AI Slop Code RIsk Monitor

aseprite/aseprite

Animated sprite editor & pixel art tool (Windows, macOS, Linux)

5.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for aseprite/aseprite, a C++ project with 39,998 GitHub stars. SynthScan examined 290,655 lines of code across 1780 source files, recording 1501 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 5.2 (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.

5.2
Adjusted Signal
5.2
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
40.0K
Stars
C++
Language
290.7K
Lines of Code
1.8K
Files
1.5K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 22.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1491 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 23.0/100 · LOW

Which changes need focused human review? 1501 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 1HIGH 1MEDIUM 3LOW 1496

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 1501 distinct pattern matches across 7 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 Block1484 hits · 1484 pts
SeverityFileLineSnippetContext
LOWbuild.sh1#! /usr/bin/env bashCOMMENT
LOWsrc/config.h1// AsepriteCOMMENT
LOWsrc/README.md121 #ifdef _WIN64COMMENT
LOWsrc/filters/convolution_matrix_filter.h1// AsepriteCOMMENT
LOWsrc/filters/brightness_contrast_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/hue_saturation_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/hue_saturation_filter.h1// AsepriteCOMMENT
LOWsrc/filters/convolution_matrix_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/color_curve_filter.h1// AsepriteCOMMENT
LOWsrc/filters/outline_filter.h1// AsepriteCOMMENT
LOWsrc/filters/convolution_matrix.h1// AsepriteCOMMENT
LOWsrc/filters/filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/neighboring_pixels.h1// AsepriteCOMMENT
LOWsrc/filters/median_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/filter_manager.h1// AsepriteCOMMENT
LOWsrc/filters/filter_manager.h61 // the Filter "getWidth()" times, in each pixel from getSourceAddress().COMMENT
LOWsrc/filters/color_curve.h1// AsepriteCOMMENT
LOWsrc/filters/color_curve.cpp1// AsepriteCOMMENT
LOWsrc/filters/target.h1// AsepriteCOMMENT
LOWsrc/filters/replace_color_filter.h1// AsepriteCOMMENT
LOWsrc/filters/invert_color_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/outline_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/replace_color_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/color_curve_filter.cpp1// AsepriteCOMMENT
LOWsrc/filters/brightness_contrast_filter.h1// AsepriteCOMMENT
LOWsrc/filters/median_filter.h1// AsepriteCOMMENT
LOWsrc/ui/widget.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/widget.cpp21#include "os/system.h"COMMENT
LOWsrc/ui/widget.cpp41#include "ui/view.h"COMMENT
LOWsrc/ui/shortcut.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/grid_ui_tests.cpp121// | 1 | 2 | 10COMMENT
LOWsrc/ui/scale.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/theme.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/view_benchmark.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/button.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/ui.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/ui.h21#include "ui/cursor_type.h"COMMENT
LOWsrc/ui/ui.h41#include "ui/manager.h"COMMENT
LOWsrc/ui/ui.h61#include "ui/size_hint_event.h"COMMENT
LOWsrc/ui/int_entry.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/scroll_window.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/style.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/listitem.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/box.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/message.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/style.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/tooltips.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/event.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/widget.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/widget.h341 // ===============================================================COMMENT
LOWsrc/ui/widget.h361 // the widget, the widget will lose the HAS_MOUSE flag. If someCOMMENT
LOWsrc/ui/separator.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/combobox.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/window.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/move_region.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/listbox.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/manager.h1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/manager.h121 // highly probable that the "to" widget will recapture the mouseCOMMENT
LOWsrc/ui/popup_window.cpp1// Aseprite UI LibraryCOMMENT
LOWsrc/ui/menu.cpp1// Aseprite UI LibraryCOMMENT
1424 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL.github/workflows/lint_commit.yml43 const opts = github.rest.pulls.listCommits.endpoint.merge({CODE
Fake / Example Data9 hits · 9 pts
SeverityFileLineSnippetContext
LOWsrc/app/widget_loader.cpp228 if (elem->Attribute("placeholder"))CODE
LOWsrc/app/widget_loader.cpp229 ((Entry*)widget)->setPlaceholder(m_xmlTranslator(elem, "placeholder"));CODE
LOWsrc/app/widget_loader.cpp245 if (elem->Attribute("placeholder"))CODE
LOWsrc/app/widget_loader.cpp246 ((TextEdit*)widget)->setPlaceholder(m_xmlTranslator(elem, "placeholder"));CODE
LOWsrc/app/widget_loader.cpp527 if (elem->Attribute("placeholder"))CODE
LOWsrc/app/widget_loader.cpp528 searchEntry->setPlaceholder(m_xmlTranslator(elem, "placeholder"));CODE
LOWsrc/app/file/file_tests.cpp224 { "name", std::string("John Doe") },CODE
LOWsrc/app/file/file_tests.cpp251 { "name", std::string("John Doe") },CODE
LOWsrc/app/script/dialog_class.cpp910 type = lua_getfield(L, 2, "placeholder");CODE
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMbuild.sh132# Create the directory to store the configuration.COMMENT
MEDIUMtests/cli/file-formats.sh4# Create a simple image and save it in all formats using scriptsCOMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHCONTRIBUTING.md102 not going to merge code generated by AI or co-authored by AI.CODE
Example Usage Blocks3 hits · 4 pts
SeverityFileLineSnippetContext
LOWbuild.sh4# Usage:COMMENT
LOWmisc/update-copyright.sh3# Usage:COMMENT
LOWmisc/commit-clang-tidy.sh3# Usage:COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/app/util/cel_ops.cpp708 // Common case: Re-utilize the same tile in Auto mode.COMMENT