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AI Slop Code Risk Monitor

Humanizr/Humanizer

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

Humanizer meets all your .NET needs for manipulating and displaying strings, enums, dates, times, timespans, numbers and quantities

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Humanizr/Humanizer, a C# project with 9,953 GitHub stars. SynthScan examined 567,114 lines of code across 2050 source files, recording 573 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
10.0K
Stars
C#
Language
567.1K
Lines of Code
2.0K
Files
573
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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 572 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 4.9/100 · LOW

Which changes need focused human review? 573 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 573

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 573 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 Block567 hits · 540 pts
SeverityFileLineSnippetContext
LOW.mergify.yml1# Mergify: the same merge flow as Claire's other repos. A PR lands throughCOMMENT
LOWtools/locale-probe.cs1#!/usr/bin/env dotnet runCOMMENT
LOWtools/culture-info-month-enumeration-ta-zu-ZA.txt1# Raw CultureInfo.DateTimeFormat.MonthNames enumeration for ta and zu-ZACOMMENT
LOWtests/Humanizer.Tests/InflectorTests.cs1//The Inflector class was cloned from Inflector (https://github.com/srkirkland/Inflector)COMMENT
LOWtests/Humanizer.Tests/UseCultureAttribute.cs1using System.Reflection;COMMENT
LOWtests/Humanizer.Tests/Bytes/ToFullWordsTests.cs1//The MIT License (MIT)COMMENT
LOWtests/Humanizer.Tests/Bytes/ParsingTests.cs1//The MIT License (MIT)COMMENT
LOWtests/Humanizer.Tests/Bytes/ToStringTests.cs1//The MIT License (MIT)COMMENT
LOWtests/Humanizer.Tests/Bytes/CreatingTests.cs1//The MIT License (MIT)COMMENT
LOW…zer.Tests/Localisation/bn/BengaliClockNotationTests.cs21#endifCOMMENT
LOW…zer.Tests/Localisation/fa/PersianClockNotationTests.cs21#endifCOMMENT
LOW…nizer.Tests/Localisation/ta/TamilClockNotationTests.cs21#endifCOMMENT
LOW.github/workflows/codeql.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW…Humanizer.SourceGenerators/Common/GenerationHelpers.cs241COMMENT
LOW…anizer.SourceGenerators/Common/EngineContractModels.cs1using System.Collections.Immutable;COMMENT
LOW…anizer.SourceGenerators/Common/EngineContractModels.cs21COMMENT
LOW…anizer.SourceGenerators/Common/EngineContractModels.cs61 /// Gets the YAML/JSON property path read from the profile payload when thisCOMMENT
LOW…anizer.SourceGenerators/Common/EngineContractModels.cs81 public string? Builder { get; } = builder;COMMENT
LOW…/ProfileCatalogs/WordsToNumberEngineContractFactory.cs1using System.Globalization;COMMENT
LOWsrc/Humanizer/Plurality.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/WordsToDecimalNumberExtension.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/WordsToDecimalNumberExtension.cs21 /// word are required. Markers and digit words follow the selected grammar's token boundaries.COMMENT
LOWsrc/Humanizer/ToQuantityExtensions.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/ToQuantityExtensions.cs21 /// Incidates that the quantity will be included in the output, formatted asCOMMENT
LOWsrc/Humanizer/ToQuantityExtensions.cs41 /// "request".ToQuantity(2) => "2 requests"COMMENT
LOWsrc/Humanizer/ToQuantityExtensions.cs61 input.ToQuantity((long)quantity, showQuantityAs: ShowQuantityAs.Numeric, format: format, formatProvider: formatPCOMMENT
LOWsrc/Humanizer/WordsToNumberExtension.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/WordsToNumberExtension.cs21 /// <exception cref="FormatException">COMMENT
LOWsrc/Humanizer/WordsToNumberExtension.cs41 /// <param name="words">COMMENT
LOWsrc/Humanizer/WordsToNumberExtension.cs61 /// <param name="words">COMMENT
LOWsrc/Humanizer/EnumHumanizeSource.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/EnumHumanizeSource.cs21 /// </summary>COMMENT
LOWsrc/Humanizer/StringHumanizeExtensions.cs221 index++;COMMENT
LOWsrc/Humanizer/StringHumanizeExtensions.cs241 /// - Handles freestanding underscores/dashes (e.g., "some _ string")COMMENT
LOWsrc/Humanizer/StringHumanizeExtensions.cs321 c is >= 'a' and <= 'z';COMMENT
LOWsrc/Humanizer/DateHumanizeExtensions.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/DateHumanizeExtensions.cs81 /// </summary>COMMENT
LOWsrc/Humanizer/StringDehumanizeExtensions.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/StringDehumanizeExtensions.cs21 /// 4. Removing all spacesCOMMENT
LOWsrc/Humanizer/CardinalPluralCategory.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/CardinalPluralCategory.cs21COMMENT
LOWsrc/Humanizer/TruncateFrom.cs1namespace Humanizer;COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs1//The Inflector class was cloned from Inflector (https://github.com/srkirkland/Inflector)COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs61 private static Regex UnderscoreRegex2() => UnderscoreRegex2Field;COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs81 /// Uses the default vocabulary which includes English pluralization rules and common irregular forms.COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs101 /// </summary>COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs121 /// <code>COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs141 /// If humanization produces an empty string, returns the original input unchanged.COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs161 /// Converts a string to PascalCase (UpperCamelCase) by capitalizing the first letter of each wordCOMMENT
LOWsrc/Humanizer/InflectorExtensions.cs181 public static string Pascalize(this string input) =>COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs201 /// "SMS parameter provider".Pascalize(preserveUppercase: true) => "SMSParameterProvider"COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs221 /// Casing is culture-invariant.COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs261 }COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs321COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs341 /// </example>COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs381 /// <remarks>COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs401 /// This method is functionally identical to <see cref="Dasherize"/> and is provided for API clarity.COMMENT
LOWsrc/Humanizer/InflectorExtensions.cs421 /// This is equivalent to calling <see cref="Underscore(string)"/> followed by <see cref="Dasherize"/>.COMMENT
LOWsrc/Humanizer/TimeSpanHumanizeExtensions.cs21 /// <param name="collectionSeparator">The separator to use when combining humanized time parts. If null, the defaultCOMMENT
LOWsrc/Humanizer/TimeSpanHumanizeExtensions.cs41 string? collectionSeparator = ", ") =>COMMENT
507 more matches not shown…
Hyper-Verbose Identifiers5 hits · 5 pts
SeverityFileLineSnippetContext
LOWwebsite/tests/e2e/accessibility.spec.ts39async function expectNoSeriousAccessibilityViolations(page: Page) {CODE
LOWwebsite/src/theme/NotFound/Content/index.tsx13export default function VersionAwareNotFoundContent(props: Props): ReactNode {CODE
LOWwebsite/src/theme/DocItem/Content/index.tsx9export default function DocItemContentWithVersion({CODE
LOW…site/src/theme/NavbarItem/DropdownNavbarItem/index.tsx8function VersionDropdownNavbarItem(props: Props): ReactNode {CODE
LOW…site/src/theme/NavbarItem/DropdownNavbarItem/index.tsx24export default function VersionAwareDropdownNavbarItem(CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…skills/add-locale-batch/scripts/locale_batch_status.py4CODE