3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.6K

Stars

C++

Language

106.0K

Lines of Code

552

Files

406

Pattern Hits

2026-10-31

Scan Date

0.01

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 13.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 364 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 24 finding(s).

PR Review Velocity Impact 19.2/100 · LOW

Which changes need focused human review? 406 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 3MEDIUM 15LOW 388

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 406 distinct pattern matches across 12 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 Block341 hits · 267 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	.pre-commit-config.yaml	1	# OpenSCAD (www.openscad.org)	COMMENT
LOW	.uncrustify.cfg	1	#	COMMENT
LOW	tests/export_import_pngtest.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/diffpng.cpp	61	//#define DIFFPNG_HEADERONLY	COMMENT
LOW	tests/CMakeLists.txt	201		COMMENT
LOW	tests/CMakeLists.txt	781	# Add tests #	COMMENT
LOW	tests/CMakeLists.txt	961	)	COMMENT
LOW	tests/CMakeLists.txt	1101	# Verify that test framework is paying attention to alpha channel, issue 1492	COMMENT
LOW	tests/export_pngtest.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/test_pretty_print.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/test_cmdline_tool.py	1	#!/usr/bin/env python3	COMMENT
LOW	tests/validatestl.py	1	#!/usr/bin/env python3	COMMENT
LOW	scripts/builder.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/builder.sh	21	# from the openscad github master source code. It will then optionally	COMMENT
LOW	scripts/circleci-download-artifacts.py	1	#!/usr/bin/env python3	COMMENT
LOW	scripts/uni-build-dependencies.sh	1	#!/bin/sh -e	COMMENT
LOW	scripts/uni-build-dependencies.sh	21	# cd somepath	COMMENT
LOW	scripts/uni-build-dependencies.sh	621	# version=$1	COMMENT
LOW	scripts/uni-build-dependencies.sh	701	#	COMMENT
LOW	scripts/wasm-base-docker-run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/chrpath_linux.c	121	/* #undef const */	COMMENT
LOW	scripts/chrpath_linux.c	421	//# include "config.h"	COMMENT
LOW	scripts/chrpath_linux.c	561		COMMENT
LOW	scripts/chrpath_linux.c	641	*	COMMENT
LOW	scripts/macosx-build-dependencies.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/macosx-build-dependencies.sh	481	tar xjf ../Sparkle-$version.tar.xz	COMMENT
LOW	scripts/mingw-x-build-dependencies.sh	1	#!/bin/sh -e	COMMENT
LOW	scripts/mingw-x-build-dependencies.sh	21	# Also see http://en.wikibooks.org/wiki/OpenSCAD_User_Manual/Cross-compiling_for_Windows_on_Linux_or_Mac_OS_X	COMMENT
LOW	scripts/macosx-sanity-check.py	1	#!/usr/bin/env python3	COMMENT
LOW	scripts/setenv-mingw-xbuild.sh	1	#!/bin/sh -e	COMMENT
LOW	scripts/release-common.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/check-dependencies.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/git_merge_fix_false_deletions.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/git_merge_fix_false_deletions.sh	21	# Instead it attempts to detect them after the fact, through countless semi-functional hacks.	COMMENT
LOW	src/openscad_mimalloc.h	1	#pragma once	COMMENT
LOW	src/FontCache.h	21	* You should have received a copy of the GNU General Public License	COMMENT
LOW	src/core/Settings.h	1	#pragma once	COMMENT
LOW	src/core/FreetypeRenderer.h	21	* You should have received a copy of the GNU General Public License	COMMENT
LOW	src/core/node.h	1	#pragma once	COMMENT
LOW	src/core/Value.h	1	#pragma once	COMMENT
LOW	src/core/Parameters.h	1	#pragma once	COMMENT
LOW	src/core/Expression.h	1	#pragma once	COMMENT
LOW	src/core/CSGTreeEvaluator.h	1	#pragma once	COMMENT
LOW	src/core/ScopeContext.h	1	#pragma once	COMMENT
LOW	src/core/primitives.h	21	* You should have received a copy of the GNU General Public License	COMMENT
LOW	src/core/function.h	1	#pragma once	COMMENT
LOW	src/python/pyopenscad.h	1	#include <Python.h>	COMMENT
LOW	src/libsvg/shape.h	21	* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,	COMMENT
LOW	src/libsvg/util.h	21	* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,	COMMENT
LOW	src/ext/CGAL/OGL_helper.h	1	// Copyright (c) 1997-2002 Max-Planck-Institute Saarbruecken (Germany).	COMMENT
LOW	src/ext/CGAL/OGL_helper.h	21		COMMENT
LOW	src/ext/CGAL/OGL_helper.h	41	#define CGAL_NEF3_OGL_UNMARKED_FACET_COLOR 249,215,44	COMMENT
LOW	src/ext/CGAL/CGAL_workaround_Mark_bounded_volumes.h	1	// Copyright (c) 2005 Max-Planck-Institute Saarbruecken (Germany).	COMMENT
LOW	src/ext/CGAL/CGAL_workaround_Mark_bounded_volumes.h	21	// Rewritten by Oskar Linde <oskar.linde@gmail.com>	COMMENT
LOW	src/ext/libtess2/Include/tesselator.h	41	enum TessWindingRule	COMMENT
LOW	src/ext/libtess2/Include/tesselator.h	61	// for (int j = 0; j < polySize; j++) {	COMMENT
LOW	src/ext/libtess2/Include/tesselator.h	81	// while (nstack > 0) {	COMMENT
LOW	src/ext/libtess2/Include/tesselator.h	101	// const TESSindex base = elems[i * 2];	COMMENT
LOW	src/ext/libtess2/Include/tesselator.h	121		COMMENT
281 more matches not shown…

Excessive Try-Catch Wrapping20 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_pretty_print.py	42	except Exception as e:	CODE
LOW	tests/test_pretty_print.py	61	except Exception as e:	CODE
MEDIUM	tests/test_cmdline_tool.py	85	print(f"Error: test '{testname}' is missing expected output in {expectedfilename}", file=sys.stderr)	CODE
MEDIUM	tests/test_cmdline_tool.py	99	print("Error running subprocess: ", sys.exc_info()[1], file=sys.stderr)	CODE
LOW	tests/test_cmdline_tool.py	148	except Exception as err:	CODE
MEDIUM	tests/test_cmdline_tool.py	247	print("Error: Error during test image generation", file=sys.stderr)	CODE
MEDIUM	tests/test_cmdline_tool.py	357	print("Error: %s failed with return code %d" % (cmdname, proc.returncode), file=sys.stderr)	CODE
MEDIUM	tests/test_cmdline_tool.py	362	print(f'Error: {err.strerror} "{cmd}"', file=sys.stderr)	CODE
LOW	tests/test_cmdline_tool.py	455	except Exception as e:	CODE
MEDIUM	scripts/macosx-sanity-check.py	87	print("Error: Mixing libc++ and libstdc++")	CODE
MEDIUM⚡	scripts/macosx-sanity-check.py	113	print("Error: Neither LC_VERSION_MIN_MACOSX nor LC_BUILD_VERSION found in " + lib)	CODE
MEDIUM⚡	scripts/macosx-sanity-check.py	116	print("Error: Unsupported deployment target " + m.group(2) + " found: " + lib)	CODE
MEDIUM⚡	scripts/macosx-sanity-check.py	126	print("Error: Reference to mkostemp() found - only supported on macOS 10.12->")	CODE
MEDIUM⚡	scripts/macosx-sanity-check.py	133	print("Error: x86_64 architecture not found in " + lib)	CODE
MEDIUM⚡	scripts/macosx-sanity-check.py	139	print("Error: arm64 architecture not found in " + lib)	CODE
MEDIUM	scripts/macosx-sanity-check.py	155	print('Error otool -l failed on main executable')	CODE
MEDIUM	scripts/macosx-sanity-check.py	180	print("Error: External dependency " + d)	CODE
LOW	scripts/git-archive-all.py	57	except Exception as e:	CODE
LOW	scripts/git-archive-all.py	204	except Exception:	CODE
LOW	scripts/git-archive-all.py	456	except Exception as e:	CODE

Unused Imports18 hits · 18 pts

Severity	File	Line	Context
LOW	python/ide-shim/openscad/__init__.py	8	CODE
LOW	tests/export_import_pngtest.py	29	CODE
LOW	tests/shouldfail.py	12	CODE
LOW	tests/export_pngtest.py	18	CODE
LOW	tests/test_pretty_print.py	29	CODE
LOW	tests/test_pretty_print.py	29	CODE
LOW	tests/test_pretty_print.py	31	CODE
LOW	tests/test_pretty_print.py	32	CODE
LOW	tests/test_pretty_print.py	33	CODE
LOW	tests/test_cmdline_tool.py	28	CODE
LOW	tests/test_cmdline_tool.py	32	CODE
LOW	tests/test_cmdline_tool.py	33	CODE
LOW	tests/test_cmdline_tool.py	34	CODE
LOW	tests/validatestl.py	18	CODE
LOW	tests/validatestl.py	18	CODE
LOW	tests/validatestl.py	18	CODE
LOW	tests/validatestl.py	18	CODE
LOW	tests/stlexportsanitytest.py	7	CODE

Example Usage Blocks8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	scripts/builder.sh	5	# Usage:	COMMENT
LOW	scripts/uni-build-dependencies.sh	14	# Usage:	COMMENT
LOW	scripts/wasm-base-docker-run.sh	6	# Example usage:	COMMENT
LOW	scripts/macosx-build-dependencies.sh	464	# Usage:	COMMENT
LOW	scripts/mingw-x-build-dependencies.sh	8	# Usage:	COMMENT
LOW	scripts/setenv-mingw-xbuild.sh	5	# Usage:	COMMENT
LOW	scripts/publish-macosx.sh	3	# Usage:	COMMENT
LOW	scripts/establish_version.sh	13	# Usage:	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	resources/docs/docs_downloader.py	26	except:	CODE
HIGH	scripts/git-archive-all.py	204	except Exception:	CODE

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	tests/test_pretty_print.py	355	CODE
LOW	tests/test_cmdline_tool.py	210	CODE
LOW	tests/test_cmdline_tool.py	300	CODE
LOW	tests/validatestl.py	22	CODE
LOW	scripts/macosx-sanity-check.py	40	CODE
LOW	scripts/macosx-sanity-check.py	65	CODE
LOW	scripts/git-archive-all.py	70	CODE
LOW	scripts/git-archive-all.py	223	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/git-archive-all.py	417	help="Force a git submodule init && git submodule update at each level before iterating submodules	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/compare-bitmaps.sh	20	# Check if $pixelerror contains an integer (it sometimes outputs things like '0 @ 0,0')	COMMENT
LOW	scripts/macosx-build-homebrew.sh	35	# Check if there's already an active openscad tap and skip	COMMENT
LOW	scripts/establish_version.sh	51	# Check if we are in a git repo	COMMENT

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/gui/ai/ChatWidget.h	77	bool agenticMode = true; // true = agentic (auto-loop), false = interactive review	CODE
MEDIUM	src/gui/ai/ChatWidget.h	80	pendingViewportSnapshot; // viewport image to inject before next agentic turn	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	python/ide-shim/openscad/__init__.py	12	__all__ = [	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_cmdline_tool.py	45	def get_runtime_to_test_sources():	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/ext/lodepng/lodepng.cpp	70	lodepng source code. Don't forget to remove "static" if you copypaste them	CODE

openscad/openscad

Open-Source Code Quality, Security and Technical Debt Review