kedro-org/kedro

26.7

Adjusted Score

26.7

Raw Score

100%

Time Factor

2026-08-07

Last Push

10.9K

Stars

Python

Language

82.1K

Lines of Code

495

Files

1.7K

Pattern Hits

2026-08-09

Scan Date

0.17

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 83MEDIUM 98LOW 1500

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 1681 distinct pattern matches across 21 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 Identifiers1130 hits · 1133 pts

Severity	File	Line	Snippet	Context
LOW	tools/databricks_build.py	16	def _uninstall_existing_build() -> None:	CODE
LOW	tools/databricks_build.py	27	def _restart_cluster_if_running() -> None:	CODE
LOW	kedro_benchmarks/benchmark_ocl.py	92	def time_loading_parameters_runtime(self):	CODE
LOW	kedro_benchmarks/benchmark_validation.py	126	def _make_scoped_pipeline_dict(node_count: int, typed_params_per_node: int = 1):	CODE
LOW	kedro_benchmarks/benchmark_validation.py	186	def time_extract_types_from_pipelines(self, node_count, typed_params_per_node):	CODE
LOW	kedro_benchmarks/benchmark_validation.py	242	def time_context_params_uncached(self, node_count, typed_params_per_node):	CODE
LOW	kedro_benchmarks/benchmark_validation.py	247	def time_context_params_cached(self, node_count, typed_params_per_node):	CODE
LOW	kedro_benchmarks/benchmark_validation.py	279	def time_context_params_scoped_validation(self, node_count, typed_params_per_node):	CODE
LOW⚡	kedro_benchmarks/benchmark_session.py	30	def time_session_run_single_pipeline(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_session.py	37	def time_session_run_all_pipelines(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_session.py	44	def time_session_startup_only(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_session.py	51	def time_session_startup_and_context_load(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_service_session.py	30	def time_session_run_single_pipeline(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_service_session.py	35	def time_session_run_all_pipelines(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_service_session.py	40	def time_session_run_multiple_times(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_service_session.py	46	def time_session_startup_only(self):	CODE
LOW⚡	kedro_benchmarks/benchmark_service_session.py	51	def time_session_startup_and_context_load(self):	CODE
LOW	kedro_benchmarks/benchmark_runner.py	70	def create_compute_bound_node(inputs=None, outputs=None, name=None):	STRING
LOW	kedro_benchmarks/benchmark_runner.py	75	def create_compute_bound_pipeline():	STRING
LOW	kedro_benchmarks/benchmark_runner.py	147	def time_compute_bound_runner(self, runner):	CODE
LOW	kedro_benchmarks/_utils.py	145	def teardown_benchmark_project(original_cwd: Path, project_path: Path) -> None:	CODE
LOW	features/environment.py	126	def _install_project_requirements(context):	CODE
LOW	features/steps/cli_steps.py	172	def create_config_file_without_starter(context):	STRING
LOW	features/steps/cli_steps.py	193	def create_config_file_with_tools(context, tools):	STRING
LOW	features/steps/cli_steps.py	232	def install_project_package_via_pip(context):	CODE
LOW	features/steps/cli_steps.py	292	def create_project_with_starter(context, starter):	CODE
LOW	features/steps/cli_steps.py	317	def create_project_without_starter(context):	CODE
LOW	features/steps/cli_steps.py	500	def check_created_project_structure(context):	CODE
LOW	features/steps/cli_steps.py	512	def check_created_project_structure_from_tools(context, tools):	CODE
LOW	features/steps/cli_steps.py	624	def check_message_not_printed(context, msg):	CODE
LOW	features/steps/cli_steps.py	640	def check_error_message_printed(context, msg):	CODE
LOW	features/steps/cli_steps.py	656	def check_additional_cell_added(context):	CODE
LOW	features/steps/cli_steps.py	676	def check_jupyter_nb_proc_on_port(context: behave.runner.Context, port: int):	CODE
LOW	features/steps/cli_steps.py	692	def check_jupyter_lab_proc_on_port(context: behave.runner.Context, port: int):	CODE
LOW	features/steps/cli_steps.py	748	def pip_install_project_and_dev_dependencies(context):	CODE
LOW	features/steps/cli_steps.py	772	def step_break_pipeline_import(context, pipeline_name):	CODE
LOW	features/steps/cli_steps.py	800	def call_get_project_snapshot(context):	CODE
LOW	features/steps/cli_steps.py	821	def check_snapshot_parameters(context, names):	CODE
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	200	def remove_arrows_in_examples(lines):	CODE
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	205	def autodoc_process_docstring(app, what, name, obj, options, lines):	CODE
LOW⚡	tests/test_utils.py	25	def test_string_input_returns_close_matches(self):	CODE
LOW⚡	tests/test_utils.py	31	def test_list_input_returns_list(self):	CODE
LOW⚡	tests/test_utils.py	38	def test_list_input_deduplicates_shared_matches(self):	CODE
LOW⚡	tests/test_utils.py	44	def test_list_input_accepts_one_shot_iterator_targets(self):	CODE
LOW	tests/test_utils.py	57	def test_load_obj_default_path(self):	CODE
LOW	tests/test_utils.py	61	def test_load_obj_invalid_module(self):	CODE
LOW⚡	tests/test_utils.py	138	def test_function_emits_warning():	CODE
LOW⚡	tests/test_utils.py	147	def test_function_has_marker_and_wrapped():	CODE
LOW⚡	tests/test_utils.py	153	def test_class_emits_warning_on_instantiation():	CODE
LOW⚡	tests/test_utils.py	162	def test_class_has_marker_and_wrapped_init():	CODE
LOW	tests/test_utils.py	175	def test_class_unwrap_recovers_original_init():	CODE
LOW	tests/test_utils.py	189	def test_experimental_non_callable_passthrough():	CODE
LOW	tests/test_utils.py	201	def test_experimental_injects_docstring_function():	CODE
LOW	tests/test_utils.py	212	def test_experimental_injects_docstring_class():	CODE
LOW	tests/test_utils.py	223	def test_experimental_docstring_not_duplicated():	CODE
LOW	tests/test_utils.py	233	def test_experimental_warning_and_docstring_together():	CODE
LOW	tests/test_utils.py	244	def test_experimental_function_warns_once():	CODE
LOW	tests/test_utils.py	258	def test_experimental_class_warns_once():	CODE
LOW	tests/test_utils.py	319	def test_is_unsafe_version_rejects(version):	CODE
LOW	tests/test_utils.py	333	def test_is_unsafe_version_allows(version):	CODE
1070 more matches not shown…

Docstring Block Structure49 hits · 245 pts

Severity	File	Line	Snippet	Context
HIGH	features/steps/util.py	45	Run specified function until it returns expected result until timeout. Args: func: Specified function.	STRING
HIGH	docs/deploy/supported-platforms/dask.md	209	Run only the missing outputs from the ``Pipeline`` using the datasets provided by ``catalog``, and save results	STRING
HIGH	docs/tutorials/test_a_project.md	27	Splits data into features and targets training and test sets. Args: data: Data containing features	STRING
HIGH	docs/tutorials/add_another_pipeline.md	41	Splits data into features and targets training and test sets. Args: data: Data containing features	STRING
HIGH	kedro/utils.py	89	Extract an object from a given path. Args: obj_path: Path to an object to be extracted, including the objec	STRING
HIGH	kedro/pipeline/pipeline.py	144	Initialise ``Pipeline`` with a list of ``Node`` instances. Args: nodes: The iterable of nodes the `	STRING
HIGH	kedro/pipeline/pipeline.py	631	Create a new ``Pipeline`` which will contain only the specified nodes by name. Args: *node_	STRING
HIGH	kedro/pipeline/pipeline.py	670	Creates a new ``Pipeline`` containing only nodes with the specified namespaces. Args: node_	STRING
HIGH	kedro/pipeline/pipeline.py	770	Create a new ``Pipeline`` object with the nodes which depend directly on the provided inputs. If provide	STRING
HIGH	kedro/pipeline/pipeline.py	796	Create a new ``Pipeline`` object with the nodes which depend directly or transitively on the provided inputs.	STRING
HIGH	kedro/pipeline/pipeline.py	836	Create a new ``Pipeline`` object with the nodes which are directly required to produce the provided outputs.	STRING
HIGH	kedro/pipeline/pipeline.py	861	Create a new ``Pipeline`` object with the nodes which are directly or transitively required to produce the provi	STRING
HIGH	kedro/pipeline/pipeline.py	900	Create a new ``Pipeline`` object with the nodes which depend directly or transitively on the provided nodes.	STRING
HIGH	kedro/pipeline/pipeline.py	921	Create a new ``Pipeline`` object with the nodes required directly or transitively by the provided nodes.	STRING
HIGH	kedro/pipeline/pipeline.py	968	Creates a new ``Pipeline`` object with the nodes that meet all of the specified filtering conditions. T	STRING
HIGH	kedro/pipeline/pipeline.py	1228	Create a ``Pipeline`` from a collection of nodes and/or ``Pipeline``\s. Args: nodes: The nodes the ``Pipeli	STRING
HIGH	kedro/pipeline/pipeline.py	1290	Take a name or a collection of dataset names and turn it into a mapping from the old dataset names to the provided o	STRING
HIGH	kedro/pipeline/pipeline.py	1331	Take a parameter or a collection of parameter names and turn it into a mapping from existing parameter names to new	STRING
HIGH	kedro/pipeline/node.py	420	Execute the preview function if available and validate its return type. Returns: A preview payload	STRING
HIGH	kedro/pipeline/node.py	504	Run this node using the provided inputs and return its results in a dictionary. Args: input	STRING
HIGH	kedro/framework/startup.py	44	Read project metadata from `<project_root>/pyproject.toml` config file, under the `[tool.kedro]` section. Args:	STRING
HIGH	kedro/framework/context/context.py	63	Turn all relative paths inside ``conf_dictionary`` into absolute paths by appending them to ``project_path`` and con	STRING
HIGH	kedro/framework/cli/starters.py	694	Obtains configuration for a new kedro project non-interactively from a file. Validates that: 1. All keys specifi	STRING
HIGH	kedro/framework/cli/utils.py	357	Load package entry point commands. Args: name: The key value specified in ENTRY_POINT_GROUPS. Raises:	STRING
HIGH	kedro/framework/cli/utils.py	379	Find the run command to be executed. This is either the default run command defined in the Kedro framework or a r	STRING
HIGH	kedro/framework/cli/jupyter.py	107	Creates an IPython kernel for the kedro project. If one with the same kernel_name exists already it will be replaced	STRING
HIGH	kedro/framework/project/__init__.py	305	Resolve and validate that a class referenced in logging configuration is a legitimate logging class (i.e. a subc	STRING
HIGH	kedro/framework/project/__init__.py	567	Automatically find modular pipelines having a ``create_pipeline`` function. By default, projects created using Kedro	STRING
HIGH	kedro/framework/session/session.py	291	Runs the pipeline with a specified runner. Args: pipeline_name: Name of the pipeline that is being	STRING
HIGH	kedro/config/omegaconf_config.py	181	Get configuration files by key, load and merge them, and return them in the form of a config dictionary.	STRING
HIGH	kedro/config/omegaconf_config.py	300	Recursively load and merge all configuration files in a directory using OmegaConf, which satisfy a given list of	STRING
HIGH	kedro/runner/runner.py	68	Run the ``Pipeline`` using the datasets provided by ``catalog`` and save results back to the same objects.	STRING
HIGH	kedro/runner/runner.py	383	Validates and returns the number of workers. Sets to os.cpu_count() or 1 if max_workers is None, and li	STRING
HIGH	kedro/io/data_catalog.py	459	Get a dataset by name from the catalog. If a dataset is not materialized but matches dataset_pattern o	STRING
HIGH	kedro/io/data_catalog.py	622	Create a ``DataCatalog`` instance from configuration. This is a factory method used to provide developers with a	STRING
HIGH	kedro/io/data_catalog.py	1019	Loads a registered dataset. Args: ds_name: The name of the dataset to be loaded. versio	STRING
HIGH	kedro/io/data_catalog.py	1125	Validates and synchronises dataset versions for loading and saving. Ensures consistency of dataset versions acr	STRING
HIGH	kedro/io/memory_dataset.py	117	Returns the copied data using the copy mode specified. If no copy mode is provided, then it is inferred based on the	STRING
HIGH	kedro/io/catalog_config_resolver.py	26	Fetch the specified credentials from the provided credentials dictionary. Args: credentials_name: Credentia	STRING
HIGH	kedro/io/catalog_config_resolver.py	227	Sort a dictionary of dataset patterns according to parsing rules. Patterns are sorted in the following order:	STRING
HIGH	kedro/io/catalog_config_resolver.py	602	Resolve credentials for datasets in the catalog configuration. This method replaces credential referen	STRING
HIGH	kedro/io/core.py	164	Create a dataset instance using the configuration provided. Args: name: Data set name.	STRING
HIGH	kedro/io/core.py	523	Parse and instantiate a dataset class using the configuration provided. Args: config: Data set config dicti	STRING
HIGH	kedro/io/core.py	855	List all available versions of this dataset. This method allows you to retrieve all existing versions of a vers	STRING
HIGH	kedro/io/core.py	963	Parses filepath on protocol and path. .. warning:: Versioning is not supported for HTTP protocols. Arg	STRING
HIGH	kedro/server/utils.py	23	Resolve the Kedro project path from environment variable or function argument. The project path is expected to be s	STRING
HIGH	kedro/validation/parameter_validator.py	38	Apply validation to parameters and return transformed dictionary. Args: raw_params: Original parame	STRING
HIGH	kedro/validation/parameter_validator.py	110	Validate raw parameters and return transformed dictionary. Args: raw_params: Parameters from config	STRING
HIGH	kedro/validation/model_factory.py	16	Instantiate a typed model from a raw value. Supports Pydantic models and dataclasses. Returns the raw value unc	STRING

Unused Imports152 hits · 148 pts

Severity	File	Line	Context
LOW	features/environment.py	3	CODE
LOW	features/steps/util.py	3	CODE
LOW	features/steps/sh_run.py	1	CODE
LOW	…{{ cookiecutter.python_package }}/pipeline_registry.py	2	CODE
LOW	…r.python_package }}/pipelines/data_science/__init__.py	7	CODE
LOW	…tter.python_package }}/pipelines/data_science/nodes.py	7	CODE
LOW	…thon_package }}/pipelines/data_engineering/__init__.py	7	CODE
LOW	….python_package }}/pipelines/data_engineering/nodes.py	6	CODE
LOW	tests/framework/context/test_context.py	1	CODE
LOW	tests/framework/cli/test_cli_hooks.py	1	CODE
LOW	tests/framework/cli/starters/test_new_from_cli_flags.py	3	CODE
LOW	tests/framework/cli/starters/test_starters_flow.py	3	CODE
LOW	tests/framework/cli/starters/test_new_from_prompts.py	3	CODE
LOW	…ts/framework/cli/starters/test_new_from_config_file.py	3	CODE
LOW	tests/framework/cli/starters/test_tools_parsing.py	3	CODE
LOW	tests/framework/session/conftest.py	1	CODE
LOW	tests/config/test_omegaconf_config.py	1	CODE
LOW	tests/ipython/conftest.py	13	CODE
LOW	tests/ipython/conftest.py	21	CODE
LOW	tests/ipython/dummy_multiline_fixtures.py	3	CODE
LOW	tests/ipython/dummy_multiline_fixtures.py	3	CODE
LOW	tests/ipython/dummy_multiline_fixtures.py	3	CODE
LOW	tests/ipython/dummy_multiline_fixtures.py	3	CODE
LOW	tests/ipython/dummy_function_fixtures.py	8	CODE
LOW	tests/ipython/dummy_function_fixtures.py	9	CODE
LOW	tests/ipython/dummy_function_fixtures.py	12	CODE
LOW	tests/ipython/dummy_function_fixtures.py	26	CODE
LOW	tests/runner/test_parallel_runner.py	1	CODE
LOW	tests/runner/test_thread_runner.py	1	CODE
LOW	tests/runner/test_sequential_runner.py	1	CODE
LOW	tests/runner/test_only_missing_outputs.py	1	CODE
LOW	tests/io/test_core.py	1	CODE
LOW	tests/io/test_core.py	356	CODE
LOW	tests/inspection/test_project_snapshot.py	3	CODE
LOW	tests/inspection/test_helper.py	3	CODE
LOW	tests/inspection/test_metadata_snapshot.py	3	CODE
LOW	tests/inspection/test_dataset_snapshot.py	3	CODE
LOW	tests/inspection/test_node_pipeline_snapshot.py	3	CODE
LOW	tests/inspection/test_public_api.py	3	CODE
LOW	tests/validation/test_utils.py	3	CODE
LOW	tests/validation/conftest.py	3	CODE
LOW	tests/validation/test_exceptions.py	3	CODE
LOW	tests/validation/test_type_extractor.py	3	CODE
LOW	tests/validation/test_parameter_validator.py	3	CODE
LOW	tests/validation/test_model_factory.py	3	CODE
LOW	kedro/__init__.py	6	CODE
LOW	kedro/pipeline/preview_contract.py	1	CODE
LOW	kedro/pipeline/__init__.py	5	CODE
LOW	kedro/pipeline/__init__.py	5	CODE
LOW	kedro/pipeline/__init__.py	5	CODE
LOW	kedro/pipeline/__init__.py	5	CODE
LOW	kedro/pipeline/__init__.py	6	CODE
LOW	kedro/pipeline/__init__.py	6	CODE
LOW	kedro/pipeline/__init__.py	6	CODE
LOW	kedro/pipeline/__init__.py	7	CODE
LOW	kedro/pipeline/__init__.py	7	CODE
LOW	kedro/pipeline/pipeline.py	7	CODE
LOW	kedro/pipeline/node.py	5	CODE
LOW	kedro/framework/startup.py	3	CODE
LOW	kedro/framework/context/__init__.py	5	CODE
92 more matches not shown…

Decorative Section Separators45 hits · 135 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	30	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	32	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	88	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	90	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	182	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	184	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	199	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	201	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	232	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	234	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	350	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	352	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	366	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	368	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	28	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	30	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	50	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	52	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	63	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	65	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	88	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	90	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	117	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	119	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	169	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.agents/skills/kedro-babysit/scripts/watch_ci.sh	171	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	35	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	37	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	60	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	62	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	77	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	79	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	109	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	120	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	162	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	164	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	193	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	195	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	236	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	239	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	275	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	277	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	312	# --------------------------------------------------------------------------	COMMENT
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	314	# --------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/check-release.yml	67	# ──────────────────────────────────────────────────────────────────────	COMMENT

Self-Referential Comments49 hits · 121 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/github_actions/merge.sh	63	# Create a new branch from which to raise a PR, as ${SOURCE_BRANCH} might be push-protected	COMMENT
MEDIUM	kedro_benchmarks/benchmark_runner.py	112	# Create a dummy csv	COMMENT
MEDIUM	kedro_benchmarks/benchmark_runner.py	143	# Create a dummy csv	COMMENT
MEDIUM	features/environment.py	70	# Create an empty pip.conf file and point pip to it	COMMENT
MEDIUM	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	6	# This file is execfile()d with the current directory set to its	COMMENT
MEDIUM	tests/pipeline/test_pipeline_namespaces.py	35	# Create a pipeline with an interrupted namespace	COMMENT
MEDIUM	tests/pipeline/test_pipeline_namespaces.py	57	# Create a pipeline with continuous namespace	COMMENT
MEDIUM⚡	tests/pipeline/test_pipeline_namespaces.py	71	# Create a big pipeline with many layers of parallel paths	COMMENT
MEDIUM⚡	tests/pipeline/test_pipeline_namespaces.py	80	# Create a pipeline with child namespaces	COMMENT
MEDIUM	tests/pipeline/test_pipeline_namespaces.py	94	# Create a pipeline with parallel branches having different namespaces	COMMENT
MEDIUM	tests/pipeline/test_pipeline_namespaces.py	108	# Create a more complex pipeline with namespace interruption	COMMENT
MEDIUM⚡	tests/pipeline/test_preview_contract.py	218	# Create a mock non-dataclass object that has to_dict method	COMMENT
MEDIUM⚡	tests/pipeline/test_pipeline.py	1028	# Create a pipeline from the input nodes.	COMMENT
MEDIUM	tests/pipeline/test_pipeline.py	988	# Create a pipeline from nodes with tags.	COMMENT
MEDIUM	tests/framework/context/test_context.py	134	# Create the necessary files in src/	COMMENT
MEDIUM	tests/framework/cli/pipeline/conftest.py	90	# Create the absolute bare minimum files	COMMENT
MEDIUM	tests/framework/cli/pipeline/test_pipeline.py	335	# Create a pipeline	COMMENT
MEDIUM	tests/framework/project/test_pipeline_discovery.py	78	# Create a module without `create_pipelines` in the `pipelines` dir.	STRING
MEDIUM	tests/framework/project/test_pipeline_discovery.py	174	# Create a regular file (not a subdirectory) in the `pipelines` dir.	STRING
MEDIUM	tests/framework/project/test_pipeline_discovery.py	198	# Create a module that will result in errors when we try to load it.	STRING
MEDIUM	tests/framework/project/test_pipeline_discovery.py	413	# Create a module without `create_pipeline` in the `pipelines` dir.	STRING
MEDIUM⚡	tests/framework/session/test_session.py	273	# Create a catalog.yml with a MemoryDataset	COMMENT
MEDIUM⚡	tests/framework/session/test_session.py	674	# Create a temporary directory outside of the project	COMMENT
MEDIUM⚡	tests/framework/session/test_session.py	684	# Create a session and set run called to True - no need to run a full session, we can verify the logging message	COMMENT
MEDIUM	tests/framework/session/test_session.py	300	# Create a minimal catalog.yml to allow catalog loading	COMMENT
MEDIUM	tests/framework/session/test_service_session.py	332	# Create a temporary directory outside of the project	COMMENT
MEDIUM	tests/runner/test_sequential_runner.py	352	# Create a catalog with MemoryDataset entries and inputs for the pipeline	COMMENT
MEDIUM⚡	tests/runner/test_only_missing_outputs.py	491	# Create a pipeline where output is not defined (will become MemoryDataset)	COMMENT
MEDIUM	tests/runner/test_only_missing_outputs.py	114	# Create a simple test pipeline with a PERSISTENT output	COMMENT
MEDIUM	tests/runner/test_only_missing_outputs.py	363	# Create a pipeline with dataset factory pattern	COMMENT
MEDIUM	tests/runner/test_only_missing_outputs.py	398	# Create a simple pipeline	COMMENT
MEDIUM	tests/runner/test_only_missing_outputs.py	548	# Create a pipeline with a node that has no outputs (e.g., a logging node)	COMMENT
MEDIUM	tests/runner/test_only_missing_outputs.py	579	# Create a pipeline where 'ephemeral_data' is not defined in catalog	COMMENT
MEDIUM	kedro/utils.py	1	"""This module provides a set of helper functions being used across different components	STRING
MEDIUM	kedro/pipeline/node.py	1	"""This module provides user-friendly functions for creating nodes as parts	STRING
MEDIUM	kedro/framework/startup.py	1	"""This module provides metadata for a Kedro project."""	STRING
MEDIUM	kedro/framework/context/catalog_mixins.py	39	# Create a catalog instance from configuration	STRING
MEDIUM	kedro/framework/context/context.py	1	"""This module provides context for Kedro project."""	STRING
MEDIUM	kedro/framework/cli/hooks/markers.py	1	"""This module provides markers to declare Kedro CLI's hook specs and implementations.	STRING
MEDIUM	kedro/framework/hooks/markers.py	1	"""This module provides markers to declare Kedro's hook specs and implementations.	STRING
MEDIUM	kedro/framework/hooks/manager.py	1	"""This module provides an utility function to retrieve the global hook_manager singleton	STRING
MEDIUM	kedro/framework/session/abstract_session.py	1	"""This module implements the abstract session class."""	STRING
MEDIUM	kedro/framework/session/store.py	1	"""This module implements a dict-like store object used to persist Kedro sessions."""	STRING
MEDIUM	kedro/framework/session/session.py	1	"""This module implements Kedro session responsible for project lifecycle."""	STRING
MEDIUM	kedro/config/abstract_config.py	1	"""This module provides ``kedro.abstract_config`` with the baseline	STRING
MEDIUM	kedro/config/omegaconf_config.py	1	"""This module provides ``kedro.config`` with the functionality to load one	STRING
MEDIUM	kedro/io/data_catalog.py	1191	# Create a shared memory catalog	STRING
MEDIUM	kedro/io/core.py	1	"""This module provides a set of classes which underpin the data loading and	STRING
MEDIUM	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	7	# This file is execfile()d with the current directory set to its	COMMENT

Cross-File Repetition24 hits · 120 pts

Severity	File	Snippet	Context
HIGH	RELEASE.md	register the project's pipelines. returns: a mapping from pipeline names to ``pipeline`` objects.	STRING
HIGH	…{{ cookiecutter.python_package }}/pipeline_registry.py	register the project's pipelines. returns: a mapping from pipeline names to ``pipeline`` objects.	STRING
HIGH	…{{ cookiecutter.python_package }}/pipeline_registry.py	register the project's pipelines. returns: a mapping from pipeline names to ``pipeline`` objects.	STRING
HIGH	…st_starter/{{ cookiecutter.repo_name }}/pyproject.toml	--cov-report term-missing \ --cov src/{{ cookiecutter.python_package }} -ra	STRING
HIGH	docs/create/new_project_tools.md	--cov-report term-missing \ --cov src/{{ cookiecutter.python_package }} -ra	STRING
HIGH	…es/project/{{ cookiecutter.repo_name }}/pyproject.toml	--cov-report term-missing \ --cov src/{{ cookiecutter.python_package }} -ra	STRING
HIGH	…r.python_package }}/pipelines/data_science/__init__.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. pleas	STRING
HIGH	…thon_package }}/pipelines/data_engineering/__init__.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. pleas	STRING
HIGH	….python_package }}/pipelines/data_engineering/nodes.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. pleas	STRING
HIGH	…r.python_package }}/pipelines/data_science/pipeline.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. delet	STRING
HIGH	…tter.python_package }}/pipelines/data_science/nodes.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. delet	STRING
HIGH	…thon_package }}/pipelines/data_engineering/pipeline.py	example code for the nodes in the example pipeline. this code is meant just for illustrating basic kedro features. delet	STRING
HIGH	tests/conftest.py	this file contains the fixtures that are reusable by any tests within this directory. you don't need to import the fixtu	STRING
HIGH	tests/framework/cli/conftest.py	this file contains the fixtures that are reusable by any tests within this directory. you don't need to import the fixtu	STRING
HIGH	tests/framework/cli/starters/conftest.py	this file contains the fixtures that are reusable by any tests within this directory. you don't need to import the fixtu	STRING
HIGH	tests/runner/test_parallel_runner.py	stricter version of previous test. covers pipelines where inputs are shared across nodes.	STRING
HIGH	tests/runner/test_thread_runner.py	stricter version of previous test. covers pipelines where inputs are shared across nodes.	STRING
HIGH	tests/runner/test_sequential_runner.py	stricter version of previous test. covers pipelines where inputs are shared across nodes.	STRING
HIGH	tests/io/test_shared_memory_dataset.py	check the error when attempting to save the dataset without providing the data	STRING
HIGH	tests/io/test_core.py	check the error when attempting to save the dataset without providing the data	STRING
HIGH	tests/io/test_memory_dataset.py	check the error when attempting to save the dataset without providing the data	STRING
HIGH	…/pipeline/{{ cookiecutter.pipeline_name }}/__init__.py	this is a boilerplate pipeline '{{ cookiecutter.pipeline_name }}' generated using kedro {{ cookiecutter.kedro_version }}	STRING
HIGH	…/pipeline/{{ cookiecutter.pipeline_name }}/pipeline.py	this is a boilerplate pipeline '{{ cookiecutter.pipeline_name }}' generated using kedro {{ cookiecutter.kedro_version }}	STRING
HIGH	…tes/pipeline/{{ cookiecutter.pipeline_name }}/nodes.py	this is a boilerplate pipeline '{{ cookiecutter.pipeline_name }}' generated using kedro {{ cookiecutter.kedro_version }}	STRING

Structural Annotation Overuse33 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	docs/deploy/supported-platforms/aws_batch.md	139	## Step 1: Prepare your Kedro project	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	192	## Step 2: Set up AWS	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	248	## Step 3: Configure Kedro for AWS Batch	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	373	## Step 4: Create the custom AWS Batch runner	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	558	## Step 5: Customise the project CLI	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	594	## Step 6: Package, build, and push the container image	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	658	## Step 7: Submit the pipeline from your machine	COMMENT
LOW	docs/deploy/supported-platforms/aws_batch.md	682	## Step 8: Verify the jobs succeeded	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	141	## Step 1: Prepare your Kedro project	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	194	## Step 2: Set up AWS	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	234	## Step 3: Configure Kedro for AWS	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	349	## Step 4: Create the Lambda handler	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	386	## Step 5: Write the CDK deployment script	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	595	## Step 6: Package, build, and push the container image	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	658	## Step 7: Deploy with CDK	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	681	## Step 8: Run the state machine	COMMENT
LOW	docs/deploy/supported-platforms/aws_step_functions.md	699	## Step 9: Verify outputs on S3	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	169	## Step 1: Prepare your Kedro project	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	188	## Step 2: Set up AWS	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	222	## Step 3: Configure Kedro for EMR	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	279	## Step 4: Package the Kedro project	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	291	## Step 5: Build the custom Docker image	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	346	## Step 6: Validate and push the image to ECR	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	386	## Step 7: Create the EMR Serverless application	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	453	## Step 8: Create and upload the entrypoint script	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	512	## Step 9: Submit your first job	COMMENT
LOW	…cs/deploy/supported-platforms/amazon_emr_serverless.md	546	## Step 10: Verify the job succeeded	COMMENT
LOW	docs/create/minimal_kedro_project.md	65	### Step 1: create a new Kedro project	COMMENT
LOW	docs/create/minimal_kedro_project.md	77	### Step 2: initialise `pyproject.toml`	COMMENT
LOW	docs/create/minimal_kedro_project.md	106	### Step 3: install Kedro	COMMENT
LOW	docs/create/minimal_kedro_project.md	114	### Step 4: create `settings.py` and `pipeline_registry.py`	COMMENT
LOW	docs/create/minimal_kedro_project.md	145	### Step 5: create a basic pipeline	COMMENT
LOW	docs/create/minimal_kedro_project.md	163	### Step 6: define the project settings	COMMENT

Fake / Example Data42 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/io/test_core.py	529	def test_save_and_load(self, my_versioned_dataset, dummy_data):	CODE
LOW⚡	tests/io/test_core.py	532	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	534	assert dummy_data == reloaded	CODE
LOW⚡	tests/io/test_core.py	536	def test_resolve_save_version(self, dummy_data):	CODE
LOW⚡	tests/io/test_core.py	538	ds.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	552	def test_local_exists(self, dummy_data):	CODE
LOW⚡	tests/io/test_core.py	557	my_versioned_dataset.save(dummy_data) # _local_exists is used by save	CODE
LOW⚡	tests/io/test_core.py	571	def test_exists(self, my_versioned_dataset, dummy_data):	CODE
LOW⚡	tests/io/test_core.py	574	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	578	def test_prevent_overwrite(self, my_versioned_dataset, dummy_data):	CODE
LOW⚡	tests/io/test_core.py	581	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	587	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	596	self, my_versioned_dataset, load_version, save_version, dummy_data	CODE
LOW⚡	tests/io/test_core.py	606	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	609	self, my_dataset, my_versioned_dataset, dummy_data	CODE
LOW⚡	tests/io/test_core.py	613	my_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	621	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	625	my_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	894	self, my_legacy_versioned_dataset, load_version, save_version, dummy_data	CODE
LOW⚡	tests/io/test_core.py	904	my_legacy_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	907	self, my_legacy_dataset, my_legacy_versioned_dataset, dummy_data	CODE
LOW⚡	tests/io/test_core.py	911	my_legacy_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	919	my_legacy_versioned_dataset.save(dummy_data)	CODE
LOW⚡	tests/io/test_core.py	923	my_legacy_versioned_dataset.save(dummy_data)	CODE
LOW	tests/io/test_core.py	211	def dummy_data():	CODE
LOW	tests/io/test_core.py	882	def test_saving_invalid_data(self, my_legacy_dataset, dummy_data):	CODE
LOW⚡	docs/tutorials/test_a_project.md	347	def test_split_data(dummy_data, dummy_parameters):	CODE
LOW⚡	docs/tutorials/test_a_project.md	349	dummy_data, dummy_parameters["model_options"]	CODE
LOW⚡	docs/tutorials/test_a_project.md	356	def test_split_data_missing_price(dummy_data, dummy_parameters):	CODE
LOW⚡	docs/tutorials/test_a_project.md	357	dummy_data_missing_price = dummy_data.drop(columns="price")	CODE
LOW⚡	docs/tutorials/test_a_project.md	363	def test_data_science_pipeline(caplog, dummy_data, dummy_parameters):	CODE
LOW⚡	docs/tutorials/test_a_project.md	371	catalog["model_input_table"] = dummy_data	CODE
LOW	docs/tutorials/test_a_project.md	65	dummy_data = pd.DataFrame(	CODE
LOW	docs/tutorials/test_a_project.md	83	X_train, X_test, y_train, y_test = split_data(dummy_data, dummy_parameters["model_options"])	CODE
LOW	docs/tutorials/test_a_project.md	107	dummy_data = pd.DataFrame(	CODE
LOW	docs/tutorials/test_a_project.md	126	X_train, X_test, y_train, y_test = split_data(dummy_data, dummy_parameters["model_options"])	CODE
LOW	docs/tutorials/test_a_project.md	201	dummy_data = pd.DataFrame(	CODE
LOW	docs/tutorials/test_a_project.md	218	catalog["model_input_table"] = dummy_data	CODE
LOW	docs/tutorials/test_a_project.md	259	In our tests, we can see that `dummy_data` and `dummy_parameters` have been defined three times with almost the same val	CODE
LOW	docs/tutorials/test_a_project.md	266	def dummy_data():	CODE
LOW	docs/tutorials/test_a_project.md	291	def test_split_data(dummy_data, dummy_parameters):	CODE
LOW	docs/tutorials/test_a_project.md	325	def dummy_data():	CODE

Excessive Try-Catch Wrapping44 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/github_actions/github_actions_release.py	42	print("Error: GITHUB_ENV environment variable is not set.")	CODE
LOW	kedro_benchmarks/_utils.py	99	except Exception as e:	CODE
LOW	features/steps/util.py	69	except Exception as err:	CODE
LOW	tests/framework/cli/starters/utils.py	63	except Exception:	CODE
LOW	docs/deploy/supported-platforms/aws_batch.md	469	except Exception:	CODE
LOW	kedro/utils.py	136	except Exception:	CODE
LOW	kedro/pipeline/node.py	555	except Exception as exc:	CODE
LOW	kedro/pipeline/node.py	692	except Exception as exc:	CODE
LOW	kedro/framework/cli/starters.py	518	except Exception as exc:	CODE
LOW	kedro/framework/cli/starters.py	721	except Exception as exc:	CODE
LOW	kedro/framework/cli/starters.py	997	except Exception as exc:	CODE
LOW	kedro/framework/cli/cli.py	216	except Exception:	CODE
LOW	kedro/framework/cli/utils.py	128	except Exception as exc:	CODE
LOW	kedro/framework/cli/utils.py	346	except Exception as exc:	CODE
LOW	kedro/framework/cli/pipeline.py	246	except Exception as exc:	CODE
LOW	kedro/framework/cli/pipeline.py	306	except Exception:	CODE
LOW	kedro/framework/cli/pipeline.py	371	except Exception as exc:	CODE
LOW	kedro/framework/cli/jupyter.py	172	except Exception as exc:	CODE
LOW	kedro/framework/project/__init__.py	623	except Exception as exc:	CODE
LOW	kedro/framework/project/__init__.py	674	except Exception as exc:	CODE
LOW	kedro/framework/session/session.py	61	except Exception:	CODE
LOW	kedro/framework/session/session.py	182	except Exception as exc:	CODE
LOW	kedro/framework/session/session.py	208	except Exception as err:	CODE
LOW	kedro/framework/session/session.py	441	except Exception as error:	CODE
LOW	kedro/framework/session/service_session.py	254	except Exception as error:	CODE
LOW	kedro/config/omegaconf_config.py	324	except Exception as exc:	CODE
LOW	kedro/runner/task.py	306	except Exception as exc:	CODE
LOW	kedro/runner/runner.py	242	except Exception:	CODE
LOW	kedro/runner/runner.py	276	except Exception:	CODE
LOW	kedro/io/core.py	188	except Exception as exc:	CODE
LOW	kedro/io/core.py	207	except Exception as err:	CODE
LOW	kedro/io/core.py	284	except Exception as exc:	CODE
LOW	kedro/io/core.py	310	except Exception as exc:	CODE
LOW	kedro/io/core.py	452	except Exception as exc:	CODE
LOW	kedro/io/core.py	473	except Exception as exc:	CODE
LOW	kedro/io/core.py	754	except Exception as exc:	CODE
LOW	kedro/io/core.py	951	except Exception as exc: # SKIP_IF_NO_SPARK	CODE
LOW	kedro/io/shared_memory_dataset.py	46	except Exception as exc:	CODE
LOW	kedro/io/shared_memory_dataset.py	50	except Exception as serialisation_exc: # SKIP_IF_NO_SPARK	CODE
LOW	kedro/server/http_server.py	142	except Exception as exc:	CODE
LOW	kedro/server/http_server.py	266	except Exception as exc:	CODE
LOW	kedro/validation/parameter_validator.py	91	except Exception as exc:	CODE
LOW	kedro/validation/type_extractor.py	106	except Exception as exc:	CODE
LOW	kedro/validation/model_factory.py	48	except Exception as exc:	CODE

Cross-Language Confusion8 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	features/steps/cli_steps.py	35	"execution_count": null,	CODE
HIGH	features/steps/cli_steps.py	94	"execution_count": null,	CODE
HIGH	tests/config/test_omegaconf_config.py	970	"null": "${globals: x.NOT_EXIST, null}",	CODE
HIGH	tests/config/test_omegaconf_config.py	1278	"null": "${runtime_params: x.NOT_EXIST, null}",	CODE
HIGH	tests/config/test_omegaconf_config.py	1543	"null": "${globals: x.NOT_EXIST, null}",	CODE
HIGH	tests/io/test_memory_dataset.py	29	return data1.equals(data2)	CODE
HIGH	kedro/io/memory_dataset.py	27	assert loaded_data.equals(data)	STRING
HIGH	kedro/io/memory_dataset.py	32	assert reloaded_data.equals(new_data)	STRING

Modern Structural Boilerplate32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	kedro_benchmarks/_utils.py	18	logger = logging.getLogger(__name__)	CODE
LOW	features/test_plugin/plugin.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tests/framework/cli/test_cli_hooks.py	16	logger = logging.getLogger(__name__)	CODE
LOW	tests/framework/session/conftest.py	35	logger = logging.getLogger(__name__)	CODE
LOW	kedro/pipeline/__init__.py	9	__all__ = [	CODE
LOW	kedro/framework/context/__init__.py	12	__all__ = [	CODE
LOW	kedro/framework/cli/__init__.py	10	__all__ = ["main", "command_with_verbosity", "load_entry_points"]	CODE
LOW	kedro/framework/cli/utils.py	46	logger = logging.getLogger(__name__)	CODE
LOW	kedro/framework/cli/utils.py	203	def _update_verbose_flag(ctx: click.Context, param: Any, value: bool) -> None:	CODE
LOW	kedro/framework/cli/hooks/__init__.py	6	__all__ = ["CLIHooksManager", "cli_hook_impl", "get_cli_hook_manager"]	CODE
LOW	kedro/framework/cli/hooks/manager.py	10	logger = logging.getLogger(__name__)	CODE
LOW	kedro/framework/project/__init__.py	230	def set_requested(self, pipeline_names: list[str] \| None) -> None:	CODE
LOW	kedro/framework/hooks/__init__.py	6	__all__ = ["_create_hook_manager", "hook_impl"]	CODE
LOW	kedro/framework/hooks/manager.py	23	logger = logging.getLogger(__name__)	CODE
LOW	kedro/framework/session/__init__.py	9	__all__ = ["AbstractSession", "KedroSession", "KedroServiceSession"]	CODE
LOW	kedro/config/__init__.py	12	__all__ = [	CODE
LOW	kedro/ipython/__init__.py	53	logger = logging.getLogger(__name__)	CODE
LOW	kedro/runner/__init__.py	11	__all__ = [	CODE
LOW	kedro/runner/parallel_runner.py	107	def _set_manager_datasets(self, catalog: SharedMemoryCatalogProtocol) -> None: # type: ignore[override]	CODE
LOW	kedro/io/data_catalog.py	1210	def set_manager_datasets(self, manager: SyncManager) -> None:	CODE
LOW	kedro/io/__init__.py	23	__all__ = [	CODE
LOW	kedro/io/core.py	1095	def set_manager_datasets(self, manager: SyncManager) -> None: ...	CODE
LOW	kedro/io/shared_memory_dataset.py	30	def set_manager(self, manager: SyncManager) -> None:	CODE
LOW	kedro/server/__init__.py	13	__all__ = ["create_http_server"]	CODE
LOW	kedro/server/http_server.py	43	logger = logging.getLogger(__name__)	CODE
LOW	kedro/inspection/__init__.py	15	__all__ = [	CODE
LOW	…/pipeline/{{ cookiecutter.pipeline_name }}/__init__.py	8	__all__ = ["create_pipeline"]	CODE
LOW	kedro/validation/parameter_validator.py	23	logger = logging.getLogger(__name__)	CODE
LOW	kedro/validation/__init__.py	8	__all__ = [	CODE
LOW	kedro/validation/utils.py	97	def set_nested_dict_value(data: dict, path: str, value: Any) -> None:	CODE
LOW	kedro/validation/type_extractor.py	17	logger = logging.getLogger(__name__)	CODE
LOW	kedro/validation/model_factory.py	12	logger = logging.getLogger(__name__)	CODE

Over-Commented Block29 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	61		COMMENT
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	81		COMMENT
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	101	html_static_path = ["_static"]	COMMENT
LOW	…arter/{{ cookiecutter.repo_name }}/docs/source/conf.py	121		COMMENT
LOW	…ter/{{ cookiecutter.repo_name }}/conf/base/catalog.yml	1	# Here you can define all your datasets by using simple YAML syntax.	COMMENT
LOW	…ter/{{ cookiecutter.repo_name }}/conf/base/catalog.yml	21	# inferSchema: True	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	1	"""Project settings. There is no need to edit this file unless you want to change values	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	21	# Directory that holds configuration.	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	41	# Class that manages the Data Catalog.	COMMENT
LOW	tests/io/test_data_catalog.py	641	with pytest.raises(DatasetError, match=pattern):	COMMENT
LOW	.agents/scripts/post_github_review.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	21	# bash bootstrap_env.sh --type venv --name .venv --python 3.11 # full create	COMMENT
LOW	.agents/skills/kedro-babysit/scripts/watch_ci.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	21	# Note: there is no flag for the mixed `code+docs` scope — it's only reachable	COMMENT
LOW	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	101	# Fallback: origin/main if it exists, else main	COMMENT
LOW	…config/parameters_{{ cookiecutter.pipeline_name }}.yml	1	# This is a boilerplate parameters config generated for pipeline '{{ cookiecutter.pipeline_name }}'	COMMENT
LOW	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	1	#!/usr/bin/env python3	COMMENT
LOW	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	61	# enable autosummary plugin (table of contents for modules/classes/class	COMMENT
LOW	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	81	language = "en"	COMMENT
LOW	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	101	#	COMMENT
LOW	…oject/{{ cookiecutter.repo_name }}/docs/source/conf.py	121	html_show_sourcelink = False	COMMENT
LOW	…{ cookiecutter.repo_name }}/conf/local/credentials.yml	1	# Here you can define credentials for different datasets and environment.	COMMENT
LOW	…ect/{{ cookiecutter.repo_name }}/conf/base/catalog.yml	1	# Here you can define all your datasets by using simple YAML syntax.	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	1	"""Project settings. There is no need to edit this file unless you want to change values	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	21	# Keyword arguments to pass to the `SESSION_STORE_CLASS` constructor.	COMMENT
LOW	…e }}/src/{{ cookiecutter.python_package }}/settings.py	41	# }	COMMENT

Deep Nesting20 hits · 18 pts

Severity	File	Line	Context
LOW	tools/github_actions/extract_release_notes.py	5	CODE
LOW	tests/framework/cli/pipeline/conftest.py	23	CODE
LOW	kedro/pipeline/pipeline.py	1369	CODE
LOW	kedro/pipeline/pipeline.py	315	CODE
LOW	kedro/pipeline/pipeline.py	705	CODE
LOW	kedro/pipeline/node.py	503	CODE
LOW	kedro/framework/cli/starters.py	220	CODE
LOW	kedro/framework/cli/starters.py	555	CODE
LOW	kedro/framework/cli/utils.py	239	CODE
LOW	kedro/framework/cli/pipeline.py	261	CODE
LOW	kedro/framework/project/__init__.py	564	CODE
LOW	kedro/config/omegaconf_config.py	518	CODE
LOW	kedro/ipython/__init__.py	102	CODE
LOW	kedro/ipython/__init__.py	429	CODE
LOW	kedro/ipython/__init__.py	569	CODE
LOW	kedro/runner/runner.py	198	CODE
LOW	kedro/io/data_catalog.py	1120	CODE
LOW	kedro/validation/parameter_validator.py	37	CODE
LOW	kedro/validation/type_extractor.py	46	CODE
LOW	kedro/validation/type_extractor.py	161	CODE

Redundant / Tautological Comments8 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	tools/github_actions/merge.sh	56	# Check if the PR_BRANCH already exists	COMMENT
LOW	tests/ipython/test_ipython.py	78	assert pipelines._content == {} # Check if it is lazy loaded	CODE
LOW	kedro/framework/project/__init__.py	533	# Check if file exists, if it does, validate it.	COMMENT
LOW	kedro/config/omegaconf_config.py	394	# Check if it's an archive file	COMMENT
LOW	kedro/config/omegaconf_config.py	605	# Check if any component (folder or file) starts with a dot (.)	COMMENT
LOW	kedro/runner/runner.py	98	# Check if there are any input datasets that aren't in the catalog and	COMMENT
LOW	kedro/runner/runner.py	694	# Check if persistent dataset exists	COMMENT
LOW	kedro/io/core.py	624	# Check if the module exists	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	2	# run_local_checks.sh — orchestrate local equivalents of CI checks.	COMMENT
MEDIUM	docs/create/starters.md	47	* [`support-agent-langgraph`](https://github.com/kedro-org/kedro-starters/tree/main/support-agent-langgraph): An example	COMMENT

AI Structural Patterns5 hits · 5 pts

Severity	File	Line	Context
LOW	kedro_benchmarks/benchmark_runner.py	19	CODE
LOW	kedro/framework/session/session.py	276	CODE
LOW	kedro/framework/session/service_session.py	138	CODE
LOW	kedro/config/omegaconf_config.py	91	CODE
LOW	kedro/io/memory_dataset.py	66	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/kedro-security-review/reference.md	157	(`"YOUR_API_KEY"`, `"xxx"`, `"<token>"`) — classify as	CODE

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/extend/how_to_create_a_custom_dataset.md	103	Several built-in Kedro datasets rely on [fsspec](https://filesystem-spec.readthedocs.io/en/latest/) as a consistent inte	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/kedro-babysit/scripts/bootstrap_env.sh	18	# Usage:	COMMENT
LOW	.agents/skills/kedro-babysit/scripts/watch_ci.sh	15	# Usage:	COMMENT
LOW	…gents/skills/kedro-babysit/scripts/run_local_checks.sh	13	# Usage:	COMMENT

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/pipeline/test_node.py	434	def test_function(self):	CODE
LOW⚡	tests/ipython/test_ipython.py	639	"def helper():\n"	CODE
LOW	kedro/ipython/__init__.py	576	def helper(): ...	STRING

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	kedro/__init__.py	1	"""Kedro is a framework that makes it easy to build robust and scalable	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings