jupytext/jupytext

15.6

Adjusted Score

15.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

7.2K

Stars

Python

Language

61.3K

Lines of Code

584

Files

860

Pattern Hits

2026-07-14

Scan Date

0.07

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 39MEDIUM 7LOW 814

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 860 distinct pattern matches across 14 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.

Hyper-Verbose Identifiers533 hits · 470 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	84	def no_jupytext_version_number():	CODE
LOW	tests/conftest.py	469	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/unit/test_labconfig.py	26	def sample_empty_viewer_config():	CODE
LOW	tests/unit/test_labconfig.py	41	def test_set_unset_default_viewers(settings_file, sample_viewer_config, sample_empty_viewer_config):	CODE
LOW	tests/unit/test_stringparser.py	46	def test_long_string_with_four_quotes(	STRING
LOW	tests/unit/test_stringparser.py	64	def test_long_string_ends_with_four_quotes(	STRING
LOW	tests/unit/test_escape_magics.py	49	def test_force_noescape_with_gbl_esc_flag(line):	CODE
LOW	tests/unit/test_escape_magics.py	54	def test_force_escape_with_gbl_esc_flag(line):	CODE
LOW	tests/unit/test_escape_magics.py	74	def test_magics_commented_default(fmt, commented):	CODE
LOW	tests/unit/test_escape_magics.py	91	def test_magics_are_commented(fmt):	CODE
LOW	tests/unit/test_escape_magics.py	116	def test_magics_are_not_commented(fmt):	CODE
LOW	tests/unit/test_escape_magics.py	138	async def test_force_comment_using_contents_manager(tmpdir, cm):	CODE
LOW	tests/unit/test_escape_magics.py	187	def test_comment_bash_commands_in_python(magic_cmd):	CODE
LOW	tests/unit/test_escape_magics.py	196	def test_do_not_comment_python_cmds(not_magic_cmd):	CODE
LOW⚡	tests/unit/test_escape_magics.py	207	def test_markdown_image_is_not_magic():	CODE
LOW⚡	tests/unit/test_escape_magics.py	212	def test_question_is_not_magic():	CODE
LOW⚡	tests/unit/test_escape_magics.py	218	def test_whitespace_line_is_not_magic_and_is_fast():	CODE
LOW	tests/unit/test_escape_magics.py	229	def test_multiline_python_magic(no_jupytext_version_number):	CODE
LOW	tests/unit/test_cell_id.py	4	def test_cell_id_is_not_random():	CODE
LOW	tests/unit/test_markdown_in_code_cells.py	11	def test_three_backticks_or_more():	CODE
LOW	tests/unit/test_markdown_in_code_cells.py	20	def test_triple_backticks_in_code_cell(	CODE
LOW	tests/unit/test_markdown_in_code_cells.py	57	def test_triple_backticks_in_code_cell_myst(	STRING
LOW	tests/unit/test_markdown_in_code_cells.py	87	def test_alternate_tree_four_five_backticks(	STRING
LOW⚡	tests/unit/test_formats.py	26	def test_guess_format_percent(percent_file):	CODE
LOW⚡	tests/unit/test_formats.py	31	def test_guess_format_simple_percent(	CODE
LOW⚡	tests/unit/test_formats.py	39	def test_guess_format_simple_percent_with_magic(	STRING
LOW⚡	tests/unit/test_formats.py	48	def test_guess_format_simple_hydrogen_with_magic(	STRING
LOW	tests/unit/test_formats.py	62	def test_guess_format_hydrogen():	STRING
LOW⚡	tests/unit/test_formats.py	117	def test_get_format_implementation():	CODE
LOW⚡	tests/unit/test_formats.py	124	def test_script_with_magics_not_percent(	CODE
LOW⚡	tests/unit/test_formats.py	131	def test_script_with_spyder_cell_is_percent(	CODE
LOW⚡	tests/unit/test_formats.py	138	def test_script_with_percent_cell_and_magic_is_hydrogen(	CODE
LOW⚡	tests/unit/test_formats.py	146	def test_script_with_percent_cell_and_kernelspec(	STRING
LOW	tests/unit/test_formats.py	162	def test_script_with_spyder_cell_with_name_is_percent(	STRING
LOW	tests/unit/test_formats.py	169	def test_read_format_from_metadata(	CODE
LOW	tests/unit/test_formats.py	184	def test_update_jupytext_formats_metadata():	CODE
LOW	tests/unit/test_formats.py	232	def test_rearrange_jupytext_metadata():	CODE
LOW	tests/unit/test_formats.py	246	def test_rearrange_jupytext_metadata_metadata_filter():	CODE
LOW	tests/unit/test_formats.py	267	def test_rearrange_jupytext_metadata_add_dot_in_suffix():	CODE
LOW	tests/unit/test_formats.py	335	def test_pandoc_format_is_preserved():	STRING
LOW	tests/unit/test_formats.py	357	def test_write_raises_when_fmt_does_not_exists(tmpdir):	CODE
LOW	tests/unit/test_formats.py	403	async def test_configuration_examples_from_documentation(config_file, config_contents, python_notebook, tmp_path, cm):	CODE
LOW	tests/unit/test_pep8.py	14	def test_next_instruction_is_function_or_class():	CODE
LOW	tests/unit/test_pep8.py	28	def test_cell_ends_with_function_or_class():	STRING
LOW	tests/unit/test_pep8.py	115	def test_paragraph_is_fully_commented(lines):	STRING
LOW⚡	tests/unit/test_paired_paths.py	50	def test_base_path_in_tree_from_root():	CODE
LOW⚡	tests/unit/test_paired_paths.py	56	def test_base_path_in_tree_from_non_root():	CODE
LOW⚡	tests/unit/test_paired_paths.py	61	def test_base_path_in_tree_from_non_root_no_subfolder():	CODE
LOW⚡	tests/unit/test_paired_paths.py	69	def test_full_path_in_tree_from_root():	CODE
LOW⚡	tests/unit/test_paired_paths.py	75	def test_full_path_in_tree_from_root_no_subfolder():	CODE
LOW⚡	tests/unit/test_paired_paths.py	81	def test_full_path_in_tree_from_non_root():	CODE
LOW⚡	tests/unit/test_paired_paths.py	86	def test_paired_paths_windows():	CODE
LOW⚡	tests/unit/test_paired_paths.py	94	def test_paired_paths_windows_no_subfolder():	CODE
LOW⚡	tests/unit/test_paired_paths.py	102	def test_paired_paths_windows_relative():	CODE
LOW	tests/unit/test_paired_paths.py	128	def test_path_in_tree_limited_to_config_dir(tmpdir):	CODE
LOW	tests/unit/test_paired_paths.py	264	def test_paired_path_with_prefix(	CODE
LOW	tests/unit/test_paired_paths.py	339	def test_paired_paths_and_adjusted_fmt(path, input_fmt, adjusted_fmt):	CODE
LOW	tests/unit/test_header.py	20	def test_header_to_metadata_and_cell_blank_line():	CODE
LOW	tests/unit/test_header.py	42	def test_header_to_metadata_and_cell_no_blank_line():	CODE
LOW	tests/unit/test_header.py	63	def test_header_to_metadata_and_cell_metadata():	CODE
473 more matches not shown…

Over-Commented Block205 hits · 204 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	1	# Install the pre-commit hooks below with	COMMENT
LOW	pyproject.toml	141	[tool.hatch.build.hooks.jupyter-builder]	COMMENT
LOW	demo/World population.pct.py	1	# ---	COMMENT
LOW	demo/World population.pct.py	21	#	COMMENT
LOW	demo/World population.spx.py	1	# ---	COMMENT
LOW	demo/World population.lgt.py	1	# ---	COMMENT
LOW	demo/vscode/notebook.py	1	# ---	COMMENT
LOW	tests/unit/test_formats.py	281	}	COMMENT
LOW	…pynb_to_script_vscode_folding_markers/plotly_graphs.py	1	# ---	COMMENT
LOW	…scode_folding_markers/Notebook with many hash signs.py	1	# ---	COMMENT
LOW	…scode_folding_markers/Notebook with many hash signs.py	21	##################################################################	COMMENT
LOW	…vscode_folding_markers/jupyter_with_raw_cell_on_top.py	1	# ---	COMMENT
LOW	…ing_markers/raw_cell_with_complex_yaml_like_content.py	1	# ---	COMMENT
LOW	…code_folding_markers/notebook_with_complex_metadata.py	1	# ---	COMMENT
LOW	…ript_vscode_folding_markers/text_outputs_and_images.py	1	# ---	COMMENT
LOW	…ipt_vscode_folding_markers/Line_breaks_in_LateX_305.py	1	# ---	COMMENT
LOW	…cript_vscode_folding_markers/nteract_with_parameter.py	1	# ---	COMMENT
LOW	…lding_markers/Notebook with metadata and long cells.py	1	# ---	COMMENT
LOW	…lding_markers/Notebook with metadata and long cells.py	21	# ```python	COMMENT
LOW	…lding_markers/Notebook with metadata and long cells.py	41		COMMENT
LOW	…folding_markers/raw_cell_with_non_dict_yaml_content.py	1	# ---	COMMENT
LOW	…script_vscode_folding_markers/Notebook_with_R_magic.py	1	# ---	COMMENT
LOW	…script_vscode_folding_markers/Notebook_with_R_magic.py	21	# region language="R"	COMMENT
LOW	…ript_vscode_folding_markers/sample_rise_notebook_66.py	1	# ---	COMMENT
LOW	…/ipynb_to_script_vscode_folding_markers/frozen_cell.py	1	# ---	COMMENT
LOW	…scode_folding_markers/jupyter_with_raw_cell_in_body.py	1	# ---	COMMENT
LOW	…_folding_markers/Notebook with html and latex cells.py	1	# ---	COMMENT
LOW	…_folding_markers/Notebook with html and latex cells.py	21	# region language="R"	COMMENT
LOW	…arkers/Notebook with function and cell metadata 164.py	1	# ---	COMMENT
LOW	…lding_markers/convert_to_py_then_test_with_update83.py	1	# ---	COMMENT
LOW	…ing_markers/jupyter_with_raw_cell_with_invalid_yaml.py	1	# ---	COMMENT
LOW	…ipynb_to_script_vscode_folding_markers/cat_variable.py	1	# ---	COMMENT
LOW	…ipt_vscode_folding_markers/The flavors of raw cells.py	1	# ---	COMMENT
LOW	…ipt_vscode_folding_markers/The flavors of raw cells.py	21	# endregion	COMMENT
LOW	…code_folding_markers/Notebook_with_more_R_magic_111.py	1	# ---	COMMENT
LOW	…code_folding_markers/Notebook_with_more_R_magic_111.py	21	}	COMMENT
LOW	…pt_vscode_folding_markers/jupyterlab-slideshow_1441.py	1	# ---	COMMENT
LOW	…puts/ipynb_to_script_vscode_folding_markers/jupyter.py	1	# ---	COMMENT
LOW	…ta/notebooks/outputs/ipynb_to_percent/plotly_graphs.py	1	# ---	COMMENT
LOW	…tebooks/outputs/ipynb_to_percent/evcxr_jupyter_tour.rs	1	// ---	COMMENT
LOW	…tebooks/outputs/ipynb_to_percent/evcxr_jupyter_tour.rs	161	// ## Seeing what variables have been defined	COMMENT
LOW	…puts/ipynb_to_percent/Notebook with many hash signs.py	1	# ---	COMMENT
LOW	…puts/ipynb_to_percent/Notebook with many hash signs.py	21	# A comment	COMMENT
LOW	…tputs/ipynb_to_percent/jupyter_with_raw_cell_on_top.py	1	# ---	COMMENT
LOW	…_to_percent/raw_cell_with_complex_yaml_like_content.py	1	# ---	COMMENT
LOW	…uts/ipynb_to_percent/notebook_with_complex_metadata.py	1	# ---	COMMENT
LOW	…ks/outputs/ipynb_to_percent/text_outputs_and_images.py	1	# ---	COMMENT
LOW	…s/outputs/ipynb_to_percent/Line_breaks_in_LateX_305.py	1	# ---	COMMENT
LOW	…oks/outputs/ipynb_to_percent/nteract_with_parameter.py	1	# ---	COMMENT
LOW	…s/ipynb_to_percent/R notebook with invalid cell keys.R	1	# ---	COMMENT
LOW	…nb_to_percent/Notebook with metadata and long cells.py	1	# ---	COMMENT
LOW	…nb_to_percent/Notebook with metadata and long cells.py	21	#	COMMENT
LOW	…nb_to_percent/Notebook with metadata and long cells.py	41		COMMENT
LOW	…ebooks/outputs/ipynb_to_percent/xcpp_by_quantstack.cpp	1	// ---	COMMENT
LOW	…ebooks/outputs/ipynb_to_percent/xcpp_by_quantstack.cpp	21	// border: 1px solid grey;	COMMENT
LOW	…ebooks/outputs/ipynb_to_percent/xcpp_by_quantstack.cpp	201	// ... and also lambda, universal references, `decltype`, etc ...	COMMENT
LOW	…ebooks/outputs/ipynb_to_percent/xcpp_by_quantstack.cpp	361	//	COMMENT
LOW	…pynb_to_percent/raw_cell_with_non_dict_yaml_content.py	1	# ---	COMMENT
LOW	…books/outputs/ipynb_to_percent/sample_bash_notebook.sh	1	# ---	COMMENT
LOW	…ynb_to_percent/R notebook with invalid cell keys.low.r	1	# ---	COMMENT
145 more matches not shown…

Cross-File Repetition26 hits · 130 pts

Severity	File	Snippet	Context
HIGH	…ipt_vscode_folding_markers/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…s/outputs/ipynb_to_percent/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…ks/outputs/ipynb_to_script/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…/outputs/ipynb_to_hydrogen/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…ks/outputs/ipynb_to_marimo/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…ks/outputs/ipynb_to_sphinx/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…script_vim_folding_markers/Line_breaks_in_LateX_305.py	this cell uses the triple quote cell markers introduced at https://github.com/mwouts/jupytext/issues/305 $$ \begin{align	STRING
HIGH	…lding_markers/Notebook with metadata and long cells.py	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…nb_to_percent/Notebook with metadata and long cells.py	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…s/ipynb_to_md/Notebook with metadata and long cells.md	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…ynb_to_script/Notebook with metadata and long cells.py	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…b_to_hydrogen/Notebook with metadata and long cells.py	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…ipynb_to_myst/Notebook with metadata and long cells.md	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…lding_markers/Notebook with metadata and long cells.py	this is a code cell with metadata `{"tags":["parameters"], ".class":null}`	STRING
HIGH	…pynb_to_script_vscode_folding_markers/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…ta/notebooks/outputs/ipynb_to_percent/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…ata/notebooks/outputs/ipynb_to_pandoc/jupyter_again.md	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…ts/data/notebooks/outputs/ipynb_to_md/jupyter_again.md	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…ata/notebooks/outputs/ipynb_to_script/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…a/notebooks/outputs/ipynb_to_hydrogen/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…/data/notebooks/outputs/ipynb_to_myst/jupyter_again.md	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…ata/notebooks/outputs/ipynb_to_sphinx/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	…s/ipynb_to_script_vim_folding_markers/jupyter_again.py	title: "quick test" output: ioslides_presentation: widescreen: true smaller: true editor_options: chunk_output_type cons	STRING
HIGH	tests/functional/simple_notebooks/test_ipynb_to_rmd.py	test that writing the notebook with r, and read again, is the same as removing outputs	STRING
HIGH	tests/functional/simple_notebooks/test_ipynb_to_py.py	test that writing the notebook with r, and read again, is the same as removing outputs	STRING
HIGH	tests/functional/simple_notebooks/test_ipynb_to_R.py	test that writing the notebook with r, and read again, is the same as removing outputs	STRING

Cross-Language Confusion11 hits · 42 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/external/pre_commit/test_pre_commit_mode.py	127	assert "git reset test.py && git checkout -- test.py" in out.err	STRING
HIGH⚡	tests/external/pre_commit/test_pre_commit_mode.py	128	assert "git reset test.ipynb && git checkout -- test.ipynb" in out.err	STRING
HIGH	…lding_markers/Notebook with metadata and long cells.py	49	"""This is a code cell with metadata `{"tags":["parameters"], ".class":null}`"""	STRING
HIGH	…nb_to_percent/Notebook with metadata and long cells.py	49	"""This is a code cell with metadata `{"tags":["parameters"], ".class":null}`"""	STRING
HIGH	…ynb_to_script/Notebook with metadata and long cells.py	46	"""This is a code cell with metadata `{"tags":["parameters"], ".class":null}`"""	STRING
HIGH	…b_to_hydrogen/Notebook with metadata and long cells.py	49	"""This is a code cell with metadata `{"tags":["parameters"], ".class":null}`"""	STRING
HIGH	…lding_markers/Notebook with metadata and long cells.py	49	"""This is a code cell with metadata `{"tags":["parameters"], ".class":null}`"""	STRING
HIGH⚡	…sts/functional/simple_notebooks/test_read_simple_go.py	140	// !*rm -f go.work && go work init && go work use . ${HOME}/Projects/gopjrt	COMMENT
HIGH⚡	…sts/functional/simple_notebooks/test_read_simple_go.py	150	== """!*rm -f go.work && go work init && go work use . ${HOME}/Projects/gopjrt	STRING
HIGH	tests/functional/cli/test_cli.py	779	jupytext([tmp_ipynb, "--update-metadata", '{"jupytext":{"main_language":null}}'])	CODE
HIGH	tests/functional/cli/test_cli.py	401	jupytext(["--to", "py", tmp_ipynb, "--update-metadata", '{"jupytext":{"formats":null}}'])	STRING

Deep Nesting42 hits · 42 pts

Severity	File	Line	Context
LOW	tests/conftest.py	415	CODE
LOW	tests/external/docs/test_using_cli.py	17	CODE
LOW	tests/functional/config/test_config.py	103	CODE
LOW	src/jupytext/sync_contentsmanager.py	56	CODE
LOW	src/jupytext/sync_contentsmanager.py	703	CODE
LOW	src/jupytext/config.py	379	CODE
LOW	src/jupytext/combine.py	119	CODE
LOW	src/jupytext/cell_metadata.py	81	CODE
LOW	src/jupytext/cell_metadata.py	126	CODE
LOW	src/jupytext/cell_metadata.py	192	CODE
LOW	src/jupytext/cell_metadata.py	466	CODE
LOW	src/jupytext/cell_metadata.py	166	CODE
LOW	src/jupytext/header.py	59	CODE
LOW	src/jupytext/header.py	105	CODE
LOW	src/jupytext/header.py	148	CODE
LOW	src/jupytext/header.py	169	CODE
LOW	src/jupytext/header.py	310	CODE
LOW	src/jupytext/cell_reader.py	197	CODE
LOW	src/jupytext/cell_reader.py	270	CODE
LOW	src/jupytext/cell_reader.py	375	CODE
LOW	src/jupytext/cell_reader.py	499	CODE
LOW	src/jupytext/cell_reader.py	540	CODE
LOW	src/jupytext/cell_reader.py	613	CODE
LOW	src/jupytext/cell_reader.py	688	CODE
LOW	src/jupytext/cell_reader.py	863	CODE
LOW	src/jupytext/paired_paths.py	86	CODE
LOW	src/jupytext/quarto.py	76	CODE
LOW	src/jupytext/metadata_filter.py	84	CODE
LOW	src/jupytext/cli.py	344	CODE
LOW	src/jupytext/cli.py	513	CODE
LOW	src/jupytext/cli.py	1198	CODE
LOW	src/jupytext/cli.py	814	CODE
LOW	src/jupytext/formats.py	749	CODE
LOW	src/jupytext/myst.py	70	CODE
LOW	src/jupytext/myst.py	196	CODE
LOW	src/jupytext/myst.py	244	CODE
LOW	src/jupytext/myst.py	353	CODE
LOW	src/jupytext/languages.py	155	CODE
LOW	src/jupytext/languages.py	194	CODE
LOW	src/jupytext/compare.py	175	CODE
LOW	src/jupytext/async_contentsmanager.py	50	CODE
LOW	src/jupytext/async_contentsmanager.py	632	CODE

Self-Referential Comments7 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/integration/contents_manager/test_contentsmanager.py	1993	# Create a simple Python file without jupytext metadata	STRING
MEDIUM	tests/external/pre_commit/test_pre_commit_scripts.py	74	# Create a notebook that is not paired	COMMENT
MEDIUM	…functional/simple_notebooks/test_read_simple_python.py	153	# This file is non-pep8 as the function below has	COMMENT
MEDIUM	tests/functional/others/test_remove_encoding.py	10	# Create a contents manager	COMMENT
MEDIUM	tests/functional/cli/test_cli.py	1465	# Create a simple Python file without jupytext metadata	COMMENT
MEDIUM	src/jupytext/cli.py	868	# Create a temporary file in the same directory as path. Later on we will move	COMMENT
MEDIUM⚡	src/jupytext/compare.py	341	"""This function is used in the tests"""	STRING

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	website/src/content/docs/reference/faq.md	78	## I have modified a text file, but git reports no diff for the paired `.ipynb` file	COMMENT
HIGH	tests/data/notebooks/inputs/sphinx/plot_notebook.py	52	# In this example the next block of code produces some plotable data. Code is	COMMENT

Excessive Try-Catch Wrapping13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	jupyterlab/jupyterlab_jupytext/__init__.py	62	except Exception:	CODE
LOW	src/jupytext/sync_contentsmanager.py	197	except Exception as e:	CODE
LOW	src/jupytext/sync_contentsmanager.py	265	except Exception as err:	CODE
LOW	src/jupytext/sync_contentsmanager.py	454	except Exception as err:	CODE
LOW	src/jupytext/sync_contentsmanager.py	551	except Exception:	CODE
LOW	src/jupytext/sync_contentsmanager.py	569	except Exception as err:	CODE
LOW	src/jupytext/cli.py	504	except Exception as err:	CODE
LOW	src/jupytext/myst.py	236	except Exception as err:	CODE
LOW	src/jupytext/async_contentsmanager.py	173	except Exception as e:	CODE
LOW	src/jupytext/async_contentsmanager.py	235	except Exception as err:	CODE
LOW	src/jupytext/async_contentsmanager.py	400	except Exception as err:	CODE
LOW	src/jupytext/async_contentsmanager.py	488	except Exception:	CODE
LOW	src/jupytext/async_contentsmanager.py	504	except Exception as err:	CODE

Unused Imports10 hits · 10 pts

Severity	File	Line	Context
LOW	src/jupytext/sync_contentsmanager.py	754	CODE
LOW	src/jupytext/__init__.py	3	CODE
LOW	src/jupytext/__init__.py	3	CODE
LOW	src/jupytext/__init__.py	3	CODE
LOW	src/jupytext/__init__.py	4	CODE
LOW	src/jupytext/__init__.py	4	CODE
LOW	src/jupytext/__init__.py	4	CODE
LOW	src/jupytext/__init__.py	4	CODE
LOW	src/jupytext/__init__.py	6	CODE
LOW	src/jupytext/async_contentsmanager.py	675	CODE

Fake / Example Data6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	…l/simple_external_notebooks/test_read_simple_pandoc.py	13	markdown="""# Lorem ipsum	CODE
LOW⚡	…l/simple_external_notebooks/test_read_simple_pandoc.py	15	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc luctus	CODE
LOW⚡	…l/simple_external_notebooks/test_read_simple_pandoc.py	15	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc luctus	CODE
LOW	…l/simple_external_notebooks/test_read_simple_pandoc.py	38	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc luctus	CODE
LOW	…l/simple_external_notebooks/test_read_simple_pandoc.py	38	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc luctus	CODE
LOW	…nctional/simple_notebooks/test_read_simple_markdown.py	860	"author": "John Doe",	STRING

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	demo/vscode/notebook.py	23	# 💡 Tip: don't forget to hit "Save" before	COMMENT
LOW	demo/vscode/notebook.py	23	# 💡 Tip: don't forget to hit "Save" before	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/jupytext/config.py	242	# Check if one of the paired format matches the current path	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/jupytext/__init__.py	28	__all__ = [	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/jupytext/compare.py	175		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings