AI Slop Code Risk Monitor

hfiref0x/WinObjEx64

SlopCodeMonitor badge for hfiref0x/WinObjEx64 Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Windows Object Explorer 64-bit

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for hfiref0x/WinObjEx64, a C project with 1,989 GitHub stars. SynthScan examined 111,071 lines of code across 167 source files, recording 192 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 1.5 (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.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-06
Last Push
2.0K
Stars
C
Language
111.1K
Lines of Code
167
Files
192
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 7.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 192 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 8.3/100 · LOW

Which changes need focused human review? 192 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 192

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 192 distinct pattern matches across 1 syntactic category. 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 Block192 hits · 170 pts
SeverityFileLineSnippetContext
LOWSource/Plugins/utils.h21#pragma onceCOMMENT
LOWSource/Plugins/plugin_def.h21COMMENT
LOWSource/Plugins/plugin_def.h41#define MAX_AUTHORS_NAME 32COMMENT
LOWSource/Plugins/plugin_def.h121#define PluginObjectTypeSection 2COMMENT
LOWSource/Plugins/plugin_def.h141#define PluginObjectTypeFile 22COMMENT
LOWSource/Plugins/plugin_def.h161#define PluginObjectTypeIRTimer 42COMMENT
LOWSource/Plugins/plugin_def.h181#define PluginObjectTypeRawInputManager 62COMMENT
LOWSource/Plugins/ImageScope/ui.h21COMMENT
LOWSource/Plugins/ImageScope/global.h21//COMMENT
LOWSource/Plugins/ImageScope/global.h41#pragma warning(disable: 6320) // Exception-filter expression is the constant EXCEPTION_EXECUTE_HANDLERCOMMENT
LOWSource/Plugins/ImageScope/global.h61#ifdef _DEBUGCOMMENT
LOWSource/Plugins/ImageScope/main.c321 //COMMENT
LOWSource/Plugins/ImageScope/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWSource/Plugins/ApiSetView/global.h21//COMMENT
LOWSource/Plugins/ApiSetView/global.h41#pragma warning(disable: 6258) // TerminateThreadCOMMENT
LOWSource/Plugins/ApiSetView/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWSource/Plugins/ExamplePlugin/main.c21#pragma warning(disable: 6320) //Exception-filter expression is the constant EXCEPTION_EXECUTE_HANDLER. This might mask COMMENT
LOWSource/Plugins/ExamplePlugin/main.c201 // Set plugin description.COMMENT
LOWSource/Plugins/ExamplePlugin/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWSource/Plugins/Sonar/ui.h21COMMENT
LOWSource/Plugins/Sonar/ndis.h21* PARTICULAR PURPOSE.COMMENT
LOWSource/Plugins/Sonar/global.h21//COMMENT
LOWSource/Plugins/Sonar/global.h41COMMENT
LOWSource/Plugins/Sonar/main.c21COMMENT
LOWSource/Plugins/Sonar/main.c41// Run state.COMMENT
LOWSource/Plugins/Sonar/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWSource/Shared/minirtl/minirtl.h101/* =================================== */COMMENT
LOWSource/Shared/minirtl/minirtl.h121#define ultohex ultohex_wCOMMENT
LOWSource/Shared/minirtl/minirtl.h141#define _strcpyn _strcpyn_aCOMMENT
LOWSource/Shared/minirtl/minirtl.h161#define strtoi64 strtoi64_aCOMMENT
LOWSource/Shared/minirtl/_filename.h21#define _filename _filename_aCOMMENT
LOWSource/Shared/treelist/treelist.h21#pragma onceCOMMENT
LOWSource/Shared/sdk/extdef.h21#ifndef PRODUCT_ENTERPRISE_SCOMMENT
LOWSource/Shared/sdk/extdef.h41#ifndef PRODUCT_IOTENTERPRISESKCOMMENT
LOWSource/Shared/sdk/extdef.h61//COMMENT
LOWSource/Shared/sdk/extdef.h81#define SERVICE_PKG_SERVICE 0x00000200COMMENT
LOWSource/Shared/sdk/extdef.h101#define PF_SSSE3_INSTRUCTIONS_AVAILABLE 36COMMENT
LOWSource/Shared/sdk/extdef.h121#define PF_AVX512F_INSTRUCTIONS_AVAILABLE 41COMMENT
LOWSource/Shared/sdk/extdef.h141 DPI_AWARENESS_INVALID = -1,COMMENT
LOWSource/Shared/sdk/extdef.h161#endif COMMENT
LOWSource/Shared/sdk/extdef.h181#endifCOMMENT
LOWSource/Shared/sdk/extdef.h201#endifCOMMENT
LOWSource/Shared/sdk/extdef.h221#endifCOMMENT
LOWSource/Shared/ntos/ntsup.c21COMMENT
LOWSource/Shared/ntos/ntldr.h21#pragma onceCOMMENT
LOWSource/Shared/ntos/ntsup.h21COMMENT
LOWSource/Shared/ntos/ntsup.h41#pragma warning(disable: 4005) //macro redefinitionCOMMENT
LOWSource/Shared/ntos/ntsup.h281 ULONGLONG ntsupHexToUInt64W(COMMENT
LOWSource/Shared/ntos/ntsup.h301#elseCOMMENT
LOWSource/Shared/ntos/ntsup.h701#ifdef __cplusplusCOMMENT
LOWSource/Shared/ntos/halamd64.h21* PARTICULAR PURPOSE.COMMENT
LOWSource/Shared/ntos/halamd64.h221 // Far jump target from Pm to Lm codeCOMMENT
LOWSource/Shared/ntos/halamd64.h261// HALAMD64_RTL HEADER ENDCOMMENT
LOWSource/Shared/ntos/ntalpc.h21#pragma onceCOMMENT
LOWSource/Shared/ntos/ntalpc.h41COMMENT
LOWSource/Shared/ntos/ntos.h41// NTOS_RTL HEADER BEGINCOMMENT
LOWSource/Shared/ntos/ntos.h61#define PAGE_SIZE 0x1000ullCOMMENT
LOWSource/Shared/ntos/ntos.h81COMMENT
LOWSource/Shared/ntos/ntos.h121typedef struct _EJOB* PESILO;COMMENT
LOWSource/Shared/ntos/ntos.h141#ifndef RTLP_IMAGE_MAX_DOS_HEADERCOMMENT
132 more matches not shown…