AI Slop Code Risk Monitor

CanadaHonk/porffor

SlopCodeMonitor badge for CanadaHonk/porffor Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

An ahead-of-time JavaScript compiler

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for CanadaHonk/porffor, a JavaScript project with 5,364 GitHub stars. SynthScan examined 71,723 lines of code across 105 source files, recording 61 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-21
Last Push
5.4K
Stars
JavaScript
Language
71.7K
Lines of Code
105
Files
61
Pattern Hits
2026-10-31
Scan Date
0.07
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 54 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 6.9/100 · LOW

Which changes need focused human review? 61 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 7MEDIUM 3LOW 51

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 61 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Cross-Language Confusion (JS/TS)7 hits · 52 pts
SeverityFileLineSnippetContext
HIGH⚡bench/v8-v7.js11547 print("PROGRESS", name);CODE
HIGH⚡bench/v8-v7.js11551 print("ERROR", name, error);CODE
HIGH⚡bench/v8-v7.js11552 print(error.stack);CODE
HIGH⚡bench/v8-v7.js11557 print("RESULT", name, result);CODE
HIGH⚡bench/v8-v7.js11561 print("SCORE", score);CODE
HIGH⚡bench/v8-v7.js11567 print("*** Run() failed");CODE
HIGH⚡bench/v8-v7.js11568 print(e.stack || e);CODE
Over-Commented Block49 hits · 49 pts
SeverityFileLineSnippetContext
LOWbench/richards_direct.js1// Copyright 2006-2008 the V8 project authors. All rights reserved.COMMENT
LOWbench/richards_direct.js21// SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOTCOMMENT
LOWbench/v8-v7.js1"use strict";COMMENT
LOWbench/v8-v7.js21// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHTCOMMENT
LOWbench/v8-v7.js281 }COMMENT
LOWbench/v8-v7.js301// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORSCOMMENT
LOWbench/v8-v7.js821var Richards = new BenchmarkSuite('Richards', 35302, [COMMENT
LOWbench/v8-v7.js3401// The ray tracer code in this file is written by Adam Burmister. ItCOMMENT
LOWbench/v8-v7.js3441};COMMENT
LOWbench/v8-v7.js4721 return lcm;COMMENT
LOWbench/v8-v7.js8981var EarleyBoyer = new BenchmarkSuite('EarleyBoyer', 666463, [COMMENT
LOWbench/v8-v7.js9001//COMMENT
LOWbench/v8-v7.js10761// with the distribution.COMMENT
LOWbench/string_methods.js1const str = 'The quick brown fox jumps over the lazy dog'COMMENT
LOWbench/string_methods.js21 // italics: [],COMMENT
LOWbench/string_methods.js41 // substring: [4, 9],COMMENT
LOWbench/richards.js1// Copyright 2006-2008 the V8 project authors. All rights reserved.COMMENT
LOWbench/richards.js21// SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOTCOMMENT
LOWcompiler/render.js2361COMMENT
LOWcompiler/render.js4161}COMMENT
LOWcompiler/render.js4221// run-once code (module init, top level): optimize for size whatever -O the unit getsCOMMENT
LOWcompiler/render.js4241#define PORF_ARENA_HINT ((void*)0x400000000ull)COMMENT
LOWcompiler/render.js4261#define PORF_PROMISE_STATE 32COMMENT
LOWcompiler/render.js4441${sti}f64 porf_performance_time_origin(void) {COMMENT
LOWcompiler/render.js4521}COMMENT
LOWcompiler/builtins/date.ts21COMMENT
LOWcompiler/builtins/date.ts41 // 4. Let numYears4 be floor((ry - 1969) / 4).COMMENT
LOWcompiler/builtins/date.ts81// 21.4.1.10 InLeapYear (t)COMMENT
LOWcompiler/builtins/date.ts161// https://tc39.es/ecma262/multipage/numbers-and-dates.html#sec-weekdayCOMMENT
LOWcompiler/builtins/date.ts701// B.2.3.1 Date.prototype.getYear ()COMMENT
LOWcompiler/builtins/date.ts761// 21.4.4.8 Date.prototype.getMonth ()COMMENT
LOWcompiler/builtins/date.ts801// https://tc39.es/ecma262/multipage/numbers-and-dates.html#sec-date.prototype.gettimezoneoffsetCOMMENT
LOWcompiler/builtins/date.ts861// https://tc39.es/ecma262/multipage/numbers-and-dates.html#sec-date.prototype.getutchoursCOMMENT
LOWcompiler/builtins/date.ts1501// - "-" (hyphen) appears literally twice in the string.COMMENT
LOWcompiler/builtins/array.ts61COMMENT
LOWcompiler/builtins/array.ts921 const O: any = ecma262.ToObject(this);COMMENT
LOWcompiler/builtins/array.ts1101 }COMMENT
LOWcompiler/builtins/array.ts1121 __Porffor_array_deleteProperty(O, k + itemCount);COMMENT
LOWcompiler/builtins/array.ts1361COMMENT
LOWcompiler/builtins/array.ts1421COMMENT
LOWcompiler/builtins/array.ts2101COMMENT
LOWcompiler/builtins/array.ts2281 for (; i < actualStart; i++) A[i] = __Porffor_array_get(O, i);COMMENT
LOWcompiler/builtins/array.ts2301COMMENT
LOWcompiler/builtins/array.ts2321COMMENT
LOWcompiler/builtins/regexp.ts1// @porf --closuresCOMMENT
LOWcompiler/builtins/regexp.ts21// 8 @ first-unit bitmap (32 bytes)COMMENT
LOWcompiler/builtins/regexp.ts41// 0x0c jump [target u16]COMMENT
LOWcompiler/builtins/regexp.ts61// 0x20 runNotChar [backward u8][min u16][max u16][unit u16]COMMENT
LOWcompiler/builtins/_internal_object.ts1import type {} from './porffor.d.ts';COMMENT
AI Slop Vocabulary3 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMtest262/index.js811 const preludes = { '#host': fs.readFileSync(join(__dirname, 'harness.js'), 'utf8') };CODE
MEDIUMtest262/history.json1[{"results":[96.05,53404,51296,1062,1011,7,22,6],"time":1792446440000,"hash":"5d64bc6b628fdaaac9562efd4461336549766f29",CODE
MEDIUMtest262/selfhost.js130const preludes = { '#host': fs.readFileSync(join(__dirname, 'harness.js'), 'utf8') };CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbench/v8-v7.js6579 function skipWhitespaceAndComments() {CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbench/regex.js8function getData() {CODE