# regression_fit

Fit a regression model and get the full statistical table, like R's summary(lm) or statsmodels. Linear, polynomial (degree 2–6), exponential (y = a·e^(bx)), logarithmic, power (y = a·x^b), multiple linear (many named predictors) and binary logistic regression (IRLS, odds ratios, McFadden pseudo-R², accuracy). Returns coefficients with standard errors, t / z statistics, p-values and confidence intervals, R² and adjusted R², residual standard error, F-test, AIC / BIC, a residual summary, the fitted equation, and predictions with confidence and prediction intervals. model=best ranks the single-predictor models by adjusted R² on the original scale. Numerically stable Householder QR. Price: $0.003 USDC per successful call (x402, Solana). Same tool over HTTPS: POST https://scorptech.it.com/api/x402/v1/regression-fit

Agent View of the PolicyLayer registry record for `regression_fit`. HTML page: https://policylayer.com/tools/com-it-scorptech-x402/regression-fit

## Facts

- Tool: `regression_fit`
- Server: ScorpTech x402 API (`https://scorptech.it.com/api/x402/mcp`) — https://policylayer.com/tools/com-it-scorptech-x402.md
- Homepage: https://github.com/https://scorptech.it.com/api/x402/mcp
- Risk category: Execute (High risk)
- Registry record: grade F, identity unverified
- Server auth posture: open
- Server CORS policy: *
- Server rate-limited: no
- Parameters: 8 (2 required)
- Recommended policy verdict: Rate-limited

## Parameters

| Parameter | Type | Required | Description |
| --- | --- | --- | --- |
| `x` | array | yes | Predictor values; for model=multiple / logistic an array of rows ([[x1, x2], ...]) or a single list |
| `y` | array | yes | Response values (0/1 for logistic); max 20,000 points |
| `model` | string | no |  |
| `names` | array | no | Predictor names (multiple / logistic) |
| `degree` | integer | no |  |
| `predict` | array | no | x values (or rows) to predict |
| `intercept` | boolean | no |  |
| `confidence` | number | no |  |

Parameters from the server's own tool schema.

## Example call (MCP tools/call, JSON-RPC 2.0)

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "regression_fit",
    "arguments": {
      "x": [],
      "y": []
    }
  }
}
```

## Why regression_fit is rated High

regression_fit triggers real processes with real consequences. An agent gone sideways doesn't fire it once. It starts dozens of builds, sends mass notifications, or burns through compute before anyone looks up.

## Use case

AI agents invoke regression_fit to trigger actions in ScorpTech x402 API. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call: builds kicked off, notifications sent, workflows started.

## Recommended policy (PolicyLayer)

Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches ScorpTech x402 API:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "regression_fit": {
      "limits": [
        {
          "counter": "regression_fit_rate",
          "window": "minute",
          "max": 10,
          "scope": "grant"
        }
      ]
    }
  }
}
```

## Other tools on ScorpTech x402 API (1011)

- `collatz_drop` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/collatz-drop.md
- `dedupe_records` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/dedupe-records.md
- `evm_selector_decode` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/evm-selector-decode.md
- `frames_timecode` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/frames-timecode.md
- `ip_reputation` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/ip-reputation.md
- `led_resistor` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/led-resistor.md
- `ruler_odd` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/ruler-odd.md
- `sql_format` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/sql-format.md
- `timecode_diff` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/timecode-diff.md
- `timecode_duration` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/timecode-duration.md
- `timecode_frames` — Destructive — https://policylayer.com/tools/com-it-scorptech-x402/timecode-frames.md
- `abi_encode` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/abi-encode.md
- `apery_term` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/apery-term.md
- `ballot` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/ballot.md
- `baum_sweet` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/baum-sweet.md
- `binom` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/binom.md
- `bit_subset` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/bit-subset.md
- `biunitary_sigma` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/biunitary-sigma.md
- `champernowne_start` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/champernowne-start.md
- `clinical_trials` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/clinical-trials.md
- `coin_min` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/coin-min.md
- `coin_ways` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/coin-ways.md
- `color_palette` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/color-palette.md
- `compound_interest` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/compound-interest.md
- `cron_explain` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/cron-explain.md
- `curl_to_code` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/curl-to-code.md
- `date_calc` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/date-calc.md
- `delannoy` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/delannoy.md
- `delannoy_sum` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/delannoy-sum.md
- `dmarc_report_parse` — Execute — https://policylayer.com/tools/com-it-scorptech-x402/dmarc-report-parse.md
- …and 981 more: https://policylayer.com/tools/com-it-scorptech-x402.md

## For agents

This record is a snapshot. Live verdicts and the full registry:

- Check every server in your MCP config at once: `npx -y policylayer stack`
- Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md)
- Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events`

---

Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=com-it-scorptech-x402 · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/com-it-scorptech-x402