AI Slop Code Risk Monitor

chromedp/chromedp

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

A faster, simpler way to drive browsers supporting the Chrome DevTools Protocol.

2.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chromedp/chromedp, a Go project with 13,346 GitHub stars. SynthScan examined 35,816 lines of code across 191 source files, recording 73 pattern matches distributed across 3 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
2026-10-11
Last Push
13.3K
Stars
Go
Language
35.8K
Lines of Code
191
Files
73
Pattern Hits
2026-10-31
Scan Date
0.00
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 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 72 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 73 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 0MEDIUM 0LOW 73

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 73 distinct pattern matches across 3 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.

Over-Commented Block71 hits · 71 pts
SeverityFileLineSnippetContext
LOWquery.go21// Selectable is what an element query accepts as the selector. The type of theCOMMENT
LOWquery.go41// })COMMENT
LOWquery.go81 retryInterval time.DurationCOMMENT
LOWquery.go101//COMMENT
LOWquery.go121// [Search].COMMENT
LOWquery.go141// type is useful for DOM elements that the other types cannot retrieve, suchCOMMENT
LOWquery.go161// The [After] option sets a func that runs after the query returns one or moreCOMMENT
LOWquery.go1241 }COMMENT
LOWquery.go1261// one more. To send the Enter key with no char event, send a rawKeyDown eventCOMMENT
LOWquery.go1441// Dump is an element query action that writes a readable tree of the firstCOMMENT
LOWallocate_pipe.go21 // outputGrace is how long an ExecAllocator waits for the rest of theCOMMENT
LOWexample_test.go621COMMENT
LOWconsole.go41 // Text is the text that the DevTools console shows. A string argument isCOMMENT
LOWconsole.go81func (m ConsoleMessage) IsException() bool {COMMENT
LOWconsole.go101// As [Events] does, Console subscribes when it returns, and not when theCOMMENT
LOWaction.go21// title := func(ctx context.Context, t *chromedp.Target) (string, error) {COMMENT
LOWaction.go41// derive with [context.WithTimeout] from a context that has run once. SeeCOMMENT
LOWaction.go121// iterator over its payloads. It replaces ListenTarget.COMMENT
LOWdrag.go21 // dragInterceptWait is how long a drag waits after the last mouse move forCOMMENT
LOWdrag.go121 res, err := cdp.Call(ctx, t, runtime.Evaluate, runtime.EvaluateParams{Expression: expr, ReturnByValue: ptr(true)})COMMENT
LOWdrag.go141// the start of the drag. Then the browser starts a native drag, which aCOMMENT
LOWkeepopen.go21// browser that KeepOpen started.COMMENT
LOWkeepopen.go41// - The process starts detached: in a new session on Unix, and detached fromCOMMENT
LOWpdf.go41// A length is in inches, and a CSS pixel is 1/96 of an inch. For example, aCOMMENT
LOWallocate.go21// This interface hides how the browser process runs. For example, an AllocatorCOMMENT
LOWallocate.go61 if ep.execPath == "" {COMMENT
LOWallocate.go401type cmdRun struct {COMMENT
LOWallocate.go741// On Linux, the browser then starts with an empty environment. A program canCOMMENT
LOWallocate.go821}COMMENT
LOWallocate.go881// - https://bugs.chromium.org/p/chromium/issues/detail?id=737678COMMENT
LOWallocate.go901 }COMMENT
LOWjs.go21COMMENT
LOWjs.go41COMMENT
LOWinput.go201 }COMMENT
LOWchromedp.go1// Package chromedp is a high level Chrome DevTools Protocol client. It drivesCOMMENT
LOWchromedp.go41// Context is the data that NewContext stores in a context.Context. Run needsCOMMENT
LOWchromedp.go81 // browserContextOwner is true when this context owns its BrowserContext.COMMENT
LOWchromedp.go101COMMENT
LOWchromedp.go121 // the default allocator. It has no effect on an allocator that the callerCOMMENT
LOWchromedp.go141//COMMENT
LOWchromedp.go161// timeout. Then run the action with a context that you derive from it:COMMENT
LOWchromedp.go321type contextKey struct{}COMMENT
LOWchromedp.go621COMMENT
LOWchromedp.go641COMMENT
LOWchromedp.go661// Chrome hides every tab of a window except the active one, and a hidden pageCOMMENT
LOWchromedp.go681// Use it with a remote browser that keeps its tabs when a client leaves, soCOMMENT
LOWchromedp.go701// "iframe" in [Targets]. [FromNode] and the DOM tree of the page do not reachCOMMENT
LOWchromedp.go781 }COMMENT
LOWbrowser.go41// NewBrowserTransport then calls it with the protocol logger of the browser.COMMENT
LOWbrowser.go61 LostConnection chan struct{}COMMENT
LOWnav_test.go381 lctx, cancel := context.WithCancel(ctx)COMMENT
LOWexpose.go21COMMENT
LOWexpose.go41// - When A is a slice type, such as []any or []float64, fn gets all theCOMMENT
LOWcall.go41 var zero RCOMMENT
LOWscreenshot.go21//COMMENT
LOWeval.go21// When T is *runtime.RemoteObject, the result is the low-level protocol type,COMMENT
LOWeval.go141//COMMENT
LOWpoll.go81// For example, in our implementation the poll task does not survive a navigation.COMMENT
LOWkb/gen.go1//go:build ignoreCOMMENT
LOWkb/gen.go541)COMMENT
11 more matches not shown…
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWchromedp_test.go1554 <p>Lorem ipsum</p>CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWjs/waitForPredicatePageFunction.js1async function waitForPredicatePageFunction(predicateBody, polling, timeout, ...args) {CODE