AI Slop Code Risk Monitor

avwo/whistle

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

HTTP, HTTP2, HTTPS, Websocket debugging proxy

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for avwo/whistle, a JavaScript project with 15,764 GitHub stars. SynthScan examined 131,370 lines of code across 854 source files, recording 39 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 2.0 (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.

2.0
Adjusted Signal
2.0
Raw Pattern Score
100%
Time Factor
2026-10-27
Last Push
15.8K
Stars
JavaScript
Language
131.4K
Lines of Code
854
Files
39
Pattern Hits
2026-10-31
Scan Date
0.02
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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 19 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.9/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 8.0/100 · LOW

Which changes need focused human review? 39 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 20HIGH 0MEDIUM 0LOW 19

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 39 distinct pattern matches across 4 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.

Hallucination Indicators20 hits · 245 pts
SeverityFileLineSnippetContext
CRITICALbiz/webui/htdocs/src/js/req-data.js1316 this.refs.content.refs.list.forceUpdateGrid();CODE
CRITICALbiz/webui/htdocs/src/js/req-data.js1464 this.refs.content.refs.list.scrollToRow(target);CODE
CRITICALtest/units/https.test.js101 JSON.parse(data.body).a.b.c.should.be.equal('streamUtils.readJson');CODE
CRITICALtest/units/https.test.js115 JSON.parse(data.body).a.b.c.should.be.equal('streamUtils.readJson');CODE
CRITICALtest/units/https.test.js130 JSON.parse(data.body).a.b.c.should.be.equal('streamUtils.readJson');CODE
CRITICALtest/units/https.test.js151 data.type.a.b.c.should.be.equal('readJson');CODE
CRITICALtest/units/https.test.js163 data.type.a.b.c.should.be.equal('resJson');CODE
CRITICALtest/units/https.test.js164 JSON.parse(data.body).a.b.c.should.be.equal('reqJson');CODE
CRITICALtest/units/rule.test.js45 // data.headers.host.should.not.equal('host.test.whistlejs.com');COMMENT
CRITICALtest/units/rule.test.js56 // data.headers.host.should.not.equal('host.test.whistlejs.com');COMMENT
CRITICALtest/units/rule.test.js67 // data.headers.host.should.not.equal('host.test.whistlejs.com');COMMENT
CRITICALtest/units/reqCookies.test.js5 data.headers.cookie.should.be.equal('test=abc');CODE
CRITICAL⚡test/units/delete.test.js5 data.headers.should.not.have.property('x-delete-all');CODE
CRITICAL⚡test/units/delete.test.js6 data.headers.should.not.have.property('x-delete-req');CODE
CRITICAL⚡test/units/delete.test.js7 res.headers.should.not.have.property('x-delete-res');CODE
CRITICAL⚡test/units/delete.test.js18 data.headers.should.not.have.property('x-delete-all');CODE
CRITICAL⚡test/units/delete.test.js19 data.headers.should.not.have.property('x-delete-req');CODE
CRITICAL⚡test/units/delete.test.js20 res.headers.should.not.have.property('x-delete-res');CODE
CRITICALtest/units/auth.test.js5 data.headers.should.not.have.property('authorization');CODE
CRITICALtest/units/disable.test.js13 res.headers.should.not.have.property('set-cookie');CODE
Over-Commented Block9 hits · 9 pts
SeverityFileLineSnippetContext
LOWbiz/webui/htdocs/src/js/components/json/stringify.js1// json2.jsCOMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js21// be packed without extra whitespace. If it is a number,COMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js41// : n;COMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js61COMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js81COMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js101COMMENT
LOWbiz/webui/htdocs/src/js/components/json/stringify.js121// myData = JSON.parse(COMMENT
LOWtest/units/ui.test.js421 // var shadowUrl = 'http://shadow.remote-key2.test.w2.org/test/path?doNotParseJson';COMMENT
LOWtest/units/ui.test.js441COMMENT
Hyper-Verbose Identifiers6 hits · 6 pts
SeverityFileLineSnippetContext
LOWbiz/webui/htdocs/src/js/tab-frame.js11function onWhistleInspectorCustomTabReady(init, win) {CODE
LOWbiz/webui/htdocs/src/js/iframe-dialog.js10function onWhistlePluginOptionModalReady(init, win) {CODE
LOW…cs/src/js/components/react-json-tree/JSONNestedNode.js158 function componentWillReceiveProps(nextProps) {CODE
LOW…ebui/htdocs/src/js/components/react-json-tree/index.js315 function componentWillReceiveProps(nextProps) {CODE
LOWlib/https/ca.js582function getOrCreateCert(servername) {CODE
LOWlib/util/index.js2394function checkIfAddInterceptPolicy(proxyHeaders, headers) {CODE
Overly Generic Function Names4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtest/index.test.js282 (function getData() {CODE
LOWlib/util/data-server.js319function handleRequest(req, data) {CODE
LOWlib/plugins/load-plugin.js1544 function getData(cb, isList, opt1, opt2) {CODE
LOWlib/service/compose-data.js6function getData(reqId) {CODE