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AI Slop Code RIsk Monitor

winapps-org/winapps

Run Windows apps such as Microsoft Office/Adobe in Linux (Ubuntu/Fedora) and GNOME/KDE as if they were a part of the native OS, including Nautilus integration. Hard fork of https://github.com/Fmstrat/winapps/

11.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for winapps-org/winapps, a Shell project with 16,054 GitHub stars. SynthScan examined 4,991 lines of code across 15 source files, recording 37 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 11.6 (Moderate 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.

11.6
Adjusted Signal
11.6
Raw Pattern Score
100%
Time Factor
2026-09-14
Last Push
16.1K
Stars
Shell
Language
5.0K
Lines of Code
15
Files
37
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 44.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 37 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 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 34.4/100 · MEDIUM

Which changes need focused human review? 37 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 1MEDIUM 0LOW 36

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 37 distinct pattern matches across 5 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.

Redundant / Tautological Comments18 hits · 30 pts
SeverityFileLineSnippetContext
LOWsetup.sh157 # Check if winapps is currently installed on $SOURCE_PATHCOMMENT
LOW⚡setup.sh1173 # Check if the FreeRDP process is complete or if the test file exists.COMMENT
LOW⚡setup.sh1183 # Check if FreeRDP process is not complete.COMMENT
LOW⚡setup.sh1189 # Check if test file does not exist.COMMENT
LOW⚡setup.sh1306 # Check if the FreeRDP process is complete or if the 'installed' file exists.COMMENT
LOW⚡setup.sh1316 # Check if the FreeRDP process is not complete.COMMENT
LOW⚡setup.sh1322 # Check if test file does not exist.COMMENT
LOWsetup.sh1476 # Check if the application is an Office app and copy the protocol handler.COMMENT
LOWsetup.sh1630 # Check if the executable was previously configured as part of setting up officially supported applications.COMMENT
LOWsetup.sh1740 # Check if Windows is powered on.COMMENT
LOWsetup.sh1746 # Check if the Windows VM is powered on.COMMENT
LOWsetup.sh1770 # Check if the RDP port on Windows is open.COMMENT
LOWsetup.sh1937 # Check if Windows is powered on.COMMENT
LOWsetup.sh1943 # Check if the Windows VM is powered on.COMMENT
LOWsetup.sh1967 # Check if the RDP port on Windows is open.COMMENT
LOWcompose.yaml24 HOME: "${HOME}" # Set path to Linux user home folder.CODE
LOWinstall/inquirer.sh35 declare SELECTED_OPTIONS_STRING="" # Output value from dialog window.CODE
LOWinstall/inquirer.sh118 declare SELECTED_OPTIONS_STRING="" # Output value from dialog window.CODE
Over-Commented Block9 hits · 9 pts
SeverityFileLineSnippetContext
LOWREADME.md381##################################COMMENT
LOWREADME.md401# - RDP_ASKPASS="bash -c 'cat ~/.some-secret-file'"COMMENT
LOWREADME.md421# NOTES:COMMENT
LOWREADME.md441WAFLAVOR="docker"COMMENT
LOWREADME.md461REMOVABLE_MEDIA="/run/media"COMMENT
LOWREADME.md481# DEFAULT_VALUES: ''COMMENT
LOWREADME.md501AUTOPAUSE="off"COMMENT
LOWREADME.md521# [TIMEOUTS]COMMENT
LOWcompose.yaml41 - ${HOME}:/shared # Mount Linux user home directory @ '\\host.lan\Data'.COMMENT
Structural Annotation Overuse5 hits · 8 pts
SeverityFileLineSnippetContext
LOWREADME.md332### Step 1: Configure a Windows VMCOMMENT
LOWREADME.md341### Step 2: Install DependenciesCOMMENT
LOWREADME.md376### Step 3: Create a WinApps Configuration FileCOMMENT
LOWREADME.md581### Step 4: Test FreeRDPCOMMENT
LOWREADME.md635### Step 5: Run the WinApps InstallerCOMMENT
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH.github/CONTRIBUTING.md15### AI-generated codeCOMMENT
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWsetup.sh383function waConfigurePathsAndPermissions() {CODE
LOWsetup.sh583function waCheckScriptDependencies() {CODE
LOWsetup.sh659function waCheckInstallDependencies() {CODE
LOWsetup.sh1438function waConfigureOfficiallySupported() {CODE