BYVoid/OpenCC

5.8

Adjusted Score

5.8

Raw Score

100%

Time Factor

2026-07-13

Last Push

9.8K

Stars

C++

Language

216.8K

Lines of Code

862

Files

1.2K

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 13MEDIUM 14LOW 1201

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1228 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block782 hits · 727 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	CMakeLists.txt	181	######## Directory	COMMENT
LOW	test/CommandLineConvertTest.cpp	21	#include <cstdlib>	COMMENT
LOW	test/golden/golden_convert_test.py	1	#!/usr/bin/env python3	COMMENT
LOW	test/golden/golden_diff.py	1	#!/usr/bin/env python3	COMMENT
LOW	plugins/jieba/tests/JiebaPluginIntegrationTest.cpp	21	#include <sstream>	COMMENT
LOW	plugins/jieba/deps/cppjieba/test/benchmark.cpp	1	#include <chrono>	COMMENT
LOW	…ieba/deps/cppjieba/test/unittest/unicode_path_test.cpp	1	#include <cerrno>	COMMENT
LOW	…ugins/jieba/deps/cppjieba/test/unittest/gtest_main.cpp	1	// Copyright 2006, Google Inc.	COMMENT
LOW	…gins/jieba/deps/cppjieba/include/cppjieba/DictTrie.hpp	1	#ifndef CPPJIEBA_DICT_TRIE_HPP	COMMENT
LOW	…s/jieba/deps/cppjieba/include/cppjieba/UnicodeFile.hpp	1	#ifndef CPPJIEBA_UNICODE_FILE_HPP	COMMENT
LOW	…/jieba/deps/cppjieba/include/cppjieba/QuerySegment.hpp	1	#ifndef CPPJIEBA_QUERYSEGMENT_H	COMMENT
LOW	plugins/jieba/deps/cppjieba/include/cppjieba/Utils.hpp	1	#ifndef CPPJIEBA_UTILS_HPP	COMMENT
LOW	plugins/jieba/src/JiebaSegmentationPlugin.cpp	21	#include "Segments.hpp"	COMMENT
LOW	plugins/jieba/src/JiebaSegmentation.cpp	21		COMMENT
LOW	plugins/jieba/src/JiebaSegmentation.cpp	41	#include "src/SerializableDict.hpp"	COMMENT
LOW	scripts/build-cli-windows-zig.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/compute-version.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/build-deb-packages.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deps/googletest-1.15.0/ci/macos-presubmit.sh	1	#!/bin/bash	COMMENT
LOW	deps/googletest-1.15.0/ci/macos-presubmit.sh	21	# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT	COMMENT
LOW	deps/googletest-1.15.0/ci/linux-presubmit.sh	1	#!/bin/bash	COMMENT
LOW	deps/googletest-1.15.0/googletest/CMakeLists.txt	1	########################################################################	COMMENT
LOW	deps/googletest-1.15.0/googletest/CMakeLists.txt	181	########################################################################	COMMENT
LOW	…st-1.15.0/googletest/test/gtest_xml_output_unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…st-1.15.0/googletest/test/googletest-param-test-test.h	1	// Copyright 2008, Google Inc.	COMMENT
LOW	…st-1.15.0/googletest/test/googletest-param-test-test.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	…etest-1.15.0/googletest/test/googletest-output-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…etest/test/googletest-param-test-invalid-name1-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…s/googletest-1.15.0/googletest/test/gtest_help_test.py	1	#!/usr/bin/env python	COMMENT
LOW	…s/googletest-1.15.0/googletest/test/gtest_help_test.py	21	# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT	COMMENT
LOW	…gletest/test/googletest-global-environment-unittest.py	1	# Copyright 2021 Google Inc. All Rights Reserved.	COMMENT
LOW	…/googletest-1.15.0/googletest/test/gtest_test_utils.py	1	# Copyright 2006, Google Inc.	COMMENT
LOW	…letest-1.15.0/googletest/test/gtest_json_test_utils.py	1	# Copyright 2018, Google Inc.	COMMENT
LOW	…etest/test/googletest-param-test-invalid-name2-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…5.0/googletest/test/googletest-json-output-unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…oogletest/test/googletest-break-on-failure-unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…15.0/googletest/test/googletest-setuptestsuite-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…15.0/googletest/test/googletest-list-tests-unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…test-1.15.0/googletest/test/googletest-env-var-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…test-1.15.0/googletest/test/gtest_xml_outfiles_test.py	1	#!/usr/bin/env python	COMMENT
LOW	…gletest-1.15.0/googletest/test/gtest-typed-test_test.h	1	// Copyright 2008 Google Inc.	COMMENT
LOW	…gletest-1.15.0/googletest/test/gtest-typed-test_test.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	…t-1.15.0/googletest/test/gtest_list_output_unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…gletest-1.15.0/googletest/test/gtest_xml_test_utils.py	1	# Copyright 2006, Google Inc.	COMMENT
LOW	deps/googletest-1.15.0/googletest/test/production.h	1	// Copyright 2006, Google Inc.	COMMENT
LOW	deps/googletest-1.15.0/googletest/test/production.h	21	// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT	COMMENT
LOW	…letest-1.15.0/googletest/test/googletest-color-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…t-1.15.0/googletest/test/googletest-filter-unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…1.15.0/googletest/test/gtest_skip_check_output_test.py	1	#!/usr/bin/env python	COMMENT
LOW	…letest-1.15.0/googletest/test/gtest_testbridge_test.py	1	#!/usr/bin/env python	COMMENT
LOW	….0/googletest/test/googletest-throw-on-failure-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…test-1.15.0/googletest/test/googletest-shuffle-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…test-1.15.0/googletest/test/googletest-shuffle-test.py	21	# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR	COMMENT
LOW	….15.0/googletest/test/googletest-uninitialized-test.py	1	#!/usr/bin/env python	COMMENT
LOW	….0/googletest/test/googletest-catch-exceptions-test.py	1	#!/usr/bin/env python	COMMENT
LOW	….15.0/googletest/test/googletest-json-outfiles-test.py	1	#!/usr/bin/env python	COMMENT
LOW	…etest/test/gtest_skip_environment_check_output_test.py	1	#!/usr/bin/env python	COMMENT
LOW	…1.15.0/googletest/test/googletest-failfast-unittest.py	1	#!/usr/bin/env python	COMMENT
LOW	…etest-1.15.0/googletest/include/gtest/gtest-matchers.h	1	// Copyright 2007, Google Inc.	COMMENT
722 more matches not shown…

Hyper-Verbose Identifiers267 hits · 269 pts

Severity	File	Line	Snippet	Context
LOW	test/golden/golden_convert_test.py	202	def _default_jieba_config_dir(runfiles: Runfiles) -> Path:	CODE
LOW	test/golden/golden_convert_test.py	209	def _default_jieba_plugin_dir(runfiles: Runfiles) -> Path:	CODE
LOW	test/golden/golden_convert_test.py	241	def _default_jieba_resource_dir(runfiles: Runfiles) -> Path:	CODE
LOW	test/golden/golden_convert_test.py	358	def test_default_opencc_command_accepts_windows_exe_runfile(self) -> None:	CODE
LOW⚡	test/golden/golden_convert_test.py	372	def test_parse_manifest_line_unescapes_escaped_entries(self) -> None:	CODE
LOW⚡	test/golden/golden_convert_test.py	379	def test_parse_manifest_line_self_maps_single_token_entries(self) -> None:	CODE
LOW⚡	test/golden/golden_convert_test.py	384	def test_rlocation_resolves_files_under_manifest_directory_entries(self) -> None:	CODE
LOW	test/golden/golden_convert_test.py	399	def test_default_jieba_plugin_dir_accepts_windows_bazel_bin_fallback(self) -> None:	CODE
LOW	python/tests/test_opencc.py	57	def test_init_delete_converter():	STRING
LOW	python/tests/test_opencc.py	96	def test_include_tofu_risk_dictionaries_option():	STRING
LOW	python/tests/test_opencc.py	106	def test_resource_zip_text_dictionary_support(tmp_path):	STRING
LOW	python/tests/test_opencc.py	118	def test_builtin_config_stem_is_normalized():	STRING
LOW	python/tests/test_opencc.py	124	def test_custom_config_path_without_json_extension_is_preserved():	STRING
LOW	python/tests/test_cli.py	93	def test_cli_skips_tofu_risk_dictionaries_by_default(tmp_path, monkeypatch):	STRING
LOW	python/tests/test_cli.py	108	def test_cli_include_tofu_risk_dictionaries_flag(tmp_path, monkeypatch):	STRING
LOW	python/tests/test_cli.py	124	def test_cli_rejects_same_input_and_output_file(tmp_path, monkeypatch, capsys):	STRING
LOW	python/tests/test_cli.py	141	def test_cli_resource_zip_support(tmp_path, monkeypatch):	STRING
LOW	python/tests/test_cli.py	159	def test_cli_subprocess_integration(tmp_path):	STRING
LOW	python/tests/test_cli.py	190	def test_cli_builtin_config_stem_supports_omitting_json(tmp_path, monkeypatch):	STRING
LOW	python/tests/test_cli.py	205	def test_cli_custom_config_path_without_json_extension(tmp_path, monkeypatch):	STRING
LOW	python/opencc/__init__.py	33	def _load_opencc_clib_from_runfiles():	CODE
LOW	scripts/compile_to_inline_config_test.py	9	def test_group_dict_preserves_structure_and_match_policy(self):	CODE
LOW	scripts/compile_to_inline_config_test.py	67	def test_group_dict_without_match_policy_compiles_cleanly(self):	CODE
LOW	scripts/compile_to_inline_config_test.py	130	def test_union_of_union_flattens_to_single_inline(self):	CODE
LOW	scripts/compile_to_inline_config_test.py	154	def test_short_circuit_of_union_keeps_outer_group(self):	CODE
LOW	scripts/compile_to_inline_config_test.py	185	def test_union_of_short_circuit_falls_back_to_group(self):	CODE
LOW	scripts/verify-node-main-package.js	43	function parseGypSourcesAndIncludeDirs() {	CODE
LOW	scripts/verify-node-main-package.js	62	function collectSourceBuildClosure() {	CODE
LOW	scripts/verify-node-main-package.js	117	function verifySourceBuildFilesPacked() {	CODE
LOW⚡	scripts/compile_to_inline_config.py	76	def inline_entries_for_file_dict(dict_def: Dict[str, Any], dict_dir: Path) -> Dict[str, str]:	CODE
LOW	…s/googletest-1.15.0/googletest/test/gtest_help_test.py	130	def test_prints_help_with_full_flag(self):	CODE
LOW	…s/googletest-1.15.0/googletest/test/gtest_help_test.py	157	def test_runs_tests_without_help_flag(self):	CODE
LOW	…s/googletest-1.15.0/googletest/test/gtest_help_test.py	168	def test_runs_tests_with_gtest_internal_flag(self):	CODE
LOW	deps/marisa-0.3.1/bindings/python3/marisa.py	27	def _swig_setattr_nondynamic_instance_variable(set):	CODE
LOW	deps/marisa-0.3.1/bindings/python3/marisa.py	40	def _swig_setattr_nondynamic_class_variable(set):	CODE
LOW	deps/marisa-0.3.1/bindings/python/marisa.py	27	def _swig_setattr_nondynamic_instance_variable(set):	CODE
LOW	deps/marisa-0.3.1/bindings/python/marisa.py	40	def _swig_setattr_nondynamic_class_variable(set):	CODE
LOW	deps/pybind11-2.13.1/setup.py	27	def build_expected_version_hex(matches: dict[str, str]) -> str:	CODE
LOW	deps/pybind11-2.13.1/tests/test_stl_binders.py	198	def test_map_string_double_const():	CODE
LOW	deps/pybind11-2.13.1/tests/test_stl_binders.py	211	def test_noncopyable_containers():	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	22	def test_methods_and_attributes():	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	264	def test_property_return_value_policies(access):	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	284	def test_property_rvalue_policy():	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	477	def test_unregistered_base_implementations():	STRING
LOW	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	16	def test_slice_constructors_explicit_optional():	CODE
LOW	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	21	def test_generalized_iterators():	CODE
LOW⚡	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	53	def test_generalized_iterators_simple():	CODE
LOW⚡	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	63	def test_iterator_doc_annotations():	CODE
LOW⚡	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	72	def test_iterator_referencing():	CODE
LOW	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	213	def test_python_iterator_in_cpp():	CODE
LOW	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	245	def test_iterator_passthrough():	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_vectorize.py	158	def test_trivial_broadcasting():	STRING
LOW	deps/pybind11-2.13.1/tests/test_numpy_vectorize.py	209	def test_passthrough_arguments(doc):	STRING
LOW	deps/pybind11-2.13.1/tests/test_numpy_vectorize.py	242	def test_method_vectorization():	STRING
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	32	def test_chrono_system_clock_roundtrip():	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	46	def test_chrono_system_clock_roundtrip_date():	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	102	def test_chrono_system_clock_roundtrip_time(time1, tz, monkeypatch):	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	125	def test_chrono_duration_roundtrip():	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	145	def test_chrono_duration_subtraction_equivalence():	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	155	def test_chrono_duration_subtraction_equivalence_date():	CODE
207 more matches not shown…

Unused Imports103 hits · 103 pts

Severity	File	Line	Context
LOW	…st-1.15.0/googletest/test/gtest_xml_output_unittest.py	39	CODE
LOW	…test-1.15.0/googletest/test/gtest_xml_outfiles_test.py	35	CODE
LOW	…gletest-1.15.0/googletest/test/gtest_xml_test_utils.py	33	CODE
LOW	deps/marisa-0.3.1/bindings/python3/marisa.py	7	CODE
LOW	deps/marisa-0.3.1/bindings/python/marisa.py	7	CODE
LOW	deps/pybind11-2.13.1/setup.py	4	CODE
LOW	deps/pybind11-2.13.1/noxfile.py	1	CODE
LOW	deps/pybind11-2.13.1/tools/libsize.py	1	CODE
LOW	deps/pybind11-2.13.1/tools/make_changelog.py	2	CODE
LOW	…d11-2.13.1/tools/codespell_ignore_lines_from_errors.py	12	CODE
LOW	deps/pybind11-2.13.1/pybind11/setup_helpers.py	39	CODE
LOW	deps/pybind11-2.13.1/pybind11/_version.py	1	CODE
LOW	deps/pybind11-2.13.1/pybind11/__init__.py	1	CODE
LOW	deps/pybind11-2.13.1/pybind11/__init__.py	10	CODE
LOW	deps/pybind11-2.13.1/pybind11/__init__.py	11	CODE
LOW	deps/pybind11-2.13.1/pybind11/__init__.py	11	CODE
LOW	deps/pybind11-2.13.1/pybind11/__init__.py	11	CODE
LOW	deps/pybind11-2.13.1/pybind11/commands.py	1	CODE
LOW	deps/pybind11-2.13.1/pybind11/__main__.py	2	CODE
LOW	deps/pybind11-2.13.1/tests/test_stl_binders.py	1	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	1	CODE
LOW	…s/pybind11-2.13.1/tests/test_methods_and_attributes.py	7	CODE
LOW	…/pybind11-2.13.1/tests/test_sequences_and_iterators.py	1	CODE
LOW	…pybind11-2.13.1/tests/test_vector_unique_ptr_member.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_vectorize.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_chrono.py	7	CODE
LOW	deps/pybind11-2.13.1/tests/conftest.py	7	CODE
LOW	…ind11-2.13.1/tests/test_python_multiple_inheritance.py	3	CODE
LOW	deps/pybind11-2.13.1/tests/test_callbacks.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_callbacks.py	8	CODE
LOW	deps/pybind11-2.13.1/tests/test_pytypes.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_class.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/env.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_eigen_tensor.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_docstring_options.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_async.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_unnamed_namespace_a.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_local_bindings.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_local_bindings.py	5	CODE
LOW	deps/pybind11-2.13.1/tests/test_smart_ptr.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_array.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_array.py	5	CODE
LOW	deps/pybind11-2.13.1/tests/test_builtin_casters.py	1	CODE
LOW	…/pybind11-2.13.1/tests/test_constants_and_functions.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_exceptions.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_factory_constructors.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_iostream.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_operator_overloading.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_union.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_kwargs_and_defaults.py	1	CODE
LOW	…pybind11-2.13.1/tests/test_type_caster_pyobject_ptr.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_thread.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_pickling.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_unnamed_namespace_b.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_copy_move.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_eval_call.py	2	CODE
LOW	deps/pybind11-2.13.1/tests/test_custom_type_casters.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_stl.py	1	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_dtypes.py	1	CODE
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Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	…etest/test/googletest-param-test-invalid-name1-test.py	verifies that google test warns the user when not initialized properly.	STRING
HIGH	…etest/test/googletest-param-test-invalid-name2-test.py	verifies that google test warns the user when not initialized properly.	STRING
HIGH	….15.0/googletest/test/googletest-uninitialized-test.py	verifies that google test warns the user when not initialized properly.	STRING
HIGH	…etest/test/googletest-param-test-invalid-name1-test.py	runs the given command and verifies its exit code and output.	STRING
HIGH	…etest/test/googletest-param-test-invalid-name2-test.py	runs the given command and verifies its exit code and output.	STRING
HIGH	….15.0/googletest/test/googletest-uninitialized-test.py	runs the given command and verifies its exit code and output.	STRING
HIGH	…test-1.15.0/googletest/test/googletest-env-var-test.py	sets the env variable to 'value'; unsets it when 'value' is none.	STRING
HIGH	…letest-1.15.0/googletest/test/googletest-color-test.py	sets the env variable to 'value'; unsets it when 'value' is none.	STRING
HIGH	…t-1.15.0/googletest/test/googletest-filter-unittest.py	sets the env variable to 'value'; unsets it when 'value' is none.	STRING
HIGH	…1.15.0/googletest/test/googletest-failfast-unittest.py	sets the env variable to 'value'; unsets it when 'value' is none.	STRING

Deep Nesting26 hits · 26 pts

Severity	File	Line	Context
LOW	test/golden/golden_convert_test.py	418	CODE
LOW	test/golden/golden_convert_test.py	53	CODE
LOW	test/golden/golden_convert_test.py	323	CODE
LOW	test/golden/golden_diff.py	155	CODE
LOW	scripts/convert_resource_zip.py	36	CODE
LOW	scripts/convert_resource_zip.py	60	CODE
LOW	scripts/compile_to_inline_config.py	111	CODE
LOW	…letest-1.15.0/googletest/test/gtest_json_test_utils.py	35	CODE
LOW	…letest-1.15.0/googletest/test/gtest_json_test_utils.py	46	CODE
LOW	…gletest-1.15.0/googletest/test/gtest_xml_test_utils.py	131	CODE
LOW	…gletest-1.15.0/googletest/test/gtest_xml_test_utils.py	186	CODE
LOW	deps/pybind11-2.13.1/setup.py	27	CODE
LOW	…d11-2.13.1/tools/codespell_ignore_lines_from_errors.py	17	CODE
LOW	deps/pybind11-2.13.1/pybind11/setup_helpers.py	290	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_array.py	544	CODE
LOW	deps/pybind11-2.13.1/tests/test_factory_constructors.py	468	CODE
LOW	deps/pybind11-2.13.1/tests/test_factory_constructors.py	486	CODE
LOW	deps/pybind11-2.13.1/tests/test_numpy_dtypes.py	358	CODE
LOW	deps/google-benchmark/.ycm_extra_conf.py	79	CODE
LOW	deps/google-benchmark/tools/strip_asm.py	64	CODE
LOW	deps/google-benchmark/tools/gbench/util.py	57	CODE
LOW	data/scripts/convert_config_dict_format.py	19	CODE
LOW	data/scripts/opencc_resources_zip.py	30	CODE
LOW	data/scripts/opencc_resources_zip.py	133	CODE
LOW	data/scripts/common.py	86	CODE
LOW	data/scripts/common.py	132	CODE

Excessive Try-Catch Wrapping9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	scripts/compile_to_inline_config.py	20	except Exception:	CODE
MEDIUM	scripts/compile_to_inline_config.py	180	print(f"Error: Config file not found: {args.config}", file=sys.stderr)	CODE
MEDIUM	scripts/compile_to_inline_config.py	183	print(f"Error: Dictionary directory not found: {args.dict_dir}", file=sys.stderr)	CODE
LOW	scripts/compile_to_inline_config.py	205	except Exception as e:	CODE
MEDIUM	scripts/compile_to_inline_config.py	206	print(f"Error: {e}", file=sys.stderr)	CODE
MEDIUM	scripts/compile_to_inline_config.py	11	def get_opencc_version() -> str:	CODE
LOW	deps/pybind11-2.13.1/tests/conftest.py	23	except Exception:	CODE
LOW	deps/pybind11-2.13.1/tests/test_thread.py	18	except Exception as e:	CODE
MEDIUM	deps/pybind11-2.13.1/tests/test_thread.py	14	def run(self):	CODE

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/ConfigTest.cpp	1088	// ── Normalization tests ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/tools/SpeedBenchmark.cpp	105	// ── init ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/tools/SpeedBenchmark.cpp	119	// ── warmup ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/tools/SpeedBenchmark.cpp	123	// ── timed loop ────────────────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	…est-1.15.0/googletest/include/gtest/gtest-death-test.h	152	// This implementation is not meant to be as highly tuned or robust	COMMENT
MEDIUM	…est-1.15.0/googletest/include/gtest/gtest-death-test.h	224	// In practice, this can be used to test functions that utilize the	COMMENT
MEDIUM	deps/pybind11-2.13.1/tests/test_numpy_array.py	604	# HINT: An easy and robust way (although only manual unfortunately) to check for	COMMENT
LOW	deps/pybind11-2.13.1/tests/test_modules.py	110	# changes in future Python versions, simply add the new expected exception types here.	COMMENT

Redundant / Tautological Comments5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/compile_to_inline_config.py	57	# Check if it is TSCharactersExt	COMMENT
LOW⚡	scripts/compile_to_inline_config.py	66	# Check if it is a reversed dictionary	COMMENT
LOW	…t-1.15.0/googletest/test/googletest-filter-unittest.py	69	# Check if this platform can unset environment variables in child processes.	COMMENT
LOW	deps/google-benchmark/.ycm_extra_conf.py	26	# Set this to the absolute path to the folder (NOT the file!) containing the	COMMENT
LOW	deps/google-benchmark/tools/gbench/report.py	214	# Check if we failed miserably with minimum required repetitions for utest	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	scripts/compile_to_inline_config.py	59	return {} # Ignore as requested	CODE

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-cli-windows-zig.sh	18	# Usage:	COMMENT
LOW	scripts/compute-version.sh	12	# Usage:	COMMENT
LOW	scripts/build-deb-packages.sh	6	# Usage:	COMMENT
LOW	deps/pybind11-2.13.1/tools/libsize.py	7	# Usage:	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	deps/pybind11-2.13.1/tests/test_eval_call.py	1	# This file is called from 'test_eval.py'	COMMENT
MEDIUM	deps/pybind11-2.13.1/docs/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…/googletest-1.15.0/googletest/test/gtest_test_utils.py	200	Changes into a specified directory, if provided, and executes a command. Restores the old directory afterwards.	STRING

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…benchmark/bindings/python/google_benchmark/__init__.py	129	options = __OptionMaker.make(undefined)	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/golden/golden_convert_test.py	418	def update_outputs() -> None:	CODE
LOW	python/opencc/__init__.py	6	__all__ = ['CONFIGS', 'OpenCC', '__version__']	CODE
LOW	deps/google-benchmark/tools/gbench/__init__.py	8	__all__ = []	CODE
LOW	…benchmark/bindings/python/google_benchmark/__init__.py	52	__all__ = [	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…etest-1.15.0/googletest/test/googletest-output-test.py	215		CODE
LOW	…googletest-1.15.0/googlemock/test/gmock_output_test.py	72		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	deps/pybind11-2.13.1/tests/test_numpy_array.py	611	# value increases without bounds. (Don't forget to Ctrl-C the test!)	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	deps/google-benchmark/include/benchmark/benchmark.h	1082	// NOTE: This function should only be used when exact iteration control is	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	deps/googletest-1.15.0/docs/reference/mocking.md	278	.WillRepeatedly(Return("John Doe")); // Return "John Doe" on all calls	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings