AI Slop Code Risk Monitor

henrypp/simplewall

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

Simple tool to configure Windows Filtering Platform (WFP) which can configure network activity on your computer.

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for henrypp/simplewall, a C project with 9,232 GitHub stars. SynthScan examined 44,476 lines of code across 88 source files, recording 44 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
9.2K
Stars
C
Language
44.5K
Lines of Code
88
Files
44
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 4.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 44 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 4.8/100 · LOW

Which changes need focused human review? 44 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 44

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 44 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 Block44 hits · 38 pts
SeverityFileLineSnippetContext
LOW.github/workflows/scorecard.yml41 - name: "Run analysis"COMMENT
LOWsrc/main.h1// simplewallCOMMENT
LOWsrc/main.h81} ENUM_INFO_DATA2;COMMENT
LOWsrc/main.h101#define SZ_TAB_CRLF SZ_CRLF SZ_TABCOMMENT
LOWsrc/main.h121 L"\"simplewall.exe -uninstall\" - remove all installed filters." SZ_CRLF \COMMENT
LOWsrc/main.h141#define NOTIFICATIONS_ID 4COMMENT
LOWsrc/wfp.h1// simplewallCOMMENT
LOWsrc/db.h41COMMENT
LOWsrc/global.h1// simplewallCOMMENT
LOWsrc/global.h81 12LL * 3600LL, // 12 hourCOMMENT
LOWsrc/global.h101COMMENT
LOWsrc/app.h1// simplewallCOMMENT
LOWsrc/resource.h1#ifndef __RESOURCE_H__COMMENT
LOWsrc/resource.h21#define IDD_EDITOR_APPS 105COMMENT
LOWsrc/resource.h41#define IDC_APPS_UWP 108COMMENT
LOWsrc/resource.h61#define IDC_TITLE_BLOCKLIST_EXTRA 125COMMENT
LOWsrc/resource.h81#define IDC_RULE_BLOCKINBOUND 142COMMENT
LOWsrc/resource.h101COMMENT
LOWsrc/resource.h121#define IDC_NOTIFICATIONONTRAY_CHK 171COMMENT
LOWsrc/resource.h141#define IDC_LOGSIZELIMIT_CTRL 187COMMENT
LOWsrc/resource.h161#define IDC_DATE_ID 205COMMENT
LOWsrc/resource.h181#define IDC_RULE_ACTION_ID 222COMMENT
LOWsrc/resource.h201#define IDC_APP_PATH 242COMMENT
LOWsrc/resource.h221#define IDM_LOGCLEAR 260COMMENT
LOWsrc/resource.h241#define IDM_RULE_BLOCKOUTBOUND 280COMMENT
LOWsrc/resource.h261#define IDM_BLOCKLIST_UPDATE_ALLOW 300COMMENT
LOWsrc/resource.h281#define IDM_TRAY_LOGCLEAR 318COMMENT
LOWsrc/resource.h301COMMENT
LOWsrc/resource.h321#define IDS_PURGE_ERRORS 6COMMENT
LOWsrc/resource.h341#define IDS_TRAY_STOP 26COMMENT
LOWsrc/resource.h361#define IDS_SELECT_ALL 46COMMENT
LOWsrc/resource.h381#define IDS_HIGHLIGHT_SPECIAL 66COMMENT
LOWsrc/resource.h401#define IDS_SIGN_UNSIGNED 86COMMENT
LOWsrc/resource.h421#define IDS_TITLE_GENERAL 106COMMENT
LOWsrc/resource.h441#define IDS_USESTEALTHMODE_HINT 126COMMENT
LOWsrc/resource.h461#define IDS_NOTIFICATIONSOUND_CHK 146COMMENT
LOWsrc/resource.h481#define IDS_QUESTION_TIMERS 166COMMENT
LOWsrc/resource.h501#define IDS_RESET 186COMMENT
LOWsrc/resource.h521#define IDS_ICONSISTABLEVIEW 206COMMENT
LOWsrc/resource.h541#define IDS_PORT 226COMMENT
LOWsrc/resource.h561#define IDS_TITLE_TRAY 246COMMENT
LOWsrc/resource.h581#define IDS_UPDATE_SPEED 266COMMENT
LOWsrc/resource.h601#define IDS_UDP_ACCOUNTING 286COMMENT
LOWsrc/resource.h621#define IDP_LOGCLEAR 112COMMENT