AI Slop Code Risk Monitor

qax-os/excelize

SlopCodeMonitor badge for qax-os/excelize Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Go language library for reading and writing Microsoft Excel™ (XLAM / XLSM / XLSX / XLTM / XLTX) spreadsheets

3.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for qax-os/excelize, a Go project with 21,028 GitHub stars. SynthScan examined 92,340 lines of code across 98 source files, recording 316 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 3.1 (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.

3.1
Adjusted Signal
3.1
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
21.0K
Stars
Go
Language
92.3K
Lines of Code
98
Files
316
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 14.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 316 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 16.3/100 · LOW

Which changes need focused human review? 316 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 2MEDIUM 1LOW 313

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 316 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 Block313 hits · 274 pts
SeverityFileLineSnippetContext
LOWlib.go641COMMENT
LOWpicture.go81}COMMENT
LOWpicture.go101//COMMENT
LOWpicture.go121// HyperlinkType: "Location",COMMENT
LOWpicture.go141// }COMMENT
LOWpicture.go161//COMMENT
LOWpicture.go181//COMMENT
LOWpicture.go201 ext, ok := supportedImageTypes[strings.ToLower(path.Ext(name))]COMMENT
LOWpicture.go221// _ "image/jpeg"COMMENT
LOWpicture.go521// if err != nil {COMMENT
LOWxmlWorksheet.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWxmlWorksheet.go481 DataValidation []*xlsxX14DataValidationCOMMENT
LOWxmlWorksheet.go561}COMMENT
LOWxmlWorksheet.go661 RID string `xml:"http://schemas.openxmlformats.org/officeDocument/2006/relationships id,attr,omitempty"`COMMENT
LOWxmlWorksheet.go681// tableParts to store this information. Each table part is referenced throughCOMMENT
LOWxmlWorksheet.go1161 // FitToHeight specified the number of vertical pages to fit on.COMMENT
LOWxmlWorksheet.go1181 // displayed in the Right to Left format.COMMENT
LOWxmlWorksheet.go1201 // View indicating how sheet is displayed, by default it uses empty stringCOMMENT
LOWxmlWorksheet.go1221// }); err != nil {COMMENT
LOWxmlWorksheet.go1241// fmt.Println(err)COMMENT
LOWxmlWorksheet.go1261// fmt.Println(err)COMMENT
LOWxmlWorksheet.go1281 // TabColorIndexed represents the indexed color value.COMMENT
LOWxmlWorksheet.go1301 // DefaultColWidth specifies the default column width measured as theCOMMENT
LOWxmlSharedStrings.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWxmlSharedStrings.go21// be stored directly inside spreadsheet cell elements; however, storing theCOMMENT
LOWxmlComments.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWsheetview.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWxmlSlicers.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWmerge.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWmerge.go21 if !strings.Contains(mergedCellsRef, ":") {COMMENT
LOWmerge.go41// B1(x1,y1) D1(x2,y1)COMMENT
LOWdocProps.go21)COMMENT
LOWdocProps.go41// |COMMENT
LOWdocProps.go101COMMENT
LOWdocProps.go121// | identification is environment-specific.COMMENT
LOWdocProps.go141// |COMMENT
LOWhsl.go1// Copyright (c) 2012 Rodrigo Moraes. All rights reserved.COMMENT
LOWxmlChart.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWsheetpr.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWxmlCustom.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWstream.go41// writing data on a new existing empty worksheet with large amounts of data.COMMENT
LOWstream.go61// }COMMENT
LOWstream.go81// for colID := 0; colID < 50; colID++ {COMMENT
LOWstream.go101//COMMENT
LOWstream.go141 bulkAppendFields(&sw.rawData, sw.worksheet, 3, 4)COMMENT
LOWxmlDrawing.go1// Copyright 2016 - 2026 The excelize Authors. All rights reserved. Use ofCOMMENT
LOWxmlDrawing.go101// element specifies the transform to be applied to the corresponding graphicCOMMENT
LOWchart.go661// Sheet1!$E$1:$L$15:COMMENT
LOWchart.go681// } {COMMENT
LOWchart.go701// },COMMENT
LOWchart.go721// ShowLeaderLines: false,COMMENT
LOWchart.go741// 1 | AreaStacked | 2D stacked area chartCOMMENT
LOWchart.go761// 21 | Col | 2D clustered column chartCOMMENT
LOWchart.go781// 41 | Line | line chartCOMMENT
LOWchart.go801// The series options that can be set are:COMMENT
LOWchart.go821// optional and the chart will just assume a sequential series from 1..n.COMMENT
LOWchart.go841// Marker: This sets the marker of the line chart and scatter chart. The rangeCOMMENT
LOWchart.go861//COMMENT
LOWchart.go881//COMMENT
LOWchart.go901// HeightCOMMENT
253 more matches not shown…
Synthetic Comment Markers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGH.github/CONTRIBUTING.md63regardless of whether it was manually written or generated by AI. You mustCODE
HIGH.github/CONTRIBUTING.md77patch. Code generated by AI may infringe on copyright and it is the submitter'sCODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMxmlWorksheet.go1271 // rules shall not be updated. Essentially the conditionalCOMMENT