AI Slop Code Risk Monitor

RamonUnch/AltSnap

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

Maintained continuation of Stefan Sundin's AltDrag

1.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for RamonUnch/AltSnap, a C project with 5,353 GitHub stars. SynthScan examined 25,976 lines of code across 40 source files, recording 48 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 1.8 (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.

1.8
Adjusted Signal
1.8
Raw Pattern Score
100%
Time Factor
2026-10-27
Last Push
5.4K
Stars
C
Language
26.0K
Lines of Code
40
Files
48
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 8.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 48 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 8.8/100 · LOW

Which changes need focused human review? 48 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 48

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 48 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 Block48 hits · 48 pts
SeverityFileLineSnippetContext
LOWsnap.c1/* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * *COMMENT
LOWsnap.c21#define SNMIN (1<<12)COMMENT
LOWsnap.c241//static int GetRolledHeight(HWND hwnd)COMMENT
LOWsnap.c261//static void SetRolledHeight(HWND hwnd, int rolledh)COMMENT
LOWsnap.c281//{COMMENT
LOWhooks.h1#ifndef ALTDRAG_RPC_HCOMMENT
LOWhooks.h21// Old version of MINGW64 header or MINGW32 only!COMMENT
LOWhooks.h41#define CMD_CLOSEZONES (431)COMMENT
LOWhooks.h61#define LP_ROLLED (1<<4)COMMENT
LOWhooks.h81#define WM_TRAY (WM_USER+2)COMMENT
LOWunfuck.h81# define LOWORDPTR(ll) ((DWORD) (ll))COMMENT
LOWunfuck.h101#endifCOMMENT
LOWunfuck.h121#ifndef STACK_SIZE_PARAM_IS_A_RESERVATIONCOMMENT
LOWunfuck.h141#ifndef EVENT_SYSTEM_MOVESIZESTARTCOMMENT
LOWunfuck.h161# define GWLP_HINSTANCE (-6)COMMENT
LOWunfuck.h181# define WM_XBUTTONUP 0x020CCOMMENT
LOWunfuck.h201#endifCOMMENT
LOWunfuck.h301# define LOG if(0) LOGdummyCOMMENT
LOWunfuck.h321#endif /* [C89 - C23[ */COMMENT
LOWnanolibc.h1#ifndef NANOLIBC_HCOMMENT
LOWnanolibc.h21#define ainline __attribute__((always_inline))COMMENT
LOWnanolibc.h581{COMMENT
LOWnanolibc.h601#define lstrcmpiW wcsicmpCOMMENT
LOWnanolibc.h801COMMENT
LOWnanolibc.h1021#define free(x) do { int sz = db_free(x, __FILE__, __LINE__); if(sz)LOG("free - %d bytes in "__FILE__":%d", (int)sz, __LCOMMENT
LOWnanolibc.h1041#undef ALLOC_EPADDINGCOMMENT
LOWzones.c321COMMENT
LOWconfig.c401#define ReadOptionInt(id, section, name, def, mask) ReadOptionIntW(hwnd, id, section, name, def, mask)COMMENT
LOWconfig.c921 {TEXT("Nothing"), L10NIDX(InputActionNothing) },COMMENT
LOWresource.h1#ifndef AS_RESOURCE_HCOMMENT
LOWresource.h21#define IDD_ABOUTPAGE 206COMMENT
LOWresource.h41#define IDC_SCROLL_HEADER 1004COMMENT
LOWresource.h61#define IDC_AUTOSNAP 1102COMMENT
LOWresource.h81#define IDC_PROCESSBLACKLIST 1507COMMENT
LOWresource.h101#define IDC_ADVANCEDBT_AC 1527COMMENT
LOWresource.h121#define IDC_RZCENTER_BR 2018COMMENT
LOWresource.h141#define IDC_TTBACTIONSWA 2037COMMENT
LOWresource.h161#define IDC_AEROSPEED 2057COMMENT
LOWresource.h181#define IDC_NORESTORE 2076COMMENT
LOWresource.h201#define IDC_SHORTCUTS_H 2096COMMENT
LOWhooks.c21#define SPEED_TIMER (3)COMMENT
LOWhooks.c1521// if ( cdpi && cdpi != lw->odpi ) {COMMENT
LOWhooks.c1621COMMENT
LOWhooks.c1641// UINT dpiX, dpiY;COMMENT
LOWhooks.c4881// // TODO: Handle MDI clients.COMMENT
LOWhooks.c6121// USHORT id = (UINT) LOWORD(wParam); // identifier of the menu itemCOMMENT
LOWhooks.c6681#endifCOMMENT
LOWaltsnap.c201// } else if (gui.hwndFocus) {COMMENT