sqlfluff/sqlfluff

10.7

Adjusted Score

10.7

Raw Score

100%

Time Factor

2026-07-14

Last Push

9.8K

Stars

Python

Language

228.6K

Lines of Code

635

Files

1.7K

Pattern Hits

2026-07-14

Scan Date

0.22

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 141MEDIUM 78LOW 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 1719 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 Identifiers779 hits · 726 pts

Severity	File	Line	Snippet	Context
LOW	util.py	21	def _extract_whats_changed_section(release_body: str) -> str:	CODE
LOW	test/conftest.py	46	def config_overrides_for_fixture(	CODE
LOW	test/conftest.py	187	def _generate_test_segments_func(elems):	CODE
LOW	test/conftest.py	269	def raise_critical_errors_after_fix(monkeypatch):	CODE
LOW	test/conftest.py	284	def fail_on_parse_error_after_fix(monkeypatch):	CODE
LOW	test/conftest.py	295	def raise_error_apply_fixes_check_issue(message, *args): # pragma: no cover	CODE
LOW	test/conftest.py	299	def raise_error_conflicting_fixes_same_anchor(message: str): # pragma: no cover	CODE
LOW	test/generate_parse_fixture_yml.py	79	def _is_matching_new_criteria(example: ParseExample):	CODE
LOW	test/generate_parse_fixture_yml.py	95	def generate_one_parse_fixture(	CODE
LOW⚡	test/testing_test.py	13	def test_assert_rule_fail_in_sql_handle_parse_error():	CODE
LOW⚡	test/testing_test.py	20	def test_assert_rule_fail_in_sql_should_fail_queries_that_unexpectedly_pass():	CODE
LOW⚡	test/testing_test.py	27	def test_assert_rule_pass_in_sql_should_handle_parse_error():	CODE
LOW⚡	test/testing_test.py	34	def test_assert_rule_pass_in_sql_should_fail_when_there_are_violations():	CODE
LOW⚡	test/testing_test.py	41	def test_rules_test_case_skipped_when_test_case_skipped():	CODE
LOW⚡	test/testing_test.py	49	def test_rules_test_case_has_variable_introspection(test_verbosity_level):	CODE
LOW	test/AGENTS.md	288	def test_implicit_alias_detected(self):	CODE
LOW	test/core/plugin_test.py	20	def test__plugin_manager_registers_example_plugin():	CODE
LOW	test/core/plugin_test.py	77	def test__plugin_example_rules_returned(rule_ref):	CODE
LOW	test/core/plugin_test.py	93	def test__plugin_default_config_read(rule_ref, config_option):	CODE
LOW	test/core/plugin_test.py	110	def test__plugin_handle_bad_load():	CODE
LOW	test/core/config/fluffconfig_test.py	40	def test__config__from_strings():	CODE
LOW	test/core/config/fluffconfig_test.py	53	def test__config__nested_config_tests():	CODE
LOW	test/core/config/fluffconfig_test.py	100	def test__config__templater_selection(templater_name, templater_class, raises_error):	CODE
LOW	test/core/config/fluffconfig_test.py	111	def test__config__glob_exclude_config_tests():	CODE
LOW	test/core/config/fluffconfig_test.py	128	def test__config__glob_include_config_tests():	CODE
LOW	test/core/config/fluffconfig_test.py	145	def test__config__rules_set_to_none():	CODE
LOW	test/core/config/fluffconfig_test.py	161	def test__config__rules_group_with_exclude():	CODE
LOW	test/core/config/fluffconfig_test.py	173	def test__config__get_section():	CODE
LOW	test/core/config/fluffconfig_test.py	202	def test__config__from_kwargs():	CODE
LOW	test/core/config/fluffconfig_test.py	217	def test__config__from_string():	CODE
LOW	test/core/config/fluffconfig_test.py	229	def test__config_missing_dialect():	CODE
LOW	test/core/config/fluffconfig_test.py	236	def test__config__validate_configs_indirect():	CODE
LOW	test/core/config/fluffconfig_test.py	249	def test__config__invalid_prefer_quoted_keyword_style():	CODE
LOW	test/core/config/fluffconfig_test.py	294	def test__config__validate_configs_inline_layout(raw_sql):	CODE
LOW	test/core/config/fluffconfig_test.py	308	def test__config__warn_unknown_rule():	CODE
LOW	test/core/config/fluffconfig_test.py	336	def test__process_inline_config():	CODE
LOW	test/core/config/fluffconfig_test.py	371	def test__process_inline_config__malformed_equals_syntax():	CODE
LOW	test/core/config/fluffconfig_test.py	391	def test__process_raw_file_for_config(raw_sql):	CODE
LOW	test/core/config/fluffconfig_test.py	416	def test__api__immutable_config():	CODE
LOW	test/core/config/fluffconfig_test.py	428	def test_resolve_path_glob_patterns(tmp_path):	CODE
LOW	test/core/config/fluffconfig_test.py	463	def test_resolve_path_exact_files(tmp_path):	CODE
LOW	test/core/config/fluffconfig_test.py	481	def test_resolve_path_no_matches(tmp_path):	CODE
LOW	test/core/config/fluffconfig_test.py	497	def test_resolve_paths_in_config_comma_separated(tmp_path):	CODE
LOW	test/core/config/fluffconfig_test.py	532	def test_resolve_paths_in_config_no_matches_fallback(tmp_path):	CODE
LOW	test/core/config/ini_test.py	6	def test__config__ini_dotted_keys_nested_structure():	CODE
LOW	test/core/config/ini_test.py	42	def test__config__ini_dotted_keys_type_coercion():	STRING
LOW	test/core/config/ini_test.py	72	def test__config__ini_simple_keys_without_dots():	STRING
LOW	test/core/config/ini_test.py	96	def test__config__ini_dotted_keys_all_sections():	STRING
LOW	test/core/config/validate_test.py	22	def test__validate_configs_direct():	CODE
LOW	test/core/config/validate_test.py	48	def test__validate_configs_precedence_same_file():	CODE
LOW	test/core/config/validate_test.py	127	def test__validate_indentation_invalid(config_dict, config_warning):	CODE
LOW	test/core/config/validate_test.py	145	def test__validate_indentation_valid(config_dict):	CODE
LOW	test/core/config/validate_test.py	160	def test__validate_max_parse_depth_valid(config_dict, expected):	CODE
LOW	test/core/config/validate_test.py	183	def test__validate_max_parse_depth_invalid(config_dict, config_warning):	CODE
LOW	test/core/config/validate_test.py	199	def test__validate_max_parse_nodes_valid(config_dict, expected):	CODE
LOW	test/core/config/validate_test.py	222	def test__validate_max_parse_nodes_invalid(config_dict, config_warning):	CODE
LOW	test/core/config/loader_test.py	44	def test__config__load_file_dir():	CODE
LOW	test/core/config/loader_test.py	52	def test__config__load_from_string():	CODE
LOW⚡	test/core/config/loader_test.py	63	def test__config__load_file_f():	CODE
LOW⚡	test/core/config/loader_test.py	71	def test__config__load_file_missing_extra():	CODE
719 more matches not shown…

Cross-File Repetition129 hits · 645 pts

Severity	File	Line	Snippet	Context
HIGH	test/dialects/conftest.py	0	test that specific segments parse as expected. nb: we're testing the parse function not the match function although this	STRING
HIGH	test/dialects/postgres_test.py	0	test that specific segments parse as expected. nb: we're testing the parse function not the match function although this	STRING
HIGH	test/dialects/ansi_test.py	0	test that specific segments parse as expected. nb: we're testing the parse function not the match function although this	STRING
HIGH	src/sqlfluff/core/parser/segments/file.py	0	a segment representing a whole file or script. this is also the default "root" segment of the dialect, and so is usually	STRING
HIGH	src/sqlfluff/dialects/dialect_ansi.py	0	a segment representing a whole file or script. this is also the default "root" segment of the dialect, and so is usually	STRING
HIGH	src/sqlfluff/dialects/dialect_bigquery.py	0	a segment representing a whole file or script. this is also the default "root" segment of the dialect, and so is usually	STRING
HIGH	src/sqlfluff/core/templaters/placeholder.py	0	process a string and return one or more variant renderings. note that the arguments are enforced as keywords because tem	STRING
HIGH	src/sqlfluff/core/templaters/python.py	0	process a string and return one or more variant renderings. note that the arguments are enforced as keywords because tem	STRING
HIGH	src/sqlfluff/core/templaters/jinja.py	0	process a string and return one or more variant renderings. note that the arguments are enforced as keywords because tem	STRING
HIGH	src/sqlfluff/utils/functional/segment_predicates.py	0	defines commonly used raw file slice predicates for rule writers. for consistency, all the predicates in this module are	STRING
HIGH	…ff/utils/functional/templated_file_slice_predicates.py	0	defines commonly used raw file slice predicates for rule writers. for consistency, all the predicates in this module are	STRING
HIGH	…sqlfluff/utils/functional/raw_file_slice_predicates.py	0	defines commonly used raw file slice predicates for rule writers. for consistency, all the predicates in this module are	STRING
HIGH	src/sqlfluff/utils/functional/segment_predicates.py	0	returns a function that determines if segment is one the types.	STRING
HIGH	…sqlfluff/utils/functional/raw_file_slice_predicates.py	0	returns a function that determines if segment is one the types.	STRING
HIGH	…ff/utils/functional/templated_file_slice_predicates.py	0	returns a function that determines if segment is one the types.	STRING
HIGH	src/sqlfluff/dialects/dialect_teradata.py	0	a column definition, e.g. for create table or alter table.	STRING
HIGH	src/sqlfluff/dialects/dialect_oracle.py	0	a column definition, e.g. for create table or alter table.	STRING
HIGH	src/sqlfluff/dialects/dialect_mysql.py	0	a column definition, e.g. for create table or alter table.	STRING
HIGH	src/sqlfluff/dialects/dialect_ansi.py	0	a column definition, e.g. for create table or alter table.	STRING
HIGH	src/sqlfluff/dialects/dialect_trino.py	0	a column definition, e.g. for create table or alter table.	STRING
HIGH	src/sqlfluff/dialects/dialect_teradata.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_impala.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_postgres.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_exasol.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_vertica.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_ansi.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_snowflake.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_trino.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_flink.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_materialize.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_greenplum.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_redshift.py	0	a generic segment, to any of its child subsegments.	STRING
HIGH	src/sqlfluff/dialects/dialect_doris.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_tsql.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_mariadb.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_exasol.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_mysql.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_ansi.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_starrocks.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_postgres.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_vertica.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_snowflake.py	0	a column option; each create table column can have 0 or more. https://docs.snowflake.com/en/sql-reference/sql/create-tab	STRING
HIGH	src/sqlfluff/dialects/dialect_tsql.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_hive.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_athena.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_databricks.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_sparksql.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_mysql.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_bigquery.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_clickhouse.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_sqlite.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_starrocks.py	0	overriding statementsegment to allow for additional segment parsing.	STRING
HIGH	src/sqlfluff/dialects/dialect_tsql.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_postgres.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_mysql.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_ansi.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_bigquery.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_redshift.py	0	things that come after select but before the columns.	STRING
HIGH	src/sqlfluff/dialects/dialect_tsql.py	0	a series of bracketed arguments. e.g. the bracketed part of numeric(1, 3)	STRING
HIGH	src/sqlfluff/dialects/dialect_exasol.py	0	a series of bracketed arguments. e.g. the bracketed part of numeric(1, 3)	STRING
69 more matches not shown…

Unused Imports210 hits · 191 pts

Severity	File	Line	Context
LOW	test/rules/std_LT01_jinja_alignment_test.py	7	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	40	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	42	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	43	CODE
LOW	plugins/sqlfluff-templater-dbt/test/templater_test.py	27	CODE
LOW	docsv/scripts/assemble-site.py	4	CODE
LOW	utils/rust_to_python_grammar.py	17	CODE
LOW	src/sqlfluff/__init__.py	12	CODE
LOW	src/sqlfluff/__init__.py	12	CODE
LOW	src/sqlfluff/__init__.py	12	CODE
LOW	src/sqlfluff/__init__.py	12	CODE
LOW	src/sqlfluff/__init__.py	12	CODE
LOW	src/sqlfluff/core/formatter.py	19	CODE
LOW	src/sqlfluff/core/formatter.py	20	CODE
LOW	src/sqlfluff/core/__init__.py	6	CODE
LOW	src/sqlfluff/core/__init__.py	9	CODE
LOW	src/sqlfluff/core/__init__.py	9	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	12	CODE
LOW	src/sqlfluff/core/__init__.py	22	CODE
LOW	src/sqlfluff/core/__init__.py	23	CODE
LOW	src/sqlfluff/core/__init__.py	23	CODE
LOW	src/sqlfluff/core/__init__.py	26	CODE
LOW	src/sqlfluff/core/errors.py	17	CODE
LOW	src/sqlfluff/core/errors.py	17	CODE
LOW	src/sqlfluff/core/errors.py	18	CODE
LOW	src/sqlfluff/core/errors.py	18	CODE
LOW	src/sqlfluff/core/errors.py	21	CODE
LOW	src/sqlfluff/core/errors.py	21	CODE
LOW	src/sqlfluff/core/config/__init__.py	12	CODE
LOW	src/sqlfluff/core/config/__init__.py	13	CODE
LOW	src/sqlfluff/core/config/__init__.py	13	CODE
LOW	src/sqlfluff/core/config/__init__.py	13	CODE
LOW	src/sqlfluff/core/config/__init__.py	13	CODE
LOW	src/sqlfluff/core/config/__init__.py	13	CODE
LOW	src/sqlfluff/core/config/fluffconfig.py	3	CODE
LOW	src/sqlfluff/core/config/loader.py	9	CODE
LOW	src/sqlfluff/core/linter/__init__.py	3	CODE
LOW	src/sqlfluff/core/linter/__init__.py	4	CODE
LOW	src/sqlfluff/core/linter/__init__.py	4	CODE
LOW	src/sqlfluff/core/linter/__init__.py	4	CODE
LOW	src/sqlfluff/core/linter/__init__.py	5	CODE
LOW	src/sqlfluff/core/linter/__init__.py	6	CODE
LOW	src/sqlfluff/core/linter/__init__.py	7	CODE
LOW	src/sqlfluff/core/linter/fix.py	12	CODE
LOW	src/sqlfluff/core/linter/linting_result.py	14	CODE
LOW	src/sqlfluff/core/linter/linter.py	41	CODE
LOW	src/sqlfluff/core/linter/linter.py	47	CODE
LOW	src/sqlfluff/core/linter/linter.py	48	CODE
LOW	src/sqlfluff/core/linter/linter.py	49	CODE
LOW	src/sqlfluff/core/plugin/hookspecs.py	13	CODE
LOW	src/sqlfluff/core/parser/match_result.py	15	CODE
LOW	src/sqlfluff/core/parser/match_result.py	16	CODE
LOW	src/sqlfluff/core/parser/match_result.py	16	CODE
LOW	src/sqlfluff/core/parser/__init__.py	3	CODE
LOW	src/sqlfluff/core/parser/__init__.py	3	CODE
150 more matches not shown…

Deep Nesting161 hits · 155 pts

Severity	File	Line	Context
LOW	util.py	112	CODE
LOW	test/conftest.py	61	CODE
LOW	test/conftest.py	112	CODE
LOW	test/conftest.py	187	CODE
LOW	test/generate_parse_fixture_yml.py	26	CODE
LOW	test/cli/commands_test.py	1671	CODE
LOW	test/cli/commands_test.py	1853	CODE
LOW	test/cli/test_parse_with_positions.py	222	CODE
LOW	test/cli/test_parse_with_positions.py	256	CODE
LOW	test/rules/std_fix_auto_test.py	47	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	634	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	654	CODE
LOW	docsv/scripts/generate-cli-docs.py	89	CODE
LOW	docsv/scripts/generate-api-docs.py	104	CODE
LOW	docsv/scripts/generate-api-docs.py	181	CODE
LOW	docsv/scripts/generate-api-docs.py	293	CODE
LOW	docsv/scripts/generate-api-docs.py	379	CODE
LOW	docsv/scripts/generate-api-docs.py	660	CODE
LOW	docsv/scripts/generate-rules-docs.py	209	CODE
LOW	docsv/scripts/generate-rules-docs.py	536	CODE
LOW	utils/build_parsers.py	257	CODE
LOW	utils/build_parsers.py	367	CODE
LOW	utils/build_parsers.py	1333	CODE
LOW	utils/compare_parser_metrics.py	104	CODE
LOW	utils/compare_parser_metrics.py	336	CODE
LOW	utils/benchmark_parsing.py	69	CODE
LOW	examples/01_basic_api_usage.py	48	CODE
LOW	src/sqlfluff/diff_quality_plugin.py	54	CODE
LOW	src/sqlfluff/core/config/validate.py	22	CODE
LOW	src/sqlfluff/core/config/loader.py	51	CODE
LOW	src/sqlfluff/core/config/ini.py	12	CODE
LOW	src/sqlfluff/core/config/toml.py	31	CODE
LOW	src/sqlfluff/core/linter/patch.py	58	CODE
LOW	src/sqlfluff/core/linter/patch.py	271	CODE
LOW	src/sqlfluff/core/linter/runner.py	174	CODE
LOW	src/sqlfluff/core/linter/discovery.py	177	CODE
LOW	src/sqlfluff/core/linter/fix.py	107	CODE
LOW	src/sqlfluff/core/linter/linted_dir.py	228	CODE
LOW	src/sqlfluff/core/linter/linting_result.py	135	CODE
LOW	src/sqlfluff/core/linter/linter.py	170	CODE
LOW	src/sqlfluff/core/linter/linter.py	457	CODE
LOW	src/sqlfluff/core/linter/linter.py	1141	CODE
LOW	src/sqlfluff/core/parser/match_result.py	197	CODE
LOW	src/sqlfluff/core/parser/rust_parser.py	179	CODE
LOW	src/sqlfluff/core/parser/context.py	165	CODE
LOW	src/sqlfluff/core/parser/lexer.py	483	CODE
LOW	src/sqlfluff/core/parser/lexer.py	182	CODE
LOW	src/sqlfluff/core/parser/match_algorithms.py	140	CODE
LOW	src/sqlfluff/core/parser/match_algorithms.py	366	CODE
LOW	src/sqlfluff/core/parser/match_algorithms.py	553	CODE
LOW	src/sqlfluff/core/parser/grammar/sequence.py	36	CODE
LOW	src/sqlfluff/core/parser/segments/file.py	44	CODE
LOW	src/sqlfluff/core/parser/segments/base.py	463	CODE
LOW	src/sqlfluff/core/dialects/common.py	133	CODE
LOW	src/sqlfluff/core/dialects/base.py	185	CODE
LOW	src/sqlfluff/core/rules/fix.py	107	CODE
LOW	src/sqlfluff/core/rules/fix.py	275	CODE
LOW	src/sqlfluff/core/rules/noqa.py	65	CODE
LOW	src/sqlfluff/core/rules/noqa.py	168	CODE
LOW	src/sqlfluff/core/rules/noqa.py	190	CODE
101 more matches not shown…

Over-Commented Block153 hits · 148 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	301	[tool.uv.workspace]	COMMENT
LOW	tox.ini	41	# consistent results.	COMMENT
LOW	test/core/linter/linted_file_test.py	121	# which should trigger the logic to ensure that the source	COMMENT
LOW	test/utils/reflow/reindent_test.py	401	# JOIN	COMMENT
LOW	test/utils/reflow/reindent_test.py	501	_IndentPoint(7, 1, 0, 1, 5, False, ()),	COMMENT
LOW	test/utils/reflow/reindent_test.py	541	(	COMMENT
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	141	# This one seems to be less of an issue in testing, but I'm	COMMENT
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	741	# The explanation on the undefined macro error is already fairly	COMMENT
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	801	# 1. Assertion errors in TemplatedFile, when it sanity checks the	COMMENT
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	821	# So for files that have no templated elements in them, render_func	COMMENT
LOW	docs/source/_partials/starter_config.cfg	1	[sqlfluff]	COMMENT
LOW	docs/source/_partials/starter_config.cfg	61		COMMENT
LOW	examples/01_basic_api_usage.py	21	# ...	COMMENT
LOW	examples/03_getting_rules_and_dialects.py	21	# ...	COMMENT
LOW	.github/FUNDING.yml	1	# sqlfluff is free to use to improve sql in whatever context you	COMMENT
LOW	.github/workflows/ci-tests.yml	1	#############################	COMMENT
LOW	.github/workflows/ci-tests.yml	481	name: Dialect ${{ matrix.marks }}${{ matrix.with-rust }}	COMMENT
LOW	sqlfluffrs/pyproject.toml	1	[build-system]	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_api.rs	1	//! Ergonomic API for Table-Driven Grammar Access	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	1	//! Table-Driven Grammar Instruction Format	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	61	// pub enum ParseMode {	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	181	///	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	201	///	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	221	/// - Use `exclude_idx` if HAS_EXCLUDE flag set	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_inst.rs	241	pub parse_mode: ParseMode,	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/identity.rs	1	//! Process-global unique identifiers for tokens.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/parser.rs	101		COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	1	//! Table-Driven Grammar Storage	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	21	//! Sequence(	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	41		COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	61	/// Instructions index into this table via `first_terminator_idx` + `terminator_count`.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	81	/// - simple_hint indices (optional)	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	101	/// Contains pre-computed simple hints for fast pruning of OneOf alternatives.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/grammar_tables.rs	121		COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/token/mod.rs	721	// let mut child_results = Vec::new();	COMMENT
LOW	sqlfluffrs/sqlfluffrs_types/src/token/mod.rs	741	// let mut merged_map = HashMap::new();	COMMENT
LOW	sqlfluffrs/tests/test_delimited_terminator_timing.rs	1	/// Test cases to verify terminator timing behavior in Delimited grammar	COMMENT
LOW	sqlfluffrs/tests/test_delimited_terminator_timing.rs	21	fn test_delimited_where_terminator_matches_element() {	COMMENT
LOW	sqlfluffrs/tests/test_delimited_terminator_timing.rs	41		COMMENT
LOW	sqlfluffrs/tests/test_delimited_terminator_timing.rs	61	/// 5. Match "b" ✓	COMMENT
LOW	sqlfluffrs/sqlfluffrs_benchmarks/build.rs	1	//! Build script for the TPC benchmark crate.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_benchmarks/examples/time_tpc.rs	1	/// time_tpc: timing and parser-stats harness for TPC-H and TPC-DS benchmarks.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_benchmarks/benches/tpc_bench.rs	1	/// TPC-H and TPC-DS lex and parse benchmarks.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_benchmarks/src/lib.rs	1	//! Shared helpers for the TPC-H / TPC-DS lex and parse benchmarks.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_python/src/marker.rs	101	self.0.source_str()	COMMENT
LOW	sqlfluffrs/sqlfluffrs_rules/src/lib.rs	1	//! Rust-native lint rules, run over the parse arena's public read API.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_rules/src/cp01.rs	1	//! CP01 (keyword capitalisation) detection over the parse arena.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_rules/src/python.rs	1	//! PyO3 bindings for the Rust-native rules.	COMMENT
LOW	sqlfluffrs/benches/baseline_phase1.rs	1	/// Phase 1 Baseline Benchmarks for Table-Driven Grammar Migration	COMMENT
LOW	sqlfluffrs/sqlfluffrs_dialects/build.rs	1	//! Cargo build script for `sqlfluffrs_dialects`.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_dialects/build.rs	21	//!	COMMENT
LOW	sqlfluffrs/sqlfluffrs_dialects/src/block_comment.rs	1	/// Extract nested block comments from SQL input.	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/core.rs	41	tables.aux_data[start..end]	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/core.rs	81		COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/core.rs	161	/// Memoizes a Ref's resolved child grammar (ref grammar_id -> child grammar_id).	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/core.rs	681	class_types	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/cache.rs	1	/// Parse caching module for performance optimization	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/cache.rs	21	#[cfg(feature = "verbose-debug")]	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/cache.rs	41	/// Cache key for table-driven parser memoization	COMMENT
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/arena_py.rs	1	//! PyO3 bindings for the arena tree.	COMMENT
93 more matches not shown…

Self-Referential Comments35 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/core/parser/lexer_test.py	474	# Create a mock templated file	COMMENT
MEDIUM	test/core/parser/lexer_test.py	537	# Create a mock token with an unknown type	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	309	# Create a parser	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	342	# Create a parser	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	376	# Create a parser	COMMENT
MEDIUM	test/core/parser/segments/segments_meta_test.py	64	# Create a TemplateSegment with position marker	COMMENT
MEDIUM	test/core/templaters/jinja_test.py	1730	# Create a TemplatedFile from the results. This runs some useful sanity	COMMENT
MEDIUM	test/core/templaters/jinja_test.py	2027	# Create a config with dotted notation in the context section	COMMENT
MEDIUM	test/utils/analysis/query_test.py	19	# Create a crawler from the root segment.	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	867	# Create a custom reflow config with the specific settings	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	880	# Create a reflow sequence with the custom config	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	923	# Create a custom reflow config with:	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	939	# Create a reflow sequence with the custom config	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	974	# Create a custom reflow config with:	COMMENT
MEDIUM	test/utils/reflow/reindent_test.py	990	# Create a reflow sequence with the custom config	COMMENT
MEDIUM	test/cli/commands_test.py	2673	# Create a SQL file larger than the byte limit.	COMMENT
MEDIUM	test/cli/commands_test.py	2702	# Create a SQL file larger than the byte limit.	COMMENT
MEDIUM⚡	test/cli/test_parse_with_positions.py	139	# Create a templated file for position tracking	COMMENT
MEDIUM⚡	test/cli/test_parse_with_positions.py	143	# Create an Indent meta segment with position marker at line 2	COMMENT
MEDIUM	plugins/sqlfluff-templater-dbt/test/templater_test.py	420	# Create a real file structure with a symlink mimicking dbt local packages:	COMMENT
MEDIUM	utils/build_parsers.py	775	# Create a synthetic OneOf for the elements	COMMENT
MEDIUM	src/sqlfluff/core/parser/types.py	20	# Define the potential parse modes. These are used in grammars	COMMENT
MEDIUM	src/sqlfluff/core/parser/rust_parser.py	167	# Create the Rust parser	COMMENT
MEDIUM	src/sqlfluff/core/parser/grammar/sequence.py	567	# Create the final match result	COMMENT
MEDIUM	src/sqlfluff/core/parser/grammar/anyof.py	45	# Create an unmatched segment	COMMENT
MEDIUM	src/sqlfluff/core/parser/segments/base.py	142	# Create a cache key on definition.	COMMENT
MEDIUM	src/sqlfluff/core/rules/loader.py	20	# Create a rules dictionary for importing in	COMMENT
MEDIUM	src/sqlfluff/core/rules/base.py	706	"""This method is monkey patched into a "raise" for certain tests."""	STRING
MEDIUM	src/sqlfluff/core/templaters/jinja.py	967	# Create a mapping of the original source slices before modification so	COMMENT
MEDIUM	src/sqlfluff/core/helpers/dict.py	279	# Create an empty dictionary if key not found.	COMMENT
MEDIUM	src/sqlfluff/utils/testing/logging.py	58	# Create a placeholder class that will never be instantiated	COMMENT
MEDIUM	src/sqlfluff/dialects/dialect_ansi.py	324	# The following functions can be called without parentheses per ANSI specification	COMMENT
MEDIUM	src/sqlfluff/rules/layout/LT08.py	220	# Create a result, anchored on the start of the next content.	COMMENT
MEDIUM	src/sqlfluff/rules/convention/CV06.py	419	# Create the final semi-colon if it does not yet exist.	COMMENT
MEDIUM⚡	src/sqlfluff/rules/structure/ST06.py	260	# Create a list of all the edit fixes	COMMENT

Decorative Section Separators25 hits · 100 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	requirements_dev.txt	4	# ---------------------------	COMMENT
MEDIUM⚡	requirements_dev.txt	10	# --------------------	COMMENT
MEDIUM⚡	requirements_dev.txt	15	# --------------	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	16	# ============================================================================	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	18	# ============================================================================	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	69	# ============================================================================	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	71	# ============================================================================	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	446	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/core/parser/rust_parser_test.py	448	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	528	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	530	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	666	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	675	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	937	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	948	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	1062	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/core/parser/rust_parser_test.py	1071	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/sqlfluff/core/dialects/common.py	78	# =============================================================================	COMMENT
MEDIUM⚡	src/sqlfluff/core/dialects/common.py	87	# =============================================================================	COMMENT
MEDIUM⚡	src/sqlfluff/core/dialects/common.py	348	# =============================================================================	COMMENT
MEDIUM⚡	src/sqlfluff/core/dialects/common.py	350	# =============================================================================	COMMENT
MEDIUM⚡	src/sqlfluff/utils/reflow/respace.py	27	# ---------------------------	COMMENT
MEDIUM⚡	src/sqlfluff/utils/reflow/respace.py	29	# ---------------------------	COMMENT

AI Slop Vocabulary38 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	test/core/templaters/python_test.py	461	# For the render_func we just use a function which just returns the	COMMENT
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	742	# explanatory, so just pass it straight through.	COMMENT
MEDIUM	plugins/sqlfluff-templater-dbt/test/templater_test.py	508	# Log the rendered file to facilitate better debugging of the files.	COMMENT
LOW	docsv/scripts/generate-dialects-docs.py	60	# If no definition found, just return as plain text	COMMENT
LOW	.github/workflows/create-release-pull-request.yaml	81	# merged, so we just add "YYYY-MM-DD" for now as a placeholder.	COMMENT
LOW	src/sqlfluff/core/linter/discovery.py	96	# to process and just return None.	COMMENT
LOW	src/sqlfluff/core/linter/discovery.py	152	# Does it have a relevant extension? If not, just return an empty list.	COMMENT
LOW	src/sqlfluff/core/linter/discovery.py	163	# If not ignored, just return the file.	COMMENT
MEDIUM	src/sqlfluff/core/linter/fix.py	83	# Definitely valid (i.e. no conflict) if 0 or 1. In practice, this	COMMENT
MEDIUM	src/sqlfluff/core/linter/fix.py	92	# Definitely bad if > 2.	COMMENT
LOW	src/sqlfluff/core/linter/fix.py	163	# No fix matches here, just add the segment and move on.	COMMENT
LOW	src/sqlfluff/core/linter/fix.py	328	# Don't any apply fixes from within this region and just return the	COMMENT
LOW	src/sqlfluff/core/parser/match_result.py	129	# If the current match is empty, just return the other.	COMMENT
LOW	src/sqlfluff/core/parser/match_result.py	132	# If the same is true of the other, just return self.	COMMENT
LOW	src/sqlfluff/core/parser/match_result.py	169	# If it's a failed (empty) match, then just pass straight	COMMENT
MEDIUM	src/sqlfluff/core/parser/parser.py	49	# a unique entry point to facilitate exactly this. All other segments	COMMENT
LOW	src/sqlfluff/core/parser/match_algorithms.py	98	# then we should just return immediately. Nothing will match.	COMMENT
LOW	src/sqlfluff/core/parser/match_algorithms.py	522	# If there's either no match, or we hit a target, just pass the result.	COMMENT
LOW	src/sqlfluff/core/parser/grammar/sequence.py	180	# If it's a raw meta, just add it to our list.	COMMENT
LOW	src/sqlfluff/core/parser/grammar/sequence.py	332	# If it did, then just add it as a child match and we're done. Move on.	COMMENT
LOW	src/sqlfluff/core/parser/grammar/anyof.py	34	# If we're being strict, just return.	COMMENT
MEDIUM	src/sqlfluff/core/templaters/jinja.py	842	# The JinjaTracer slicing algorithm is more robust, but it requires	COMMENT
LOW	src/sqlfluff/core/templaters/python.py	808	# if we don't have anything to anchor on, then just return (coalescing	COMMENT
MEDIUM	src/sqlfluff/core/templaters/slicers/tracer.py	548	# by keeping tokens as Jinja returns them, the code is more robust.	COMMENT
LOW	src/sqlfluff/core/helpers/dict.py	292	# If we don't, then just set the value:	COMMENT
LOW	src/sqlfluff/utils/reflow/reindent.py	1420	# If indent compensation is not needed, simply return the desired indent.	COMMENT
MEDIUM	src/sqlfluff/utils/reflow/sequence.py	143	# This is to facilitate better evaluation of the ends of files.	COMMENT
LOW	src/sqlfluff/dialects/dialect_ansi.py	2993	# than just add optional=True to BracketedColumnReferenceListGrammar).	COMMENT
LOW	src/sqlfluff/dialects/dialect_snowflake.py	8464	# we will just use that.	COMMENT
MEDIUM	src/sqlfluff/dialects/dialect_redshift.py	1738	# TODO: This logic can be streamlined. However, there are some odd parsing issues.	COMMENT
LOW	src/sqlfluff/rules/references/RF03.py	327	# If it's the right kind already, just return.	COMMENT
LOW	src/sqlfluff/rules/convention/CV10.py	169	# We can't just set the primary type, but we have to ensure that the	STRING
LOW	src/sqlfluff/rules/ambiguous/AM07.py	80	# set expression, just use the first query. If that first query isn't	COMMENT
LOW	src/sqlfluff/rules/ambiguous/AM06.py	135	# If there are no column references then just return	COMMENT
MEDIUM	src/sqlfluff/rules/aliasing/AL09.py	185	# should be done in conjunction with RF06 & CP02 (see docstring).	COMMENT
MEDIUM⚡	src/sqlfluff/rules/structure/ST06.py	269	# approach would leverage difflib.SequenceMatcher.get_opcodes(),	COMMENT
MEDIUM⚡	src/sqlfluff/rules/structure/ST06.py	273	# final application of patches (in "sqlfluff fix") more robust.	COMMENT
LOW	src/sqlfluff/rules/structure/ST11.py	105	# If we can't find a reference, just return an empty string	COMMENT

Fake / Example Data63 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	CHANGELOG.md	5787	One of the biggest new features in this release is the support for SQLAlchemy and other "placeholder" templating within	CODE
LOW	test/core/config/fluffconfig_test.py	95	("placeholder", PlaceholderTemplater, False),	CODE
LOW⚡	test/core/config/loader_test.py	240	os.path.join("test", "fixtures", "config", "placeholder"),	CODE
LOW⚡	test/core/config/loader_test.py	250	"placeholder": {	CODE
LOW⚡	test/core/parser/lexer_test.py	228	"placeholder",	CODE
LOW⚡	test/core/parser/lexer_test.py	231	("", "\n select 1 as test\n", "literal", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	233	("", "{% endcall %}", "block_end", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	239	"placeholder",	CODE
LOW⚡	test/core/parser/lexer_test.py	261	("", "{% macro render_name(title) %}", "block_start", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	263	("", "\n '", "literal", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	264	("", "{{ title }}", "templated", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	265	("", ". foo' as ", "literal", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	266	("", "{{ caller() }}", "templated", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	267	("", "\n", "literal", "placeholder"),	CODE
LOW⚡	test/core/parser/lexer_test.py	269	("", "{% endmacro %}", "block_end", "placeholder"),	CODE
LOW	test/core/parser/lexer_test.py	286	("", "\n bar\n ", "literal", "placeholder"),	CODE
LOW	test/core/parser/lexer_test.py	288	("", "{% endcall %}", "block_end", "placeholder"),	CODE
LOW	test/core/parser/lexer_test.py	373	("", "{# comment #}", "comment", "placeholder"),	CODE
LOW	test/core/parser/lexer_test.py	401	("", "", "special_type", "placeholder"),	CODE
LOW	test/core/parser/lexer_test.py	598	"templater": "placeholder",	CODE
LOW	test/core/parser/lexer_test.py	603	"placeholder": {	CODE
LOW	test/core/parser/lexer_test.py	686	"templater": "placeholder",	CODE
LOW	test/core/parser/lexer_test.py	691	"placeholder": {	CODE
LOW	test/core/parser/segments/segments_meta_test.py	78	assert tuple_with_pos[0] == "placeholder"	CODE
LOW	test/core/templaters/jinja_test.py	746	assert seg_types == ["placeholder", "end_of_file"]	CODE
LOW	test/core/templaters/jinja_test.py	852	seg.is_type("placeholder")	CODE
LOW	sqlfluffrs/sqlfluffrs_types/src/token/construction.rs	265	token.token_type = Cow::Borrowed("placeholder");	CODE
LOW	sqlfluffrs/sqlfluffrs_types/src/token/construction.rs	331	class_types_static!(PLACEHOLDER_CT, "base", "raw", "meta", "placeholder");	CODE
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/types.rs	228	MetaType::Template { .. } => "placeholder",	CODE
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/types.rs	447	MetaType::Template { .. } => "placeholder".to_string(),	CODE
LOW	sqlfluffrs/sqlfluffrs_parser/src/parser/arena.rs	697	MetaType::Template { .. } => "placeholder",	CODE
LOW	…/sqlfluffrs_parser/src/parser/table_driven/sequence.rs	872	if tok.is_type(&["placeholder"]) {	CODE
LOW	…/sqlfluffrs_parser/src/parser/table_driven/sequence.rs	897	if tok.is_type(&["placeholder"]) {	CODE
LOW	src/sqlfluff/core/linter/patch.py	155	seg.is_type("placeholder")	CODE
LOW	src/sqlfluff/core/parser/grammar/sequence.py	60	if segments[_idx - 1].is_type("placeholder"):	CODE
LOW	src/sqlfluff/core/parser/grammar/sequence.py	71	if segments[_idx].is_type("placeholder"):	CODE
LOW	src/sqlfluff/core/parser/segments/base.py	519	fwd_seg.is_type("placeholder")	CODE
LOW	src/sqlfluff/core/parser/segments/meta.py	189	type = "placeholder"	CODE
LOW	src/sqlfluff/core/templaters/placeholder.py	78	name = "placeholder"	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	43	if not point.class_types.intersection({"newline", "placeholder"}):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	54	if seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	280	assert segment.is_type("placeholder", "template_loop")	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	347	elif not _element.segments[0].is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	380	if first_segment.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	412	if seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	489	if "placeholder" in elements[ip.idx + 1].class_types:	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	701	if not seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	750	if not seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1028	"placeholder" in elements[idx + 1].class_types	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1256	if elements[0].segments[0].is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1278	if indent_seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1372	if init_seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1624	if elements[ip.idx + 1 :] and "placeholder" in elements[ip.idx + 1].class_types:	CODE
LOW	src/sqlfluff/utils/reflow/reindent.py	1629	if seg.is_type("placeholder")	CODE
LOW	src/sqlfluff/utils/reflow/elements.py	51	if not segment or not segment.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/elements.py	115	"whitespace", "placeholder", "newline", "indent", "template_loop"	CODE
LOW	src/sqlfluff/utils/reflow/elements.py	444	if indent_seg and indent_seg.is_type("placeholder"):	CODE
LOW	src/sqlfluff/utils/reflow/elements.py	622	if before.is_type("placeholder")	CODE
LOW	src/sqlfluff/utils/reflow/elements.py	635	if after.is_type("placeholder")	CODE
LOW	src/sqlfluff/rules/layout/LT12.py	139	if _trailing_segment.is_type("placeholder"):	CODE
3 more matches not shown…

Redundant / Tautological Comments36 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	test/core/errors_test.py	42	# Set ignore to true if configured.	COMMENT
LOW	test/core/errors_test.py	57	# Set ignore to true if configured.	COMMENT
LOW	test/core/errors_test.py	72	# Set ignore to true if configured.	COMMENT
LOW⚡	test/dialects/conftest.py	113	# Check if all child segments are the correct type	COMMENT
LOW	docsv/scripts/generate-api-docs.py	138	# Check if this line is a section header	COMMENT
LOW	utils/build_parsers.py	1206	# Check if this is an implicit indent	COMMENT
LOW	utils/build_parsers.py	1246	# Check if this is an implicit indent	COMMENT
LOW	utils/build_parsers.py	1719	# Check if this is a Segment class (has a 'type' attribute)	COMMENT
LOW	utils/micro_benchmark_small.py	83	# Check if lexing dominates	COMMENT
LOW	docs/generate-auto-docs.py	67	# Check if "core" is in the rule's groups	STRING
LOW	docs/source/conf.py	96	# Set branch to main (used by Codecov button)	COMMENT
LOW	examples/02_timing_api_steps.py	16	# Output the result	COMMENT
LOW	src/sqlfluff/diff_quality_plugin.py	56	# Check if SQLFluff is installed.	COMMENT
LOW	src/sqlfluff/core/default_config.cfg	62	# Set either to 0 to disable.	COMMENT
LOW	src/sqlfluff/core/parser/rust_parser.py	692	# Check if segment has _rstoken attribute (cached original token)	COMMENT
LOW	src/sqlfluff/core/parser/grammar/sequence.py	541	# Check if we've run out of segments	COMMENT
LOW	src/sqlfluff/core/parser/grammar/anyof.py	226	# Check if we have matched an option too many times.	COMMENT
LOW	src/sqlfluff/utils/reflow/respace.py	254	# Check if we've just passed whitespace. If we have, remove it	COMMENT
LOW	src/sqlfluff/cli/commands.py	751	# Output the results as we go	COMMENT
LOW	src/sqlfluff/rules/layout/LT08.py	109	# Check if the next code segment is CYCLE or SEARCH	COMMENT
LOW	src/sqlfluff/rules/layout/LT09.py	325	# Check if the modifier is one we care about	COMMENT
LOW	src/sqlfluff/rules/layout/LT15.py	60	# Check if we're inside a statement first (highest priority)	COMMENT
LOW	src/sqlfluff/rules/layout/LT15.py	71	# Check if we're inside a batch but not in a statement	COMMENT
LOW	src/sqlfluff/rules/oracle/OR01.py	60	# Check if batch contains only slash_buffer_executor statement	COMMENT
LOW	src/sqlfluff/rules/tsql/TQ03.py	66	# Check if batch contains only GO statement	COMMENT
LOW	src/sqlfluff/rules/tsql/TQ02.py	93	# Check if the first statement is already a begin_end_block	COMMENT
LOW	src/sqlfluff/rules/tsql/TQ02.py	159	# Check if there's a statement_terminator after the last statement	COMMENT
LOW	src/sqlfluff/rules/convention/CV06.py	354	# Check if this code segment contains the last statement	COMMENT
LOW	src/sqlfluff/rules/convention/CV06.py	372	# Check if there's a semicolon terminator after the last statement	COMMENT
LOW	src/sqlfluff/rules/aliasing/AL10.py	49	# Check if this FROM expression contains a derived table.	COMMENT
LOW	src/sqlfluff/rules/structure/ST02.py	221	# Check if the comparison is to NULL or NOT NULL.	COMMENT
LOW	src/sqlfluff/rules/structure/ST02.py	252	# Check if we can reduce the CASE expression to a single coalesce	COMMENT
LOW	src/sqlfluff/rules/structure/ST06.py	65	# Check if the view has an explicit column list	COMMENT
LOW	src/sqlfluff/rules/structure/ST06.py	69	# Check if this bracketed segment contains column references	COMMENT
LOW	src/sqlfluff/rules/structure/ST06.py	88	# Check if we've seen a more complex select target element already	COMMENT
LOW	src/sqlfluff/rules/structure/ST09.py	332	# Check if list is made up of a qualified column_reference segment,	COMMENT

Cross-Language Confusion7 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	src/sqlfluff/core/linter/linter.py	278	"cd sqlfluffrs && maturin develop --features python"	CODE
HIGH	src/sqlfluff/core/parser/match_result.py	58	# NOTE: If this is null, it means we've matched a sequence of segments	COMMENT
HIGH	src/sqlfluff/cli/commands.py	1015	# If some failed then return false	COMMENT
HIGH	src/sqlfluff/dialects/dialect_tsql_keywords.py	12	null,	CODE
HIGH	src/sqlfluff/rules/aliasing/AL09.py	164	# We should expect all of these to be non-null, but some bug	COMMENT
HIGH	src/sqlfluff/rules/capitalisation/CP04.py	19	null,	STRING
HIGH	src/sqlfluff/rules/capitalisation/CP04.py	42	null,	STRING

Excessive Try-Catch Wrapping29 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	test/generate_parse_fixture_yml.py	104	except Exception as err:	CODE
LOW	test/core/linter/linted_file_test.py	263	except Exception:	CODE
LOW	test/api/simple_test.py	493	except Exception as err:	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	131	except Exception as err:	CODE
LOW	…luff-templater-dbt/sqlfluff_templater_dbt/templater.py	744	except Exception as err:	CODE
LOW	plugins/sqlfluff-templater-dbt/test/templater_test.py	568	except Exception as e:	CODE
LOW	docsv/scripts/generate-api-docs.py	200	except Exception:	CODE
LOW	docsv/scripts/generate-api-docs.py	364	except Exception:	CODE
LOW	utils/build_parsers.py	336	except Exception:	CODE
LOW	utils/build_parsers.py	361	except Exception:	CODE
MEDIUM	utils/benchmark_parser.py	198	print(f"Error: File not found: {args.file}", file=sys.stderr)	CODE
MEDIUM	utils/benchmark_parsing.py	56	print(f"Error: Dialect '{dialect}' not found in fixtures")	CODE
LOW	utils/benchmark_parsing.py	94	except Exception as e:	CODE
LOW	utils/benchmark_parsing.py	126	except Exception:	CODE
LOW	utils/benchmark_parsing.py	164	except Exception as e:	CODE
MEDIUM	utils/benchmark_parsing.py	638	print("Error: Specify --dialect <name> or --all-dialects")	CODE
MEDIUM	src/sqlfluff/diff_quality_plugin.py	69	print(f"Error parsing JSON output ({e}): {repr(o)}")	CODE
LOW	src/sqlfluff/core/linter/runner.py	134	except Exception as e:	CODE
LOW	src/sqlfluff/core/linter/runner.py	207	except Exception as e:	CODE
LOW	src/sqlfluff/core/linter/runner.py	255	except Exception as e:	CODE
LOW	src/sqlfluff/core/linter/discovery.py	60	except Exception:	CODE
LOW	src/sqlfluff/core/plugin/host.py	70	except Exception as err:	CODE
LOW	src/sqlfluff/core/parser/rust_parser.py	368	except Exception: # pragma: no cover	CODE
LOW	src/sqlfluff/core/rules/base.py	562	except Exception as e:	CODE
LOW	src/sqlfluff/core/rules/base.py	624	except Exception as e:	CODE
LOW	src/sqlfluff/core/templaters/jinja.py	766	except Exception as err:	CODE
LOW	src/sqlfluff/core/templaters/jinja.py	1023	except Exception:	CODE
LOW	src/sqlfluff/cli/commands.py	82	except Exception as e:	CODE
LOW	src/sqlfluff/cli/commands.py	103	except Exception: # pragma: no cover	CODE

Structural Annotation Overuse17 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	test/core/parser/grammar/grammar_sequence_test.py	486	# NOTE: This functionality doesn't get used much.	COMMENT
LOW	plugins/sqlfluff-templater-dbt/test/linter_test.py	48	# NOTE: This method is called within the config readout.	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	53	# Step 1: Generate rule documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	62	# Step 2: Generate dialect documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	71	# Step 3: Generate CLI documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	80	# Step 4: Generate API documentation	COMMENT
LOW	src/sqlfluff/core/parser/match_algorithms.py	523	# NOTE: This method returns the same as `next_match` in a "no match"	COMMENT
LOW	src/sqlfluff/core/dialects/__init__.py	105	# NOTE: The result of .expand() is a new class.	COMMENT
LOW	src/sqlfluff/utils/reflow/reindent.py	898	# NOTE: The following line should never lead to an index error	COMMENT
LOW	src/sqlfluff/utils/reflow/elements.py	818	# NOTE: This method operates on the existing fix buffer.	COMMENT
LOW	src/sqlfluff/cli/commands.py	798	# NOTE: The output format is designed for this GitHub action:	COMMENT
LOW	src/sqlfluff/cli/commands.py	842	# NOTE: The output format is designed for GitHub action:	COMMENT
LOW	src/sqlfluff/dialects/AGENTS.md	185	### Step 1: Create Test SQL Files	COMMENT
LOW	src/sqlfluff/dialects/AGENTS.md	209	### Step 2: Generate Expected Parse Trees	COMMENT
LOW	src/sqlfluff/dialects/AGENTS.md	224	### Step 3: Implement Grammar	COMMENT
LOW	src/sqlfluff/dialects/AGENTS.md	250	### Step 4: Regenerate and Verify	COMMENT
LOW	src/sqlfluff/dialects/AGENTS.md	273	### Step 5: Run Full Test Suite	COMMENT

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	src/sqlfluff/AGENTS.md	61	Short one-line description. Longer description explaining the purpose, behavior, and usage. Can span multiple l	STRING
HIGH	src/sqlfluff/core/templaters/jinja.py	173	Take a path and extract macros from it. Args: path (list[str]): A list of paths. env (E	STRING
HIGH	src/sqlfluff/core/templaters/jinja.py	720	Process a string and return the new string. Note that the arguments are enforced as keywords because Te	STRING
HIGH	src/sqlfluff/core/templaters/base.py	553	Process a string and return a TemplatedFile. Note that the arguments are enforced as keywords because Templater	STRING

AI Structural Patterns11 hits · 11 pts

Severity	File	Line	Context
LOW	src/sqlfluff/core/linter/linter.py	1141	CODE
LOW	src/sqlfluff/core/parser/grammar/delimited.py	38	CODE
LOW	src/sqlfluff/core/parser/grammar/anyof.py	67	CODE
LOW	src/sqlfluff/core/parser/grammar/anyof.py	311	CODE
LOW	src/sqlfluff/core/parser/segments/raw.py	48	CODE
LOW	src/sqlfluff/core/parser/segments/keyword.py	20	CODE
LOW	src/sqlfluff/core/templaters/jinja.py	1191	CODE
LOW	src/sqlfluff/cli/formatters.py	357	CODE
LOW	src/sqlfluff/cli/commands.py	688	CODE
LOW	src/sqlfluff/cli/commands.py	1330	CODE
LOW	src/sqlfluff/cli/commands.py	1447	CODE

Verbosity Indicators5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	docsv/scripts/generate-all-docs.py	53	# Step 1: Generate rule documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	62	# Step 2: Generate dialect documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	71	# Step 3: Generate CLI documentation	COMMENT
LOW⚡	docsv/scripts/generate-all-docs.py	80	# Step 4: Generate API documentation	COMMENT
LOW	src/sqlfluff/rules/tsql/TQ02.py	156	# so we need to check if there's a terminator after the last statement	COMMENT

Modern Structural Boilerplate10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	src/sqlfluff/diff_quality_plugin.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/sqlfluff/core/config/fluffconfig.py	622	def set_value(self, config_path: Iterable[str], val: Any) -> None:	CODE
LOW	src/sqlfluff/core/parser/rust_parser.py	56	def set_profiling(enabled: bool) -> None:	CODE
LOW	src/sqlfluff/core/parser/rust_parser.py	101	def set_native_ast(enabled: bool) -> None:	CODE
LOW	src/sqlfluff/core/parser/context.py	319	def update_progress(self, char_idx: int) -> None:	CODE
LOW	src/sqlfluff/core/parser/segments/raw.py	369	__all__ = [	CODE
LOW	src/sqlfluff/core/parser/segments/base.py	754	def set_as_parent(self, recurse: bool = True) -> None:	CODE
LOW	src/sqlfluff/core/parser/segments/base.py	762	def set_parent(self, parent: BaseSegment, idx: int) -> None:	CODE
LOW	src/sqlfluff/core/dialects/__init__.py	109	__all__ = [	CODE
LOW	src/sqlfluff/core/dialects/base.py	333	def set_lexer_matchers(self, lexer_matchers: list[LexerType]) -> None:	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/sqlfluff/rules/structure/ST10.py	59	# often included in auto-generated code.	COMMENT

Slop Phrases4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	7	# If adding any exceptions here, make sure to add them to .editorconfig as well	COMMENT
LOW	.pre-commit-config.yaml	40	# `requirements_dev.txt`. If you update these, make sure to update those too.	COMMENT
MEDIUM	examples/06_full_parse_api.py	57	# siblings of the parent, you can use .recursive_crawl().	STRING
LOW	src/sqlfluff/core/linter/fix.py	267	# If we fail to validate a child segment, make sure to validate this	COMMENT

Modern AI Meta-Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	sqlfluffrs/ENGINE.md	121	└── utils/rustify.py build # orchestrates, emits Rust	CODE
MEDIUM	sqlfluffrs/sqlfluffrs_python/src/lib.rs	1	//! sqlfluffrs_python: scaffold for Python-facing bindings	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings