1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.6K

Stars

C++

Language

450.7K

Lines of Code

1.1K

Files

567

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 515 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 567 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 7MEDIUM 47LOW 513

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 567 distinct pattern matches across 17 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 Block429 hits · 428 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# vim:ts=4:sw=4:expandtab:autoindent:	COMMENT
LOW	doc_internal/CMakeLists.txt	1	# vim:ts=4:sw=4:expandtab:autoindent:	COMMENT
LOW	testing/081_brief_lists.h	1	// objective: Test termination of brief description with lists	COMMENT
LOW	testing/133_cs_protected_internal.cs	1	// objective: C# protected internal members are protected and private protected members are package	COMMENT
LOW	testing/102_header.hpp	1	// objective: test noexcept with expression and nodiscard and constexpr	COMMENT
LOW	testing/120_tagfile.cpp	1	// objective: test the tagfile output	COMMENT
LOW	testing/112_aliases.cpp	1	// objective: test multi-line alias expansion in different comment styles	COMMENT
LOW	testing/112_aliases.cpp	21	/// int foo();	COMMENT
LOW	testing/009_bug.cpp	1	// objective: test the \bug, \deprecated, \todo, \test, and \xrefitem commands	COMMENT
LOW	testing/122_deprecated.cpp	21	// ----- various ways to deprecate a function	COMMENT
LOW	examples/diagrams_c.h	1	#ifndef DIAGRAMS_C_H	COMMENT
LOW	examples/pyexample.py	1	## @package pyexample	COMMENT
LOW	examples/diagrams_d.h	1	#ifndef DIAGRAM_D_H	COMMENT
LOW	examples/diagrams_a.h	1	#ifndef DIAGRAMS_A_H	COMMENT
LOW	examples/diagrams_e.h	1	#ifndef DIAGRAM_E_H	COMMENT
LOW	vhdlparser/CMakeLists.txt	1	#	COMMENT
LOW	vhdlparser/vhdlstring.h	1	#ifndef VHDLSTRING_H	COMMENT
LOW	vhdlparser/JavaCC.h	1	/* Generated By:JavaCC: Do not edit this line. JavaCC.h Version 7.0 */	COMMENT
LOW	vhdlparser/vhdl_adj.py	1	#!/usr/bin/env python	COMMENT
LOW	addon/doxysearch/doxyindexer.cpp	21	#include <sstream>	COMMENT
LOW	addon/doxycommentview/doxycommentview.py	1	#!/usr/bin/env python3	COMMENT
LOW	addon/doxyapp/doxyapp.cpp	21	*	COMMENT
LOW	addon/doxywizard/expert.cpp	21	#include "version.h"	COMMENT
LOW	addon/doxywizard/expert.cpp	41	#include <QSplitter>	COMMENT
LOW	addon/doxywizard/wizard.cpp	21	#include <QLabel>	COMMENT
LOW	addon/doxywizard/wizard.cpp	41	#define STR_PROJECT_LOGO QString::fromLatin1("PROJECT_LOGO")	COMMENT
LOW	addon/doxywizard/wizard.cpp	61	#define STR_GENERATE_DOCBOOK QString::fromLatin1("GENERATE_DOCBOOK")	COMMENT
LOW	addon/doxywizard/wizard.cpp	801	r = new QRadioButton(m_optimizeLang);	COMMENT
LOW	addon/doxywizard/wizard.cpp	821	// HIDE_SCOPE_NAMES = NO	COMMENT
LOW	addon/doxywizard/wizard.cpp	841	// OPTIMIZE_OUTPUT_SLICE = NO	COMMENT
LOW	addon/doxywizard/doxywizard.cpp	21	#include <QPushButton>	COMMENT
LOW	addon/doxyparse/doxyparse.cpp	21	#if !defined(_WIN32) \|\| defined(__CYGWIN__)	COMMENT
LOW	addon/doxmlparser/generateDS_post.py	1	#!/usr/bin/env python	COMMENT
LOW	addon/doxmlparser/doxmlparser/index.py	1	#!/usr/bin/env python	COMMENT
LOW	addon/doxmlparser/doxmlparser/index.py	81	# The module generatedsnamespaces, if it is importable, must contain	COMMENT
LOW	addon/doxmlparser/doxmlparser/index.py	101	# "xsi:type" attribute value. See the exportAttributes method of	COMMENT
LOW	deps/svg/svg-3.1.2.js	5121	this.fire('time', this._time); // This is for the case that the timeline was seeked so that the time	COMMENT
LOW	deps/iconv_winbuild/include/iconv.h	21	#ifndef _LIBICONV_H	COMMENT
LOW	deps/fmt/include/fmt/ostream.h	1	// Formatting library for C++ - std::ostream support	COMMENT
LOW	deps/fmt/include/fmt/ostream.h	21	#endif	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1	// Formatting library for C++ - implementation	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	221	// divisible by pow(10, N).	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1301		COMMENT
LOW	deps/fmt/include/fmt/ranges.h	1	// Formatting library for C++ - range and tuple support	COMMENT
LOW	deps/fmt/include/fmt/xchar.h	1	// Formatting library for C++ - optional wchar_t and exotic character support	COMMENT
LOW	deps/fmt/include/fmt/core.h	1	// This file is only provided for compatibility and may be removed in future	COMMENT
LOW	deps/fmt/include/fmt/chrono.h	1	// Formatting library for C++ - chrono support	COMMENT
LOW	deps/fmt/include/fmt/chrono.h	21	#endif	COMMENT
LOW	deps/fmt/include/fmt/chrono.h	241	# define FMT_USE_UTC_TIME (__cpp_lib_chrono >= 201907L)	COMMENT
LOW	deps/fmt/include/fmt/os.h	1	// Formatting library for C++ - optional OS-specific functionality	COMMENT
LOW	deps/fmt/include/fmt/os.h	21	# endif	COMMENT
LOW	deps/fmt/include/fmt/os.h	41	# if defined(_WIN32) && !defined(__MINGW32__)	COMMENT
LOW	deps/fmt/include/fmt/color.h	241	// │23│─┘	COMMENT
LOW	deps/fmt/include/fmt/color.h	261	// │62│─┬── unused	COMMENT
LOW	deps/fmt/include/fmt/args.h	1	// Formatting library for C++ - dynamic argument lists	COMMENT
LOW	deps/fmt/include/fmt/printf.h	1	// Formatting library for C++ - legacy printf implementation	COMMENT
LOW	deps/fmt/include/fmt/compile.h	1	// Formatting library for C++ - experimental format string compilation	COMMENT
LOW	deps/fmt/include/fmt/format.h	41	#include "base.h"	COMMENT
LOW	deps/fmt/include/fmt/format.h	61	# endif	COMMENT
LOW	deps/fmt/include/fmt/format.h	81	#elif defined(__cpp_nontype_template_args) && \	COMMENT
369 more matches not shown…

Decorative Section Separators34 hits · 99 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	deps/spdlog/CMakeLists.txt	18	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	20	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	25	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	27	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	208	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	210	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	219	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	221	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	257	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	259	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	265	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	deps/spdlog/CMakeLists.txt	267	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	5	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	7	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	42	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	44	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	152	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	154	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	241	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	243	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	302	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	304	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	316	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	318	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	339	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	341	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	352	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	354	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	368	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	370	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	387	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	389	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	400	# ---------------------------------------------------------------------------------------	COMMENT
MEDIUM	deps/spdlog/CMakeLists.txt	402	# ---------------------------------------------------------------------------------------	COMMENT

Deep Nesting43 hits · 40 pts

Severity	File	Line	Context
LOW	doc_internal/cmds_tags.py	154	CODE
LOW	testing/testsqlite3.py	124	CODE
LOW	testing/runtests.py	126	CODE
LOW	testing/runtests.py	139	CODE
LOW	testing/runtests.py	161	CODE
LOW	testing/runtests.py	179	CODE
LOW	testing/runtests.py	257	CODE
LOW	testing/runtests.py	321	CODE
LOW	addon/doxypysql/search.py	331	CODE
LOW	addon/doxmlparser/examples/metrics/metrics.py	123	CODE
LOW	addon/doxmlparser/examples/metrics/metrics.py	174	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	854	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	874	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	894	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	352	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	418	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	465	CODE
LOW	doc/translator.py	155	CODE
LOW	doc/translator.py	408	CODE
LOW	doc/translator.py	517	CODE
LOW	doc/translator.py	755	CODE
LOW	doc/translator.py	1014	CODE
LOW	doc/translator.py	1081	CODE
LOW	doc/translator.py	1559	CODE
LOW	doc/translator.py	1579	CODE
LOW	doc/translator.py	1776	CODE
LOW	doc/translator.py	1827	CODE
LOW	src/scan_states.py	20	CODE
LOW	src/configgen.py	167	CODE
LOW	src/configgen.py	244	CODE
LOW	src/configgen.py	382	CODE
LOW	src/configgen.py	426	CODE
LOW	src/configgen.py	443	CODE
LOW	src/configgen.py	460	CODE
LOW	src/configgen.py	514	CODE
LOW	src/configgen.py	533	CODE
LOW	src/configgen.py	551	CODE
LOW	src/configgen.py	710	CODE
LOW	src/configgen.py	722	CODE
LOW	src/configgen.py	774	CODE
LOW	src/configgen.py	1155	CODE
LOW	src/pre_lex.py	19	CODE
LOW	src/post_lex.py	19	CODE

Self-Referential Comments9 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	doc/translator.py	1293	# Create the empty dictionary for Transl object identified by the	COMMENT
MEDIUM⚡	doc/translator.py	1297	# Create the None dictionary of required methods. The key is the	COMMENT
MEDIUM⚡	doc/translator.py	1302	# Create the empty dictionary that says what method is implemented	COMMENT
MEDIUM	doc/translator.py	237	# Initialize the token variables after the yield.	COMMENT
MEDIUM	doc/translator.py	1030	# Create the empty dictionary that will be returned.	COMMENT
MEDIUM	doc/translator.py	1330	# Define the other used structures and variables for information.	COMMENT
MEDIUM	doc/translator.py	1360	# Create the list of the filenames with language translator sources.	COMMENT
MEDIUM	doc/translator.py	1415	# Create the list with readable language names. If the language has	COMMENT
MEDIUM	doc/translator.py	1434	# Create the multiline string of readable language names,	COMMENT

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	testing/runtests.py	70	except Exception:	CODE
HIGH	testing/runtests.py	123	except OSError:	CODE
HIGH	addon/doxmlparser/doxmlparser/index.py	61	except AttributeError:	CODE
HIGH	addon/doxmlparser/doxmlparser/index.py	441	except AttributeError:	CODE

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	doc/translator.py	549	# immediately. In this implementation, it always quits the application.	COMMENT
HIGH	doc/translator.py	792	# immediately. In this implementation, it always quits the application.	COMMENT

Verbosity Indicators8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	deps/fmt/include/fmt/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT
LOW	src/doxygen.cpp	4330	// in case of template functions, we need to check if the	COMMENT
LOW	src/doxygen.cpp	6146	// for template members we need to check if the number of	COMMENT

Hyper-Verbose Identifiers10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	doc_internal/doxygen.md	45	The function parseFilesSingleThreading() takes care of parsing all files	CODE
LOW	testing/testsqlite3.py	14	def print_unprocessed_attributes(node):	CODE
LOW	addon/doxycommentview/doxycommentview.py	39	class RequestHandler(http.server.SimpleHTTPRequestHandler):	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	223	def gds_validate_integer_list(	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	282	def gds_validate_decimal_list(	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	340	def gds_validate_boolean_list(	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	495	def gds_validate_simple_patterns(self, patterns, target):	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	646	def gds_djo_etl_transform_db_obj(self, dbobj):	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	651	def gds_sqa_etl_transform_db_obj(self, dbobj):	CODE
LOW	addon/doxmlparser/doxmlparser/index.py	1448	def get_required_ns_prefix_defs(rootNode):	STRING

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	deps/fmt/include/fmt/format.h	3207	// Compilers are not aware of how to leverage the maximum value of	COMMENT
MEDIUM	deps/spdlog/include/spdlog/fmt/bundled/format.h	3207	// Compilers are not aware of how to leverage the maximum value of	COMMENT
MEDIUM	src/docparser_p.h	173	m_parser->context.nodeStack.pop(); // robust version that does not assert	CODE
LOW	src/portable.cpp	177	#else // Other Unices just use fork	COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	deps/fmt/include/fmt/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	deps/fmt/include/fmt/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1260	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1315	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	deps/spdlog/include/spdlog/fmt/bundled/format-inl.h	1347	// Step 3: Find the significand with the smaller divisor.	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	doc_internal/cmds_tags.py	3	CODE
LOW	testing/runtests.py	3	CODE
LOW	addon/doxmlparser/doxmlparser/__init__.py	1	CODE
LOW	addon/doxmlparser/doxmlparser/__init__.py	2	CODE
LOW	doc/translator.py	70	CODE
LOW	src/res2cc_cmd.py	17	CODE

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	testing/runtests.py	70	except Exception:	CODE
MEDIUM	testing/runtests.py	253	print('Error: failed to run %s on %s/Doxyfile' % (self.args.doxygen,self.test_out))	CODE
LOW	src/configgen.py	343	except Exception as inst:	CODE
LOW	src/configgen.py	822	except Exception as e:	CODE
LOW	src/configgen.py	1175	except Exception as inst:	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	addon/doxypysql/search.py	304	print('{"result": null, "error": "no refid given"}')	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	addon/doxmlparser/doxmlparser/index.py	691	# Set this to false in order to deactivate during export, the use of	COMMENT
LOW	doc/translator.py	203	# Open the file for reading and extracting tokens until the eof.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	deps/spdlog/include/spdlog/mdc.h	19	// Usage example:	COMMENT
LOW	src/threadpool.h	33	/// Usage example:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/defgen.cpp	505	t << "dummy_value = true;\n";	CODE

Modern Structural Boilerplate1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	addon/doxmlparser/doxmlparser/index.py	1621	__all__ = [	STRING

doxygen/doxygen

Open-Source Code Quality, Security and Technical Debt Review