhubvibe-io.com%2Fwork%2Fllm%2Fanalyze&method=POST
const res = await pay("https://hubvibe-io.com/work/llm/analyze", {
method: "POST",
headers: { "content-type": "application/json" },
body: JSON.stringify({
"text": "HubVibe sells machine-payable site audits at $0.05 per call."
}),
});
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 $0.25 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.25"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))
with x402_requests(client) as session:
res = session.post(
"https://hubvibe-io.com/work/llm/analyze",
json={
"text": "HubVibe sells machine-payable site audits at $0.05 per call.",
},
)
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 |
|---|---|---|---|---|
| 2 h ago | Passed | 402 | 435 ms | $0.25 |
| 6 h ago | Passed | 402 | 118 ms | $0.25 |
| 10 h ago | Passed | 402 | 119 ms | $0.25 |
| 14 h ago | Passed | 402 | 117 ms | $0.25 |
| 18 h ago | Passed | 402 | 120 ms | $0.25 |
| 22 h ago | Passed | 402 | 362 ms | $0.25 |
| 26 h ago | Passed | 402 | 741 ms | $0.25 |
| 29 h ago | Passed | 402 | 122 ms | $0.25 |
| 33 h ago | Passed | 402 | 369 ms | $0.25 |
| 36 h ago | Passed | 402 | 367 ms | $0.25 |
| 40 h ago | Passed | 402 | 118 ms | $0.25 |
| 43 h ago | Passed | 402 | 440 ms | $0.25 |
| 47 h ago | Passed | 402 | 412 ms | $0.25 |
| 2 days ago | Passed | 402 | 417 ms | $0.25 |
| 2 days ago | Passed | 402 | 357 ms | $0.25 |