AI Slop Code Risk Monitor

jrsoftware/issrc

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

Inno Setup is an open-source installation builder for Windows applications by Jordan Russell and Martijn Laan. Since its introduction in 1997, Inno Setup has been trusted by developers and organizations of all sizes to reliably deploy software to millions of PCs worldwide.

3.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jrsoftware/issrc, a Pascal project with 5,737 GitHub stars. SynthScan examined 46,490 lines of code across 115 source files, recording 151 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.3 (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.

3.3
Adjusted Signal
3.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.7K
Stars
Pascal
Language
46.5K
Lines of Code
115
Files
151
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 15.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 151 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 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 151 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 1LOW 150

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 151 distinct pattern matches across 4 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 Block129 hits · 129 pts
SeverityFileLineSnippetContext
LOW…cts/Src/Compression.SevenZipDecoder/7zDecode/IS7zDec.c101#error USE_WINDOWS_FILE is required by Compression.SevenZipDecoder.pasCOMMENT
LOW…Src/Compression.LZMACompressor/islzma/test/roundtrip.c21#define MB 1000000.0COMMENT
LOW…pression.LZMA1SmallDecompressor/LzmaDecode/LzmaTypes.h21#endif COMMENT
LOW…ion.LZMA1SmallDecompressor/LzmaDecode/LzmaDecodeSize.c261 #endifCOMMENT
LOW…ion.LZMA1SmallDecompressor/LzmaDecode/LzmaDecodeSize.c301#define kNumPosSlotBits 6COMMENT
LOW…ression.LZMA1SmallDecompressor/LzmaDecode/LzmaDecode.h41#define CProb UInt32COMMENT
LOWComponents/Lzma2/LzmaEnc.c41#define kLzmaMaxHistorySize ((UInt32)15 << 28)COMMENT
LOWComponents/Lzma2/LzmaEnc.c141#if defined(MY_CPU_ARM_OR_ARM64) /* || defined(MY_CPU_X86_OR_AMD64) */COMMENT
LOWComponents/Lzma2/LzmaEnc.c281// #define kNumOpts (1 << 12)COMMENT
LOWComponents/Lzma2/LzmaEnc.c301#elseCOMMENT
LOWComponents/Lzma2/LzFindOpt.c1/* LzFindOpt.c -- multithreaded Match finder for LZ algorithmsCOMMENT
LOWComponents/Lzma2/LzFindOpt.c21COMMENT
LOWComponents/Lzma2/LzFindMt.c1/* LzFindMt.c -- multithreaded Match finder for LZ algorithmsCOMMENT
LOWComponents/Lzma2/LzFindMt.c21#define PRF(x)COMMENT
LOWComponents/Lzma2/LzFindMt.c1421#undef LOCK_BUFFERCOMMENT
LOWComponents/Lzma2/7zTypes.h1/* 7zTypes.h -- Basic typesCOMMENT
LOWComponents/Lzma2/7zTypes.h21#define EXTERN_C_ENDCOMMENT
LOWComponents/Lzma2/7zTypes.h41COMMENT
LOWComponents/Lzma2/7zTypes.h81#define MY_FACILITY_WIN32 7COMMENT
LOWComponents/Lzma2/7zTypes.h101#define ERROR_DISK_FULL 112LCOMMENT
LOWComponents/Lzma2/7zTypes.h121#define ERROR_DISK_FULL ENOSPCCOMMENT
LOWComponents/Lzma2/7zTypes.h141*/COMMENT
LOWComponents/Lzma2/7zTypes.h261typedef int BoolInt;COMMENT
LOWComponents/Lzma2/7zTypes.h281#define Z7_FORCE_INLINE __forceinlineCOMMENT
LOWComponents/Lzma2/7zTypes.h301#if defined(_M_IX86) \COMMENT
LOWComponents/Lzma2/7zTypes.h521COMMENT
LOWComponents/Lzma2/7zTypes.h561#define Z7_ARRAY_SIZE(a) (sizeof(a) / sizeof((a)[0]))COMMENT
LOWComponents/Lzma2/7zTypes.h581#define k_PropVar_TimePrec_0 0COMMENT
LOWComponents/Lzma2/MtDec.c1/* MtDec.c -- Multi-thread DecoderCOMMENT
LOWComponents/Lzma2/MtDec.c801#endifCOMMENT
LOWComponents/Lzma2/Bcj2.c141 But we can remove dependency chain with v = b in the end of loop. */COMMENT
LOWComponents/Lzma2/Bcj2.c281 return SZ_OK;COMMENT
LOWComponents/Lzma2/Compiler.h1/* Compiler.h : Compiler specific defines and pragmasCOMMENT
LOWComponents/Lzma2/Compiler.h21#endifCOMMENT
LOWComponents/Lzma2/Compiler.h41 #endifCOMMENT
LOWComponents/Lzma2/Compiler.h61#endifCOMMENT
LOWComponents/Lzma2/Compiler.h81#pragma GCC diagnostic ignored "-Wshadow-header"COMMENT
LOWComponents/Lzma2/Compiler.h101#define Z7_CAST_FUNC_CCOMMENT
LOWComponents/Lzma2/Compiler.h121 #pragma warning(disable : 4214) // nonstandard extension used : bit field types other than intCOMMENT
LOWComponents/Lzma2/Compiler.h141#endifCOMMENT
LOWComponents/Lzma2/Compiler.h161#pragma warning(disable : 4668)COMMENT
LOWComponents/Lzma2/Compiler.h181 _Pragma("clang loop vectorize(disable)")COMMENT
LOWComponents/Lzma2/Compiler.h221 || defined(__GNUC__) && (__GNUC__ >= 1000) \COMMENT
LOWComponents/Lzma2/Compiler.h241#elseCOMMENT
LOWComponents/Lzma2/LzFind.c1/* LzFind.c -- Match finder for LZ algorithmsCOMMENT
LOWComponents/Lzma2/LzFind.c601 || defined(Z7_GCC_VERSION) && (Z7_GCC_VERSION >= 40900)COMMENT
LOWComponents/Lzma2/LzFind.c621 || defined(__GNUC__) && (__GNUC__ >= 6)COMMENT
LOWComponents/Lzma2/LzFind.c641#endifCOMMENT
LOWComponents/Lzma2/Precomp.h21 _UNICODE 1COMMENT
LOWComponents/Lzma2/Precomp.h41*/COMMENT
LOWComponents/Lzma2/Precomp.h61#ifndef Z7_DEVICE_FILECOMMENT
LOWComponents/Lzma2/Precomp.h81 #else // x86 and another(old) systemsCOMMENT
LOWComponents/Lzma2/Precomp.h101#endifCOMMENT
LOWComponents/Lzma2/CpuArch.h21*/COMMENT
LOWComponents/Lzma2/CpuArch.h41 #endifCOMMENT
LOWComponents/Lzma2/CpuArch.h61COMMENT
LOWComponents/Lzma2/CpuArch.h101 #elseCOMMENT
LOWComponents/Lzma2/CpuArch.h141 || defined(__64BIT__)COMMENT
LOWComponents/Lzma2/CpuArch.h161 #if defined(__LP64__) \COMMENT
LOWComponents/Lzma2/CpuArch.h181 #endifCOMMENT
69 more matches not shown…
Hyper-Verbose Identifiers19 hits · 19 pts
SeverityFileLineSnippetContext
LOWISHelp/isxfunc.xml120 <prototype>function WizardIsComponentSelected(const Components: String): Boolean;</prototype>CODE
LOWISHelp/isxfunc.xml221 <prototype>function RegisterExtraCloseApplicationsResource(const AFilename: String): Boolean;</prototype>CODE
LOWISHelp/isxfunc.xml803 <prototype>function SendBroadcastNotifyMessage(const Msg: Cardinal; const WParam: WPARAM; const LParam: LPARAM):CODE
LOWISHelp/isxfunc.xml1226 <prototype>function RemoveBackslashUnlessRoot(const S: String): String;</prototype>CODE
LOWISHelp/isxfunc.xml1881 <prototype>function ApplyPathRedirRulesForCurrentProcess(const Path64Bit: Boolean; const Path: String): String;<CODE
LOWISHelp/isxfunc.xml2140 <prototype>function DownloadTemporaryFileWithISSigVerify(const Url, ISSigUrl, BaseName: String; const AllowedKeyCODE
LOWISHelp/isxfunc.xml2175 <prototype>function DownloadTemporaryFileSize(const Url: String): Int64;</prototype>CODE
LOWISHelp/isxfunc.xml2182 <prototype>function DownloadTemporaryFileDate(const Url: String): String;</prototype>CODE
LOWISHelp/isxfunc.xml2318 <prototype>function LoadStringsFromLockedFile(const FileName: String; var S: TArrayOfString): Boolean;</prototypCODE
LOWISHelp/isxfunc.xml2740 <prototype>function RegWriteExpandStringValue(const RootKey: HKEY; const SubKeyName, ValueName, Data: String): BCODE
LOWISHelp/isxfunc.xml2779 <prototype>function RegDeleteKeyIncludingSubkeys(const RootKey: HKEY; const SubkeyName: String): Boolean;</protoCODE
LOWISHelp/isxfunc.xml3038 <prototype>function CreateOutputMarqueeProgressPage(const ACaption, ADescription: String): TOutputMarqueeProgresCODE
LOWISHelp/isxfunc.xml3156 <prototype>function InitializeBitmapButtonFromIcon(const BitmapButton: TBitmapButton; const IconFilename: StringCODE
LOWISHelp/isxfunc.xml3162 <prototype>function InitializeBitmapImageFromIcon(const BitmapImage: TBitmapImage; const IconFilename: String; cCODE
LOWISHelp/isxfunc.xml3189 <prototype>function InitializeBitmapButtonFromStockIcon(const BitmapButton: TBitmapButton; const Siid: Integer; CODE
LOWISHelp/isxfunc.xml3195 <prototype>function InitializeBitmapImageFromStockIcon(const BitmapImage: TBitmapImage; const Siid: Integer; conCODE
LOWISHelp/isxfunc.xml3316 <prototype>function SuppressibleTaskDialogMsgBox(const Instruction, Text: String; const Typ: TMsgBoxType; const CODE
LOWISHelp/isxfunc.xml3559 <prototype>function ExecAndCaptureOutputWithNativeSysDir(const Filename, Params, WorkingDir: String; const ShowCCODE
LOWISHelp/isxfunc.xml3566 <prototype>function ExecAndLogOutputWithNativeSysDir(const Filename, Params, WorkingDir: String; const ShowCmd: CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/build-verify.sh36 # Create the folder for the Procmon outputCOMMENT
Slop Phrases2 hits · 2 pts
SeverityFileLineSnippetContext
LOWISHelp/isetup.xml4625<p>Don't forget to use quotes if the filename contains spaces.</p>CODE
LOWISHelp/isetup.xml4631<p>Don't forget to use quotes if the filename contains spaces.</p>CODE