Skill: CSV profile
POST /api/skill/csv-profileBundled execution of the CSV profile workflow - Hand the pack a CSV and get back a column-by-column profile: descriptive stats, outliers, pairwise correlations, and a baseline linear regression. The deterministic 'what's in this dataset?' workup before deciding what to actually model. One x402 payment runs 6 underlying tools (csv-to-json, json-query, stats-summary, outliers, correlation, linear-regression); partial-success per step.
Input
| Field | Type | Description |
|---|---|---|
csv * | string | Raw CSV text (max 500KB; first row is treated as the header) |
columnA * | string | Primary numeric column to profile in depth (e.g. revenue) |
columnB * | string | Second numeric column for correlation + regression (e.g. cost) |
Example output
{
"pack": "csv-profile",
"args": {
"csv": "year,revenue,cost\n2022,1000,800\n2023,1500,1100\n2024,2100,1400",
"columnA": "revenue",
"columnB": "cost"
},
"steps": [
{
"slug": "csv-to-json",
"ok": true,
"result": {}
},
{
"slug": "json-query",
"ok": true,
"result": {}
},
{
"slug": "stats-summary",
"ok": true,
"result": {}
},
{
"slug": "outliers",
"ok": true,
"result": {}
},
{
"slug": "correlation",
"ok": true,
"result": {}
},
{
"slug": "linear-regression",
"ok": true,
"result": {}
}
],
"summary": "6/6 steps succeeded"
}
Try it - see the 402 challenge (free)
curl -i -X POST https://agent402.tools/api/skill/csv-profile \
-H "Content-Type: application/json" \
-d '{"csv":"year,revenue,cost\n2022,1000,800\n2023,1500,1100\n2024,2100,1400","columnA":"revenue","columnB":"cost"}'
The response is HTTP 402 Payment Required with exact payment requirements. Any x402 v2 client pays automatically and retries:
Paid call (JavaScript agent)
import { wrapFetchWithPayment } from "@x402/fetch";
import { x402Client } from "@x402/core/client";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";
const client = new x402Client();
registerExactEvmScheme(client, { signer: privateKeyToAccount(KEY) });
const payFetch = wrapFetchWithPayment(fetch, client);
const res = await payFetch("https://agent402.tools/api/skill/csv-profile", {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({
"csv": "year,revenue,cost\n2022,1000,800\n2023,1500,1100\n2024,2100,1400",
"columnA": "revenue",
"columnB": "cost"
}),
});
No wallet? Pay with compute
This is a pure-CPU tool, so an agent without a wallet can pay with proof-of-work instead of USDC: fetch a challenge, solve the sha256 puzzle (16 leading zero bits - a fraction of a second of CPU, no money, no AI tokens), and resend with the X-Pow-Solution header.
import { createHash } from "node:crypto";
const lz = (b) => { let t = 0; for (const x of b) { if (!x) { t += 8; continue; } t += Math.clz32(x) - 24; break; } return t; };
const c = await (await fetch("https://agent402.tools/api/pow/challenge?slug=skill-csv-profile")).json();
let n = 0;
while (lz(createHash("sha256").update(c.challenge + ":" + n).digest()) < c.difficulty) n++;
await fetch("https://agent402.tools/api/skill/csv-profile", { method: "POST", headers: { "X-Pow-Solution": c.token + ":" + n, "Content-Type": "application/json" }, body: JSON.stringify({"csv":"year,revenue,cost\n2022,1000,800\n2023,1500,1100\n2024,2100,1400","columnA":"revenue","columnB":"cost"}) });
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