AI Slop Code Risk Monitor

golang/mobile

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

[mirror] Go on Mobile

2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for golang/mobile, a Go project with 6,226 GitHub stars. SynthScan examined 54,355 lines of code across 265 source files, recording 131 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
6.2K
Stars
Go
Language
54.4K
Lines of Code
265
Files
131
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 10.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 131 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 11.8/100 · LOW

Which changes need focused human review? 131 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 1MEDIUM 0LOW 130

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 131 distinct pattern matches across 2 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 Block130 hits · 118 pts
SeverityFileLineSnippetContext
LOWcmd/gomobile/env.go81 switch platform {COMMENT
LOWcmd/gomobile/env.go221 clang, cflags, err = envClang(sdk)COMMENT
LOWcmd/gomobile/gendex.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWcmd/gomobile/writer.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWcmd/gomobile/writer.go21//COMMENT
LOWcmd/gomobile/writer.go41// Note the \r\n line breaks.COMMENT
LOWcmd/gomobile/build_apple.go561// rfc1034Label sanitizes the name to be usable in a uniform type identifier.COMMENT
LOWapp/x11.c1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWapp/darwin_desktop.m1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWapp/darwin_desktop.m61 // pixels to actual pixels, but both of these units varyCOMMENT
LOWapp/darwin_desktop.go1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWapp/darwin_desktop.go61 }()COMMENT
LOWapp/android.c1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWapp/app.go21 main(f)COMMENT
LOWapp/darwin_ios.m1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWapp/darwin_ios.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWapp/android.go21COMMENT
LOWapp/internal/callfn/callfn.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWasset/doc.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWexample/ivy/doc.go1// Copyright 2021 The Go Authors. All rights reserved.COMMENT
LOWexample/network/main.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWexample/network/main.go21// program as an Android APK using the gomobile tool.COMMENT
LOWexample/basic/main.go1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWinternal/binres/binres.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWinternal/binres/binres.go21//COMMENT
LOWinternal/binres/binres_test.go241 if err := compareElements(bx, bxml); err != nil {COMMENT
LOWinternal/binres/pool.go21func (ref PoolRef) Resolve(pl *Pool) string {COMMENT
LOWinternal/binres/pool.go41// uint16 [optional] low word if high bit of length setCOMMENT
LOWinternal/binres/table.go21COMMENT
LOWinternal/importers/ast.go1// Copyright 2016 The Go Authors. All rights reserved.COMMENT
LOWinternal/importers/ast.go41COMMENT
LOWinternal/importers/ast.go121COMMENT
LOWinternal/importers/java/java.go181//COMMENT
LOWinternal/importers/java/java.go401 } else {COMMENT
LOWinternal/importers/java/java.go421// }COMMENT
LOWinternal/mobileinit/mobileinit.go1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWgl/work.h1// Copyright 2015 The Go Authors. All rights reserved.COMMENT
LOWgl/work.h21#ifdef os_macosCOMMENT
LOWgl/interface.go1// Copyright 2014 The Go Authors. All rights reserved.COMMENT
LOWgl/interface.go21// Contexts are independent. Two contexts can be used concurrently.COMMENT
LOWgl/interface.go41 // http://www.khronos.org/opengles/sdk/docs/man3/html/glBindBuffer.xhtmlCOMMENT
LOWgl/interface.go61 // http://www.khronos.org/opengles/sdk/docs/man3/html/glBindVertexArray.xhtmlCOMMENT
LOWgl/interface.go81 // http://www.khronos.org/opengles/sdk/docs/man3/html/glBlendFunc.xhtmlCOMMENT
LOWgl/interface.go101 // http://www.khronos.org/opengles/sdk/docs/man3/html/glBufferSubData.xhtmlCOMMENT
LOWgl/interface.go121 ClearColor(red, green, blue, alpha float32)COMMENT
LOWgl/interface.go141 // http://www.khronos.org/opengles/sdk/docs/man3/html/glCompileShader.xhtmlCOMMENT
LOWgl/interface.go161 //COMMENT
LOWgl/interface.go181 //COMMENT
LOWgl/interface.go201 //COMMENT
LOWgl/interface.go221COMMENT
LOWgl/interface.go241COMMENT
LOWgl/interface.go261COMMENT
LOWgl/interface.go281 DisableVertexAttribArray(a Attrib)COMMENT
LOWgl/interface.go301 //COMMENT
LOWgl/interface.go321 // http://www.khronos.org/opengles/sdk/docs/man3/html/glFramebufferRenderbuffer.xhtmlCOMMENT
LOWgl/interface.go341 // GetActiveAttrib returns details about an active attribute variable.COMMENT
LOWgl/interface.go361COMMENT
LOWgl/interface.go381 // Single values may be queried more easily using GetInteger.COMMENT
LOWgl/interface.go401 // GetFramebufferAttachmentParameteri returns attachment parametersCOMMENT
LOWgl/interface.go421COMMENT
70 more matches not shown…
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHcmd/gomobile/build_apple.go580 // greater than U+007f. In this implementation, we just replace everything nonCOMMENT