meltano/meltano

12.8

Adjusted Score

12.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

2.6K

Stars

Python

Language

158.3K

Lines of Code

640

Files

1.4K

Pattern Hits

2026-07-14

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 3HIGH 109MEDIUM 96LOW 1178

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 1386 distinct pattern matches across 20 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 Identifiers619 hits · 618 pts

Severity	File	Line	Snippet	Context
LOW	noxfile.py	135	def pytest_lowest_requirements(session: nox.Session) -> None:	CODE
LOW	tests/benchmarks/test_state_backend_benchmarks.py	62	def test_local_filesystem_update_complete_state(	CODE
LOW	tests/benchmarks/test_state_backend_benchmarks.py	84	def test_local_filesystem_update_partial_state(	CODE
LOW	tests/meltano/core/test_project_settings_service.py	70	def test_get_with_source_config_override(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	83	def test_experimental_off_by_default(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	92	def test_feature_flag_allowed(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	104	def test_feature_flag_disallowed(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	118	def test_strict_env_var_mode_on_raises_error(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	133	def test_strict_env_var_mode_off_no_raise_error(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	144	def test_warn_if_default_setting_is_used(self, subject, monkeypatch) -> None:	CODE
LOW	tests/meltano/core/test_project_settings_service.py	188	def test_meltano_settings_with_active_environment(	CODE
LOW	tests/meltano/core/test_project_settings_service.py	203	def test_fully_missing_env_var_setting_is_none(	CODE
LOW	tests/meltano/core/test_project_settings_service.py	216	def test_env_var_settings_expanded_before_cast(	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	102	def test_get_parent_from_lockfile(	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	121	def test_get_parent_no_source_enabled(	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	132	def test_get_parent_no_lockfiles(	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	205	def test_update_plugin_not_found(self, project: Project) -> None:	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	214	def test_find_plugins_by_mapping_name(self, project: Project, mapper) -> None:	CODE
LOW	tests/meltano/core/test_plugin_install_service.py	172	def test_default_init_should_not_fail(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_plugin_install_service.py	224	def test_get_quoted_pip_install_args(self, project) -> None:	CODE
LOW	tests/meltano/core/test_plugin_install_service.py	322	def test_plugin_installation_env(	CODE
LOW	tests/meltano/core/test_plugin_install_service.py	345	async def test_auto_install_mapper_by_mapping(	CODE
LOW	tests/meltano/core/test_utils.py	237	def test_expand_env_vars_nested() -> None:	CODE
LOW	tests/meltano/core/test_utils.py	315	def test_expand_env_vars_array_nested(input_array, env, expected_output) -> None:	CODE
LOW	tests/meltano/core/test_state_strategy.py	11	def test_state_strategy_from_cli_args(self):	CODE
LOW	tests/meltano/core/test_plugin_lock_service.py	85	def test_get_standalone_data_without_lockfile(	CODE
LOW	tests/meltano/core/test_plugin_lock_service.py	118	def test_get_standalone_data_with_lockfile(	CODE
LOW	tests/meltano/core/test_setting_definition.py	115	def test_cast_value_decimal_non_string(self) -> None:	CODE
LOW	tests/meltano/core/test_setting_definition.py	125	def test_from_key_value_decimal_inference(self) -> None:	CODE
LOW	tests/meltano/core/test_setting_definition.py	137	def test_stringify_value_decimal(self) -> None:	CODE
LOW	tests/meltano/core/test_setting_definition.py	160	def test_stringify_complex_object(self) -> None:	CODE
LOW	tests/meltano/core/test_setting_definition.py	222	def test_post_process_parse_date(	CODE
LOW	tests/meltano/core/test_migration_service.py	90	def test_upgrade_without_lock(self, engine: Engine, tmp_path: Path) -> None:	STRING
LOW	tests/meltano/core/test_version_check.py	45	def test_should_check_version_environment_variable(	CODE
LOW	tests/meltano/core/test_version_check.py	65	def test_should_check_version_project_setting(self, tmp_path: Path):	CODE
LOW	tests/meltano/core/test_version_check.py	85	def test_is_development_version(self, version_service: VersionCheckService):	CODE
LOW	tests/meltano/core/test_version_check.py	94	def test_fetch_latest_version_success(self, version_service: VersionCheckService):	CODE
LOW	tests/meltano/core/test_version_check.py	137	def test_check_version_outdated(self, version_service: VersionCheckService) -> None:	CODE
LOW	tests/meltano/core/test_version_check.py	161	def test_check_version_fetch_latest_version_failure(	CODE
LOW	tests/meltano/core/test_version_check.py	170	def test_check_version_invalid_version(	CODE
LOW	tests/meltano/core/test_version_check.py	192	def test_check_version_up_to_date(	CODE
LOW	tests/meltano/core/test_version_check.py	217	def test_check_version_disabled(	CODE
LOW	tests/meltano/core/test_version_check.py	228	def test_check_version_development(	CODE
LOW	tests/meltano/core/test_version_check.py	281	def test_format_update_message(	CODE
LOW	tests/meltano/core/test_version_check.py	292	def test_check_version_uses_cache(	CODE
LOW	tests/meltano/core/test_project_add_service.py	30	def test_missing_plugin_exception(self, subject, hub_request_counter) -> None:	CODE
LOW	tests/meltano/core/test_project_add_service.py	182	def test_add_name_contains_state_id_component_delimiter(	CODE
LOW	tests/meltano/core/test_schedule_service.py	286	def test_find_namespace_schedule(self, subject, tap, create_elt_schedule) -> None:	CODE
LOW	tests/meltano/core/test_schedule_service.py	293	def test_find_namespace_schedule_custom_extractor(	CODE
LOW	tests/meltano/core/test_schedule_service.py	310	def test_find_namespace_schedule_not_found(self, subject) -> None:	CODE
LOW	tests/meltano/core/test_schedule_service.py	314	def test_find_schedule_not_found(self, subject) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	80	def update_meltano_yml_config(self, config) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	83	def update_meltano_environment_config(self, config) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	87	def inherited_settings_service(self):	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	671	def test_set_undefined_setting_failure(self, subject: DotEnvStoreManager) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	675	def test_unset_undefined_setting_failure(self, subject: DotEnvStoreManager) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	679	def test_reset_readonly_project_failure(	CODE
LOW	tests/meltano/core/test_environment_variables.py	263	def test_environment_variable_inheritance(cli_runner, project, monkeypatch) -> None:	CODE
LOW	tests/meltano/core/test_environment_variables.py	310	def test_environment_variable_inheritance_meltano_env_only(	CODE
LOW	tests/meltano/core/test_environment_variables.py	349	def test_strict_env_var_mode_raises_full_replace(cli_runner, project) -> None:	CODE
559 more matches not shown…

Docstring Block Structure85 hits · 425 pts

Severity	File	Line	Snippet	Context
HIGH	src/meltano/core/task_sets.py	151	Create a TaskSets from a yaml string. The resulting object is validated against the `TASKS_JSON_SCHEMA`. Args:	STRING
HIGH	src/meltano/core/db.py	69	Create and register a SQLAlchemy engine for a Meltano project instance. Args: project: The Meltano project	STRING
HIGH	src/meltano/core/db.py	131	Connect to the database. Args: engine: The DB engine with which the check will be performed. max_re	STRING
HIGH	src/meltano/core/settings_service.py	602	Find a setting by name. Args: name:the name or alias of the setting to return Returns:	STRING
HIGH	src/meltano/core/settings_service.py	660	Gate code paths based on feature flags. Args: feature: the feature flag to check raise_	STRING
HIGH	src/meltano/core/settings_store.py	376	Get value by name from the .env file. Args: name: Unused. Included to match parent class method sig	STRING
HIGH	src/meltano/core/settings_store.py	486	Set value by name in the .env file. Args: name: Unused. Included to match parent class method signa	STRING
HIGH	src/meltano/core/settings_store.py	529	Unset value by SettingDefinition in the .env file. Args: name: Unused. Included to match parent cla	STRING
HIGH	src/meltano/core/settings_store.py	633	Get value by name from the system database. Args: name: Setting name. setting_def: Sett	STRING
HIGH	src/meltano/core/settings_store.py	1070	Get a Setting value by name and SettingDefinition. Args: name: Setting name. setting_de	STRING
HIGH	src/meltano/core/settings_store.py	1365	Set a Setting by name, path and (optionally) SettingDefinition. Args: name: Setting name.	STRING
HIGH	src/meltano/core/settings_store.py	1400	Unset value, by name, path and `SettingDefinition`, in all stores. Args: name: Setting name.	STRING
HIGH	src/meltano/core/project_init_service.py	48	Initialise Meltano Project. Args: activate: Activate newly created project force: Wheth	STRING
HIGH	src/meltano/core/schedule_service.py	164	Add a schedule to the project. Args: schedule: The schedule to add. Returns: T	STRING
HIGH	src/meltano/core/schedule_service.py	193	Remove a schedule. Args: name: The name of the schedule. Returns: The name of	STRING
HIGH	src/meltano/core/schedule_service.py	234	Search for a Schedule that runs for a certain plugin namespace. Example: `tap_carbon` would yield t	STRING
HIGH	src/meltano/core/schedule_service.py	273	Find a schedule by name. Args: name: the name of the schedule to find Returns:	STRING
HIGH	src/meltano/core/plugin_invoker.py	349	Find a Command by name. Args: name: Command name. Returns: Command instance.	STRING
HIGH	src/meltano/core/plugin_invoker.py	459	Invoke a command. Args: args: Positional arguments. require_preparation: Whether to fai	STRING
HIGH	src/meltano/core/plugin_invoker.py	534	Invoke a containerized command. Args: plugin_command: Plugin command name. args: Comman	STRING
HIGH	src/meltano/core/plugin_invoker.py	566	Dump a plugin file by ID. Args: file_id: Dump this file identifier. Returns: F	STRING
HIGH	src/meltano/core/venv_service.py	246	Run an executable asynchronously in a subprocess. Args: args: Positional arguments for `asyncio.create_subp	STRING
HIGH	src/meltano/core/venv_service.py	585	Install a package using `pip` in the proper virtual environment. Args: pip_install_args: The argume	STRING
HIGH	src/meltano/core/venv_service.py	806	Upgrade the `pip` package to the latest version in the virtual environment. Args: env: Environment	STRING
HIGH	src/meltano/core/plugin_lock_service.py	91	Save the plugin lockfile. Args: definition: The plugin definition to save. variant_name	STRING
HIGH	src/meltano/core/project_plugins_service.py	149	Add plugin to `meltano.yml`. This method handles adding plugins to the project configuration with the f	STRING
HIGH	src/meltano/core/project_plugins_service.py	269	Find a plugin. Args: plugin_name: The name of the plugin to find. plugin_type: Optional	STRING
HIGH	src/meltano/core/project_plugins_service.py	325	Find a plugin based on its PluginType and namespace. For example, PluginType.EXTRACTORS and namespace tap_custo	STRING
HIGH	src/meltano/core/project_plugins_service.py	350	Find plugins with the specified mapping name in their mappings config. Args: mapping_name: The name	STRING
HIGH	src/meltano/core/project_plugins_service.py	376	Get a plugin using its PluginRef. Args: plugin_ref: The plugin reference to use. ensure	STRING
HIGH	src/meltano/core/project_plugins_service.py	464	Update a plugin. Args: plugin: The plugin to update. keep_config: Whether to keep the p	STRING
HIGH	src/meltano/core/project_plugins_service.py	524	Find the parent plugin of a plugin. Args: plugin: The plugin to find the parent of. Return	STRING
HIGH	src/meltano/core/task_sets_service.py	69	Remove a TaskSet from the project. Args: name: The name of the TaskSet to remove. Returns:	STRING
HIGH	src/meltano/core/task_sets_service.py	106	Get a TaskSet by name. Args: name: The name of the TaskSet. Returns: The TaskS	STRING
HIGH	src/meltano/core/environment_service.py	50	Add an Environment object to `meltano.yml`. Args: environment: An environment to add. Retu	STRING
HIGH	src/meltano/core/locked_definition_service.py	41	Find a locked plugin definition. Args: plugin_type: The plugin type. plugin_name: The p	STRING
HIGH	src/meltano/core/setting_definition.py	443	Parse a JSON string. Parsing is attempted first with `json.loads`, and then with `ast.literal_eval` as	STRING
HIGH	src/meltano/core/setting_definition.py	487	Cast given value. Args: value: Value to cast. Returns: Value cast according to	STRING
HIGH	src/meltano/core/environment.py	198	Lookup an environment by name from an iterable. Args: objects: Iterable of objects to search.	STRING
HIGH	src/meltano/core/schedule.py	287	Return the last successful run for this schedule. Args: session: The database session. Ret	STRING
HIGH	src/meltano/core/elt_context.py	160	Get invoker for given plugin type. Args: plugin_type: Plugin type to get invoker for. Retu	STRING
HIGH	src/meltano/core/elt_context.py	444	Create context object for a plugin. Args: plugin_ref: Plugin reference object. env: Env	STRING
HIGH	src/meltano/core/project_files.py	132	Return a list of paths from a list of glob pattern strings. Not including `meltano.yml` (even if it is matched	STRING
HIGH	src/meltano/core/state_service.py	103	If Job is passed, return it. If state_id is passed, create new and return. Args: job: either an exi	STRING
HIGH	src/meltano/core/project.py	266	Find a Project. Args: project_root: The path to the root directory of the project. If not	STRING
HIGH	src/meltano/core/behavior/hookable.py	69	Trigger all registered before and after functions for a given hook. Yields to the caller in between triggers.	STRING
HIGH	src/meltano/core/behavior/canonical.py	256	Return the value of the given attribute. Args: attr: Attribute to return. Returns:	STRING
HIGH	src/meltano/core/manifest/contexts.py	85	Establish a context within which a plugin can be run. All relevant env vars for the specified plugin will be set in	STRING
HIGH	src/meltano/core/manifest/contexts.py	118	Establish a context within which a schedule can be run. All relevant env vars for the specified schedule will be se	STRING
HIGH	src/meltano/core/manifest/contexts.py	146	Establish a context within which a job can be run. All relevant env vars for the specified job will be set in the p	STRING
HIGH	src/meltano/core/manifest/jsonschema.py	85	Resolve a local jsonschema ref into a schema. Args: ref: The jsonschema reference to resolve.	STRING
HIGH	src/meltano/core/plugin/command.py	73	Replace any env var arguments with their values. Args: name: Command name. env: Mapping	STRING
HIGH	src/meltano/core/plugin/base.py	150	Get the plugin type from a CLI argument. Args: value: The CLI argument. Returns:	STRING
HIGH	src/meltano/core/plugin/base.py	409	Get the variant with the given name. Args: variant_name: The name of the variant. Returns:	STRING
HIGH	src/meltano/core/plugin/singer/catalog.py	282	Extract the property name from a materialized path. As we traverse the catalog tree, we build a materialized path	STRING
HIGH	src/meltano/core/plugin/singer/catalog.py	357	Combine two selection types. Args: other: Another selection type. Returns: The	STRING
HIGH	src/meltano/core/plugin/singer/tap.py	251	Look up state, cleaning up and refreshing as needed. Args: plugin_invoker: the plugin invoker runni	STRING
HIGH	src/meltano/core/plugin/singer/tap.py	361	Get the user-provided or discovered catalog file. Args: plugin_invoker: The invocation handler of t	STRING
HIGH	src/meltano/core/plugin/singer/tap.py	536	Apply Singer catalog and schema rules to discovered catalog. Args: plugin_invoker: the plugin invok	STRING
HIGH	src/meltano/core/utils/__init__.py	145	Create a composition of unary functions. Args: fs: Unary functions to compose. Examples: ```py	STRING
25 more matches not shown…

Unused Imports338 hits · 334 pts

Severity	File	Line	Context
LOW	noxfile.py	16	CODE
LOW	…v-precedence/env-var-in-pip-url-example-124/example.py	3	CODE
LOW	…ration/example-library/meltano-run-merge-states/tap.py	5	CODE
LOW	tests/conftest.py	1	CODE
LOW	tests/test_meta.py	1	CODE
LOW	tests/asserts.py	1	CODE
LOW	tests/benchmarks/test_tap_benchmarks.py	10	CODE
LOW	tests/benchmarks/test_state_backend_benchmarks.py	10	CODE
LOW	tests/meltano/core/test_task_sets_service.py	1	CODE
LOW	tests/meltano/core/test_project_settings_service.py	1	CODE
LOW	tests/meltano/core/test_project_plugins_service.py	1	CODE
LOW	tests/meltano/core/test_meltano_invoker.py	1	CODE
LOW	tests/meltano/core/test_db_compat.py	1	CODE
LOW	tests/meltano/core/test_plugin_install_service.py	1	CODE
LOW	tests/meltano/core/test_utils.py	1	CODE
LOW	tests/meltano/core/test_locked_definition_service.py	1	CODE
LOW	tests/meltano/core/test_state_strategy.py	1	CODE
LOW	tests/meltano/core/test_validation_service.py	1	CODE
LOW	tests/meltano/core/test_plugin_lock_service.py	1	CODE
LOW	tests/meltano/core/test_sqlalchemy.py	1	CODE
LOW	tests/meltano/core/test_project_dirs_service.py	1	CODE
LOW	tests/meltano/core/test_setting_definition.py	1	CODE
LOW	tests/meltano/core/test_migration_service.py	1	CODE
LOW	tests/meltano/core/test_version_check.py	3	CODE
LOW	tests/meltano/core/test_db_connection.py	1	CODE
LOW	tests/meltano/core/test_elt_context.py	1	CODE
LOW	tests/meltano/core/test_project_add_service.py	1	CODE
LOW	tests/meltano/core/test_schedule_service.py	1	CODE
LOW	tests/meltano/core/test_settings_store.py	1	CODE
LOW	tests/meltano/core/test_environment_variables.py	1	CODE
LOW	tests/meltano/core/test_plugin_remove_service.py	1	CODE
LOW	tests/meltano/core/test_venv_service.py	1	CODE
LOW	tests/meltano/core/test_yaml_with_user_config.py	3	CODE
LOW	tests/meltano/core/test_plugin_invoker.py	1	CODE
LOW	tests/meltano/core/test_yaml.py	1	CODE
LOW	tests/meltano/core/test_task_sets.py	1	CODE
LOW	tests/meltano/core/test_state_service.py	1	CODE
LOW	tests/meltano/core/test_project.py	1	CODE
LOW	tests/meltano/core/test_user_config.py	3	CODE
LOW	tests/meltano/core/test_project_files.py	1	CODE
LOW	tests/meltano/core/test_select_service.py	1	CODE
LOW	tests/meltano/core/test_project_init_service.py	1	CODE
LOW	tests/meltano/core/test_plugin_test_service.py	1	CODE
LOW	tests/meltano/core/test_environment_service.py	1	CODE
LOW	tests/meltano/core/test_meltano_file.py	1	CODE
LOW	tests/meltano/core/behavior/test_hookable.py	1	CODE
LOW	tests/meltano/core/behavior/test_addon.py	1	CODE
LOW	tests/meltano/core/runner/test_runner.py	1	CODE
LOW	tests/meltano/core/plugin/test_airflow.py	1	CODE
LOW	tests/meltano/core/plugin/test_command.py	1	CODE
LOW	tests/meltano/core/plugin/test_plugin.py	1	CODE
LOW	tests/meltano/core/plugin/test_log_parser.py	3	CODE
LOW	tests/meltano/core/plugin/test_plugin_compatibility.py	3	CODE
LOW	tests/meltano/core/plugin/test_superset.py	1	CODE
LOW	tests/meltano/core/plugin/test_plugin_settings.py	1	CODE
LOW	tests/meltano/core/plugin/test_plugin_config_service.py	1	CODE
LOW	tests/meltano/core/plugin/singer/test_catalog.py	1	CODE
LOW	tests/meltano/core/plugin/singer/test_target.py	1	CODE
LOW	tests/meltano/core/plugin/singer/test_mapper.py	1	CODE
LOW	tests/meltano/core/plugin/singer/test_tap.py	1	CODE
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Self-Referential Comments80 hits · 217 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tano-manifest/expected-manifests/meltano-manifest.json	1811	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…tano-manifest/expected-manifests/meltano-manifest.json	1820	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…tano-manifest/expected-manifests/meltano-manifest.json	1831	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…tano-manifest/expected-manifests/meltano-manifest.json	1834	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1858	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1866	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1876	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1886	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1811	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1820	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1831	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1834	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1858	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1866	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1876	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1886	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.userdev.json	1912	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.userdev.json	1921	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.userdev.json	1932	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.userdev.json	1935	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1959	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1967	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1977	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1987	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.prod.json	1905	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.prod.json	1914	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.prod.json	1925	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.prod.json	1928	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1952	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1960	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1970	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1980	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.cicd.json	1910	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.cicd.json	1919	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.cicd.json	1930	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…manifest/expected-manifests/meltano-manifest.cicd.json	1933	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1957	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1965	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1975	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1985	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.staging.json	1901	"default_yaml_template": "# This file is auto-generated by running `meltano run tap-snowflake-metrics target-y	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.staging.json	1910	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-met	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.staging.json	1921	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowflake-metr	CODE
MEDIUM	…ifest/expected-manifests/meltano-manifest.staging.json	1924	"TARGET_YAML_METRICS_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano run tap-snowfl	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1948	"default_yaml_template": "# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yam	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1956	"MELTANO_LOAD_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-aud	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1966	"TARGET_YAML_AUDIT_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflak	CODE
MEDIUM⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1976	"TARGET_YAML_DEFAULT_YAML_TEMPLATE": "# This file is auto-generated by running `meltano elt tap-snowflake-audi	CODE
MEDIUM	…n/example-library/meltano-manifest/loaders.meltano.yml	30	# This file is auto-generated by running `meltano run tap-snowflake-metrics target-yaml-metrics`	COMMENT
MEDIUM	…n/example-library/meltano-manifest/loaders.meltano.yml	40	# This file is auto-generated by running `meltano elt tap-snowflake-audit target-yaml-audit`	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	84	# Create a parent plugin with requires_meltano	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	92	# Create a child plugin that inherits from parent	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	200	# Create a plugin with requires_meltano	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	209	# Create a mock plugin definition for the lockfile	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	262	# Create a parent plugin with requires_meltano	COMMENT
MEDIUM⚡	tests/meltano/core/plugin/test_plugin_compatibility.py	270	# Create a child plugin that overrides requires_meltano	COMMENT
MEDIUM	tests/meltano/core/plugin/singer/test_tap.py	1239	# Create a config with datetime objects like YAML would parse them	COMMENT
MEDIUM⚡	tests/meltano/core/logging/test_parsers.py	365	# Create a line that singer-sdk parser can handle	COMMENT
MEDIUM⚡	tests/meltano/core/logging/test_parsers.py	396	# Create a factory with no default parsers	COMMENT
MEDIUM	tests/meltano/core/logging/test_parsers.py	201	# Create a scenario that could cause TypeError	COMMENT
20 more matches not shown…

Cross-File Repetition20 hits · 100 pts

Severity	File	Snippet	Context
HIGH	src/meltano/core/settings_service.py	namespace for setting value records in system database.	STRING
HIGH	src/meltano/core/project_settings_service.py	namespace for setting value records in system database.	STRING
HIGH	src/meltano/core/plugin/settings_service.py	namespace for setting value records in system database.	STRING
HIGH	src/meltano/core/plugin/file.py	return whether the plugin is invokable. returns: whether the plugin is invokable.	STRING
HIGH	src/meltano/core/plugin/base.py	return whether the plugin is invokable. returns: whether the plugin is invokable.	STRING
HIGH	src/meltano/core/plugin/dbt/base.py	return whether the plugin is invokable. returns: whether the plugin is invokable.	STRING
HIGH	src/meltano/core/state_store/db.py	delete state for the given state_id. args: state_id: the state_id to clear state for	STRING
HIGH	src/meltano/core/state_store/filesystem.py	delete state for the given state_id. args: state_id: the state_id to clear state for	STRING
HIGH	src/meltano/core/state_store/base.py	delete state for the given state_id. args: state_id: the state_id to clear state for	STRING
HIGH	src/meltano/core/state_store/filesystem.py	check if err is equivalent to file not being found. args: err: the err to check returns: true if error represents file n	STRING
HIGH	src/meltano/core/state_store/s3/backend.py	check if err is equivalent to file not being found. args: err: the err to check returns: true if error represents file n	STRING
HIGH	src/meltano/core/state_store/azure/backend.py	check if err is equivalent to file not being found. args: err: the err to check returns: true if error represents file n	STRING
HIGH	src/meltano/core/state_store/google/backend.py	check if err is equivalent to file not being found. args: err: the err to check returns: true if error represents file n	STRING
HIGH	src/meltano/core/state_store/filesystem.py	list all files in the backend. args: with_prefix: whether to include the prefix in the lookup. yields: the next file in	STRING
HIGH	src/meltano/core/state_store/azure/backend.py	list all files in the backend. args: with_prefix: whether to include the prefix in the lookup. yields: the next file in	STRING
HIGH	src/meltano/core/state_store/google/backend.py	list all files in the backend. args: with_prefix: whether to include the prefix in the lookup. yields: the next file in	STRING
HIGH	src/meltano/core/state_store/filesystem.py	copy a file from one path to another. args: src: the source path dst: the destination path	STRING
HIGH	src/meltano/core/state_store/azure/backend.py	copy a file from one path to another. args: src: the source path dst: the destination path	STRING
HIGH	src/meltano/core/state_store/google/backend.py	copy a file from one path to another. args: src: the source path dst: the destination path	STRING
HIGH	src/meltano/core/state_store/s3/backend.py	copy a file from one path to another. args: src: the source path dst: the destination path	STRING

Excessive Try-Catch Wrapping73 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/meltano/core/state_store/test_filesystem.py	518	except Exception as e: # noqa: BLE001	CODE
LOW⚡	tests/meltano/core/state_store/test_filesystem.py	529	except Exception as e: # noqa: BLE001	CODE
LOW	tests/meltano/core/state_store/test_filesystem.py	431	except Exception as e: # noqa: BLE001	CODE
LOW	tests/meltano/core/state_store/test_filesystem.py	451	except Exception as e: # noqa: BLE001	CODE
LOW	tests/meltano/core/state_store/test_filesystem.py	788	except Exception as e: # noqa: BLE001	CODE
LOW	tests/meltano/core/state_store/test_filesystem.py	806	except Exception as e: # noqa: BLE001	CODE
LOW⚡	tests/meltano/core/tracking/test_exception.py	68	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/meltano/core/tracking/test_exception.py	109	except Exception as ex:	CODE
LOW⚡	tests/meltano/core/tracking/test_exception.py	119	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/meltano/core/tracking/test_exception.py	122	except Exception: # noqa: BLE001	CODE
MEDIUM	tests/meltano/core/tracking/test_exception.py	105	def _function_to_deepen_traceback() -> None:	CODE
LOW	src/meltano/core/migration_service.py	124	except Exception as ex:	CODE
LOW	src/meltano/core/db.py	185	except Exception as ex:	CODE
LOW	src/meltano/core/project_init_service.py	73	except Exception as ex:	CODE
LOW	src/meltano/core/user_config.py	146	except Exception as err:	CODE
LOW	src/meltano/core/plugin_test_service.py	93	except Exception as exc: # noqa: BLE001	CODE
LOW	src/meltano/core/plugin_test_service.py	153	except Exception as exc: # noqa: BLE001	CODE
LOW	src/meltano/core/plugin_test_service.py	206	except Exception as exc: # noqa: BLE001	CODE
LOW	src/meltano/core/version_check.py	123	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/version_check.py	187	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/project_files.py	376	except Exception: # pragma: no cover	CODE
LOW	src/meltano/core/state_service.py	193	except Exception as err:	CODE
LOW	src/meltano/core/project.py	349	except Exception as err: # pragma: no cover	CODE
LOW	src/meltano/core/behavior/hookable.py	114	except Exception as err: # noqa: PERF203	CODE
LOW	src/meltano/core/runner/dbt.py	41	except Exception as err:	CODE
LOW	src/meltano/core/runner/singer.py	66	except Exception as err:	CODE
LOW	src/meltano/core/runner/singer.py	77	except Exception as err:	CODE
LOW	src/meltano/core/plugin/singer/tap.py	328	except Exception as err: # pragma: no cover	CODE
LOW	src/meltano/core/plugin/singer/tap.py	424	except Exception as err:	CODE
LOW	src/meltano/core/plugin/singer/tap.py	496	except Exception:	CODE
LOW	src/meltano/core/plugin/singer/tap.py	602	except Exception as err:	CODE
LOW	src/meltano/core/plugin/singer/target.py	82	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/plugin/singer/target.py	94	except Exception as e: # pragma: no cover # noqa: BLE001	CODE
LOW	src/meltano/core/container/container_service.py	77	except Exception as exc:	CODE
LOW	src/meltano/core/state_store/filesystem.py	258	except Exception as e:	CODE
LOW	src/meltano/core/state_store/filesystem.py	326	except Exception as e:	CODE
LOW	src/meltano/core/state_store/filesystem.py	485	except Exception as e:	CODE
LOW	src/meltano/core/state_store/azure/backend.py	122	except Exception as e:	CODE
LOW	src/meltano/core/state_store/google/backend.py	156	except Exception as e:	CODE
LOW	src/meltano/core/tracking/tracker.py	293	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/tracking/tracker.py	345	except Exception as err: # noqa: BLE001	CODE
LOW	src/meltano/core/tracking/tracker.py	423	except Exception as err: # noqa: BLE001	CODE
LOW	src/meltano/core/tracking/contexts/exception.py	105	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/tracking/contexts/environment.py	113	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/logging/parsers.py	93	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/logging/output_logger.py	234	except Exception as err:	CODE
LOW	src/meltano/core/logging/utils.py	76	except Exception: # noqa: BLE001	CODE
LOW	src/meltano/core/logging/utils.py	80	except Exception: # noqa: BLE001 # pragma: no cover	CODE
LOW	src/meltano/core/block/block_parser.py	72	except Exception as err: # noqa: BLE001	CODE
LOW	src/meltano/core/block/singer.py	115	except Exception as err:	CODE
LOW	src/meltano/core/block/singer.py	331	except Exception as err:	CODE
LOW	src/meltano/cli/run.py	209	except Exception as parser_err:	CODE
LOW	src/meltano/cli/run.py	249	except Exception as err:	CODE
LOW	src/meltano/cli/run.py	322	except Exception as bare_err:	CODE
LOW	src/meltano/cli/config.py	792	except Exception:	CODE
LOW	src/meltano/cli/add.py	193	except Exception:	CODE
LOW	src/meltano/cli/job.py	314	except Exception as err:	CODE
LOW	src/meltano/cli/__init__.py	119	except Exception as err:	STRING
LOW	src/meltano/cli/hub.py	43	except Exception as ex:	CODE
LOW	src/meltano/cli/utils.py	626	except Exception:	CODE
13 more matches not shown…

Fake / Example Data62 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	820	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	845	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	881	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	906	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1011	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1019	"placeholder": "Ex. *****************",	CODE
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	1027	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	1424	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	1955	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…tano-manifest/expected-manifests/meltano-manifest.json	2342	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	829	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	854	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	890	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	915	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1020	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1028	"placeholder": "Ex. *****************",	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1036	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1433	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	1968	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…nifest/expected-manifests/meltano-manifest.jigsaw.json	2355	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	835	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	860	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	896	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	921	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1032	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1040	"placeholder": "Ex. *****************",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	1048	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	1465	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	2073	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.userdev.json	2476	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	828	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	853	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	889	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	914	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1025	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1033	"placeholder": "Ex. *****************",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	1041	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	1458	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	2062	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.prod.json	2465	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	834	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	859	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	895	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	920	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1029	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1037	"placeholder": "Ex. *****************",	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	1045	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	1463	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	2071	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…manifest/expected-manifests/meltano-manifest.cicd.json	2458	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	824	"placeholder": "Ex. client_secrets.json"	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	849	"placeholder": "Ex. $MELTANO_PROJECT_ROOT/client_secrets.json",	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	885	"placeholder": "Ex. my_report_definition.json"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	910	"placeholder": "Ex. 198343027",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1021	"placeholder": "Ex. my-organization",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1029	"placeholder": "Ex. *****************",	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	1037	"placeholder": "Ex. my-organization/project-1",	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	1454	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	2058	"placeholder": "E.g. rtXXXXX.eu-central-1"	CODE
LOW	…ifest/expected-manifests/meltano-manifest.staging.json	2461	"args": "users create --username admin --firstname FIRST_NAME --lastname LAST_NAME --role Admin --email admi	CODE
2 more matches not shown…

Modern Structural Boilerplate28 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/meltano/core/test_settings_store.py	80	def update_meltano_yml_config(self, config) -> None:	CODE
LOW⚡	tests/meltano/core/test_settings_store.py	83	def update_meltano_environment_config(self, config) -> None:	CODE
LOW	tests/meltano/core/test_settings_store.py	143	def _set_value_store(value, store, name="regular") -> None:	CODE
LOW	tests/meltano/core/test_settings_store.py	582	def set_values() -> None:	CODE
LOW	tests/meltano/core/plugin/test_plugin_settings.py	699	def set_config(path, value) -> None:	CODE
LOW⚡	src/meltano/core/settings_service.py	153	def update_meltano_yml_config(self, config: dict) -> None:	CODE
LOW	src/meltano/core/project_init_service.py	131	def set_send_anonymous_usage_stats(self, project: Project) -> None:	CODE
LOW	src/meltano/core/schedule_service.py	216	def update_schedule(self, schedule: Schedule) -> None:	CODE
LOW	src/meltano/core/project_plugins_service.py	495	def update_environment_plugin(self, plugin: EnvironmentPluginConfig) -> None:	CODE
LOW	src/meltano/core/transform_add_service.py	73	def update_dbt_project(self, plugin: ProjectPlugin) -> None:	CODE
LOW	src/meltano/core/upgrade_service.py	123	def update_files(self, *, project: Project) -> None:	CODE
LOW	src/meltano/core/elt_context.py	430	def set_base_output_logger(self, base_output_logger: OutputLogger) -> None:	CODE
LOW	src/meltano/core/_compat.py	12	__all__ = [	CODE
LOW	src/meltano/core/config_service.py	93	def update_config(self, config: dict[str, t.Any]) -> None:	CODE
LOW	src/meltano/core/project_settings_service.py	151	def update_meltano_yml_config(self, config: dict[str, t.Any]) -> None:	CODE
LOW	src/meltano/core/plugin/airflow.py	70	def update_config_file(invoker: AirflowInvoker) -> None:	CODE
LOW⚡	src/meltano/core/plugin/settings_service.py	182	def update_meltano_yml_config(self, config: dict) -> None:	CODE
LOW	src/meltano/core/plugin/base.py	234	def set_presentation_attrs(self, extras) -> None: # noqa: ANN001	CODE
LOW	src/meltano/core/plugin/singer/catalog.py	576	def set_metadata(self, node: Node, path: str, key: str, value: t.Any) -> None: # noqa: ANN401	CODE
LOW	src/meltano/core/plugin/singer/catalog.py	684	def set_payload(self, node: Node, path: str, payload: dict) -> None:	CODE
LOW	src/meltano/core/utils/__init__.py	537	def set_at_path(d, path, value) -> None: # noqa: ANN001, D103	CODE
LOW	src/meltano/core/state_store/__init__.py	32	__all__ = [	CODE
LOW	src/meltano/core/hub/__init__.py	7	__all__ = ["MeltanoHubService"]	CODE
LOW	src/meltano/core/logging/__init__.py	25	__all__ = [	CODE
LOW	src/meltano/core/logging/parsers.py	18	logger = logging.getLogger(__name__) # noqa: TID251	CODE
LOW	src/meltano/core/logging/output_logger.py	109	def set_log_parser(self, *, log_parser: str \| None) -> None:	CODE
LOW	src/meltano/cli/job.py	231	def set_cmd(ctx, job_name: str, raw_tasks: str) -> None: # noqa: ANN001	CODE
LOW	src/meltano/cli/lock.py	25	__all__ = ["lock"]	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/meltano/core/state_store/test_filesystem.py	23	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	src/meltano/core/state_store/azure/backend.py	73	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	src/meltano/core/block/extract_load.py	689	self.stream_buffer_size = self.elb.context.project.settings.get(	CODE

Modern AI Meta-Vocabulary12 hits · 29 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	16	[Agentic Coding guide](https://docs.meltano.com/contribute/agentic-coding) for	CODE
MEDIUM	docs/docs/guide/plugin-management.md	14	where your [project](/concepts/project) and pipelines are composed of [plugins](/concepts/plugins) of [different types](	CODE
MEDIUM	docs/docs/guide/integration.md	378	If you're using the `elt` syntax with [`meltano schedule`](/reference/command-line-interface#schedule) to [schedule your	CODE
MEDIUM	docs/docs/reference/glossary.md	44	## [Orchestration](#orchestration)	COMMENT
MEDIUM	changelogs/v1.md	2071	- [#1433](https://gitlab.com/meltano/meltano/issues/1433) Remove `/orchestrate` route and thus the Airflow iframe as thi	CODE
MEDIUM	changelogs/v1.md	2111	- [#1403](https://gitlab.com/meltano/meltano/issues/1403) Remove "Orchestrate", "Model", and "Notebook" from the main na	CODE
MEDIUM	changelogs/v0.md	412	- [#750](https://gitlab.com/meltano/meltano/issues/750) Various UX updates (mostly tooltips) to make the configuration U	CODE
MEDIUM	changelogs/v0.md	477	- [#715](https://gitlab.com/meltano/meltano/issues/715) Remove reimport of Bulma in `/orchestration` route to fix borked	CODE
MEDIUM⚡	.github/pull_request_template.md	12	If generative AI tooling has been used in the process of authoring this PR, please change below checkbox to `[X]` follow	CODE
MEDIUM⚡	.github/pull_request_template.md	12	If generative AI tooling has been used in the process of authoring this PR, please change below checkbox to `[X]` follow	CODE
MEDIUM⚡	.github/pull_request_template.md	18	Generated-by: [Tool Name] following [the agentic coding guidelines](https://github.com/meltano/meltano/blob/main/CONTRIB	CODE
MEDIUM⚡	.github/pull_request_template.md	18	Generated-by: [Tool Name] following [the agentic coding guidelines](https://github.com/meltano/meltano/blob/main/CONTRIB	CODE

Deep Nesting28 hits · 26 pts

Severity	File	Line	Context
LOW	tests/conftest.py	88	CODE
LOW	tests/meltano/core/test_user_config.py	29	CODE
LOW	tests/meltano/cli/test_run.py	619	CODE
LOW	tests/meltano/cli/test_add.py	92	CODE
LOW	tests/meltano/cli/test_add.py	651	CODE
LOW	tests/meltano/cli/test_state.py	161	CODE
LOW	src/meltano/core/settings_service.py	289	CODE
LOW	src/meltano/core/user_config.py	130	CODE
LOW	src/meltano/core/plugin_test_service.py	132	CODE
LOW	src/meltano/core/setting_definition.py	352	CODE
LOW	src/meltano/core/setting_definition.py	532	CODE
LOW	src/meltano/core/project.py	194	CODE
LOW	src/meltano/core/behavior/canonical.py	324	CODE
LOW	src/meltano/core/manifest/jsonschema.py	48	CODE
LOW	src/meltano/core/plugin/base.py	390	CODE
LOW	src/meltano/core/plugin/singer/catalog.py	636	CODE
LOW	src/meltano/core/plugin/singer/tap.py	436	CODE
LOW	src/meltano/cli/run.py	263	CODE
LOW	src/meltano/cli/config.py	456	CODE
LOW	src/meltano/cli/__init__.py	127	CODE
LOW	src/meltano/cli/logs.py	72	CODE
LOW	src/meltano/cli/lock.py	39	CODE
LOW	src/meltano/cli/invoke.py	212	CODE
LOW	src/meltano/cli/schedule.py	239	CODE
LOW	src/meltano/cli/elt.py	568	CODE
LOW	src/meltano/cli/state.py	79	CODE
LOW	src/meltano/cli/state.py	135	CODE
LOW	src/meltano/cli/interactive/config.py	344	CODE

Cross-Language Confusion4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	tests/meltano/core/test_setting_definition.py	27	('[null, "xyz"]', [None, "xyz"]),	CODE
HIGH	tests/meltano/core/test_setting_definition.py	41	('{"key": null}', {"key": None}),	CODE
HIGH	tests/meltano/core/test_setting_definition.py	42	("{'key': null}", ValueError),	CODE
HIGH	tests/meltano/core/plugin/singer/test_tap.py	961	# we'll return true	COMMENT

Redundant / Tautological Comments7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/meltano/core/test_select_service.py	106	# Check if there are any initial select patterns (should be default ".")	COMMENT
LOW	src/meltano/core/plugin_invoker.py	491	# Check if the error is about the executable itself or a file it's	COMMENT
LOW	src/meltano/core/version_check.py	98	# Check if cache is still valid	COMMENT
LOW	src/meltano/core/plugin/singer/base.py	153	# Check if structured logging is enabled	COMMENT
LOW	src/meltano/core/logging/job_logging_service.py	193	# Read file in reverse to find line breaks	COMMENT
LOW⚡	src/meltano/cli/elt.py	687	# Check if there is a default transform for this extractor	COMMENT
LOW⚡	src/meltano/cli/elt.py	693	# Check if the transform has been added to the project	COMMENT

Verbosity Indicators6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	841	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	850	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	856	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	849	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	855	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	845	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…tano-manifest/expected-manifests/meltano-manifest.json	841	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…nifest/expected-manifests/meltano-manifest.jigsaw.json	850	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.userdev.json	856	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.prod.json	849	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…manifest/expected-manifests/meltano-manifest.cicd.json	855	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE
LOW⚡	…ifest/expected-manifests/meltano-manifest.staging.json	845	"description": "#### How to get\n\nFollow the steps below if you don't already have a valid `client_secrets.	CODE

AI Structural Patterns7 hits · 7 pts

Severity	File	Line	Context
LOW	tests/meltano/core/test_environment_variables.py	21	CODE
LOW	src/meltano/core/setting_definition.py	212	CODE
LOW	src/meltano/core/elt_context.py	88	CODE
LOW	src/meltano/core/plugin/base.py	258	CODE
LOW	src/meltano/core/plugin/base.py	744	CODE
LOW	src/meltano/core/plugin/project_plugin.py	78	CODE
LOW	src/meltano/core/block/extract_load.py	59	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/meltano/cli/test_cli.py	407	# Using a subprocess should be robust, but requires the version of	COMMENT
LOW	src/meltano/core/logging/job_logging_service.py	89	# for writing: just return /dev/null	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	alembic.ini	21	# the 'revision' command, regardless of autogenerate	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# Prefix the list here with "+" to use these queries and those in the config file.	COMMENT
LOW	src/meltano/core/manifest/cache.py	1	"""Store and retrieve Meltano manifests."""	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/meltano/core/block/test_singer.py	198	# if you link the output logger, you can use structlog's capture method	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/meltano/core/test_plugin_invoker.py	271		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings