AI Slop Code Risk Monitor

hfiref0x/UACME

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

Defeating Windows User Account Control

2.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for hfiref0x/UACME, a C project with 7,840 GitHub stars. SynthScan examined 56,477 lines of code across 132 source files, recording 147 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 2.4 (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.

2.4
Adjusted Signal
2.4
Raw Pattern Score
100%
Time Factor
2026-07-24
Last Push
7.8K
Stars
C
Language
56.5K
Lines of Code
132
Files
147
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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 147 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 12.8/100 · LOW

Which changes need focused human review? 147 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 4LOW 143

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 147 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 Block143 hits · 123 pts
SeverityFileLineSnippetContext
LOWSource/Yuubari/global.h21#if !defined UNICODECOMMENT
LOWSource/Yuubari/global.h41#include "shared\minirtl.h"COMMENT
LOWSource/Yuubari/consts.h21#define YUUBARI_MIN_SUPPORTED_NT_BUILD NT_WIN7_RTMCOMMENT
LOWSource/Yuubari/consts.h41COMMENT
LOWSource/Shared/shared.h21//disable nonmeaningful warnings.COMMENT
LOWSource/Shared/shared.h41#include "consts.h"COMMENT
LOWSource/Shared/util.c1101 //COMMENT
LOWSource/Shared/libinc.h21COMMENT
LOWSource/Shared/minirtl.h101/* =================================== */COMMENT
LOWSource/Shared/minirtl.h121#define ultohex ultohex_wCOMMENT
LOWSource/Shared/minirtl.h141#define _strcpyn _strcpyn_aCOMMENT
LOWSource/Shared/minirtl.h161#define strtoi64 strtoi64_aCOMMENT
LOWSource/Shared/consts.h21*******************************************************************************/COMMENT
LOWSource/Shared/consts.h41COMMENT
LOWSource/Shared/consts.h61//COMMENT
LOWSource/Shared/consts.h81COMMENT
LOWSource/Shared/consts.h101#define T_SOFTWARE_CLASSES L"Software\\Classes"COMMENT
LOWSource/Shared/consts.h121//COMMENT
LOWSource/Shared/consts.h141#define APISET_KERNEL32LEGACY L"api-ms-win-core-kernel32-legacy-l1.DLL"COMMENT
LOWSource/Shared/consts.h161COMMENT
LOWSource/Shared/consts.h181#define FODHELPER_EXE L"fodhelper.exe"COMMENT
LOWSource/Shared/consts.h201COMMENT
LOWSource/Shared/consts.h221#define REGDB_DIR L"\\Registration"COMMENT
LOWSource/Shared/consts.h241// Units specific valuesCOMMENT
LOWSource/Shared/consts.h261//COMMENT
LOWSource/Shared/consts.h281#define T_REG_SOFTWARECLASSESCLSID L"Software\\Classes\\CLSID\\"COMMENT
LOWSource/Shared/consts.h301#define T_FEEDBACK_HUB_PROTOCOL L"feedback-hub"COMMENT
LOWSource/Shared/consts.h321// Moniker(s)COMMENT
LOWSource/Shared/_filename.h21#define _filename _filename_aCOMMENT
LOWSource/Shared/hde/hde64.h21 */COMMENT
LOWSource/Shared/hde/hde64.h41#define F_PREFIX_REP 0x03000000COMMENT
LOWSource/Shared/hde/table64.h1/*COMMENT
LOWSource/Shared/hde/table64.h21#define PRE_F3 0x04COMMENT
LOWSource/Shared/ntos/ntsxs.h21#define NTSXS_RTLCOMMENT
LOWSource/Shared/ntos/ntsxs.h41COMMENT
LOWSource/Shared/ntos/ntsxs.h261COMMENT
LOWSource/Shared/ntos/ntsxs.h501//COMMENT
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
LOWSource/Shared/ntos/ntos.h161#define ALIGN_UP_TYPE(Address, Align) (((ULONG_PTR)(Address) + (Align) - 1) & ~((Align) - 1))COMMENT
LOWSource/Shared/ntos/ntos.h181#define ALIGN_DOWN_BY(Address, Align) ((ULONG_PTR)(Address) & ~((ULONG_PTR)(Align) - 1))COMMENT
LOWSource/Shared/ntos/ntos.h201#define ARGUMENT_PRESENT(ArgumentPointer) (\COMMENT
LOWSource/Shared/ntos/ntos.h241#ifndef RTL_CONSTANT_OBJECT_ATTRIBUTESCOMMENT
LOWSource/Shared/ntos/ntos.h261COMMENT
LOWSource/Shared/ntos/ntos.h281// Callback Object RightsCOMMENT
LOWSource/Shared/ntos/ntos.h301//COMMENT
LOWSource/Shared/ntos/ntos.h321// Event Object Access RightsCOMMENT
LOWSource/Shared/ntos/ntos.h341// I/O Completion Object Access RightsCOMMENT
LOWSource/Shared/ntos/ntos.h361#ifndef MUTANT_ALL_ACCESS //SDK compatibilityCOMMENT
LOWSource/Shared/ntos/ntos.h381#define PROFILE_ALL_ACCESS (STANDARD_RIGHTS_REQUIRED | PROFILE_CONTROL)COMMENT
LOWSource/Shared/ntos/ntos.h401#ifndef TIMER_QUERY_STATECOMMENT
LOWSource/Shared/ntos/ntos.h421//COMMENT
LOWSource/Shared/ntos/ntos.h461// WMI Object Access RightsCOMMENT
LOWSource/Shared/ntos/ntos.h481#ifndef MEMORY_PARTITION_QUERY_ACCESSCOMMENT
LOWSource/Shared/ntos/ntos.h501#ifndef FILE_SHARE_VALID_FLAGSCOMMENT
LOWSource/Shared/ntos/ntos.h1641 PsAttributeValue(PsAttributeEnableOptionalXStateFeatures, TRUE, TRUE, FALSE)COMMENT
LOWSource/Shared/ntos/ntos.h2101 ULONG Length;COMMENT
83 more matches not shown…
AI Slop Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMSource/Yuubari/consts.h33#define T_UAC_ENABLESECUREUIPATHS TEXT("EnableSecureUIAPaths") //RS2+, Only elevate UIAccess applications that are COMMENT
MEDIUMSource/Akagi/pcasvc/w8_10/x86-32/pcasvc32.c127#error /robust command line switch.COMMENT
MEDIUMSource/Akagi/pcasvc/w7/x86-32/pcasvc7_32.c125#error /robust command line switch.COMMENT
MEDIUMSource/Akagi/appinfo/x86-32/appinfo32.c126#error [async] attribute, /robust command line switch.COMMENT