3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.5K

Stars

Rust

Language

350.7K

Lines of Code

1.4K

Files

1.1K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 13.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 963 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 63 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 79 finding(s).

PR Review Velocity Impact 15.4/100 · LOW

Which changes need focused human review? 1051 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 3HIGH 8MEDIUM 26LOW 1014

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1051 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block855 hits · 855 pts

Severity	File	Line	Snippet	Context
LOW	tokenizers/src/edge_ngram.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/cjk.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/code.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/icu.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/lib.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/token_length.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/ngram.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/lindera.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/manager.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/manager.rs	341	// The "type" field will not be present on the deserialized value.	COMMENT
LOW	tokenizers/src/manager.rs	1601	/// uses the new tokenizer which strips whitespace.	COMMENT
LOW	tokenizers/src/token_trim.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/chinese_convert.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tokenizers/src/unicode_words.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	docker/generate-dockerfiles.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker/manifests/antithesis-paradedb.yaml	1	# This manifest is intended exclusively for use on the Antithesis platform.	COMMENT
LOW	schemabot/tests/cli.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	schemabot/src/schema.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	schemabot/src/sql.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	schemabot/src/migration.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	schemabot/src/main.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/antithesis/anytime_recovery_liveness.sh	1	#!/bin/bash	COMMENT
LOW	tests/antithesis/singleton_driver_property-tests.sh	1	#!/bin/bash	COMMENT
LOW	tests/tests/mpp_error_masking.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/copy.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/bm25_search.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/mlt.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/serializable.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/sorting.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/basescan_cancel.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/cleanup.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/domain_type.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/mpp_joinscan_concurrent.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/vacuum.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/key.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/joins.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/hybrid.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/term.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/ltree.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/mutation.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/heap_filter_system_columns.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/index_config.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/pg_dump.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/typmod_terminate.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/fast_fields.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/range.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/index_permissions.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/citus_compatibility.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/citus_compatibility.rs	21	use sqlx::PgConnection;	COMMENT
LOW	tests/tests/index_access_locks.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/index_sorting.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/index_sorting.rs	561	// These tests verify that the sorted index path works correctly with parallel	COMMENT
LOW	tests/tests/index_sorting.rs	881	}	COMMENT
LOW	tests/tests/icu.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/heap.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/columnar.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/schema_grants.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/ivm.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/iam.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
LOW	tests/tests/query.rs	1	// Copyright (c) 2023-2026 ParadeDB, Inc.	COMMENT
795 more matches not shown…

Decorative Section Separators17 hits · 64 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.github/scripts/release.py	1040	# ==============================================================================	COMMENT
MEDIUM⚡	.github/scripts/release.py	1042	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	54	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	56	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	309	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	311	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	798	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	800	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	928	# ==============================================================================	COMMENT
MEDIUM	.github/scripts/release.py	930	# ==============================================================================	COMMENT
MEDIUM⚡	pg_search/src/postgres/customscan/joinscan/mod.rs	104	//! ┌─────────────────┐ ┌──────────────────┐ ┌─────────────────────┐	COMMENT
MEDIUM⚡	pg_search/src/postgres/customscan/joinscan/mod.rs	109	//! └─────────────────┘ └──────────────────┘ └─────────────────────┘	COMMENT
MEDIUM⚡	pg_search/src/postgres/customscan/joinscan/mod.rs	112	//! ┌─────────────────────┐	COMMENT
MEDIUM⚡	pg_search/src/postgres/customscan/joinscan/mod.rs	115	//! └─────────────────────┘	COMMENT
MEDIUM⚡	pg_search/src/query/builder.rs	52	//! output ──────────────────> (query, None)	COMMENT
MEDIUM⚡	pg_search/src/query/builder.rs	56	//! output ──┬── clone ──────> (cloned_query, Some(output))	COMMENT
MEDIUM⚡	pg_search/src/query/builder.rs	57	//! └── keep ───────> Must keep output for children closure.	COMMENT

Fake / Example Data57 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests/partitioned_build_concurrent_writes.rs	55	SELECT (i * 7919) % 500, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding here ', 8)	CODE
LOW	tests/tests/concurrent_build_writes.rs	52	SELECT 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding here ', 8)	CODE
LOW	tests/tests/documentation.rs	127	"John Doe".into()	CODE
LOW	tests/tests/documentation.rs	2058	assert_eq!(rows[0], (1, 1, 3, 99.99, "John Doe".into()));	CODE
LOW	tests/tests/search_config.rs	65	"('John Doe', 'New Book Release', 'Exciting new book released by renowned author.'),	CODE
LOW	…ests/pg_regress/common/snippet_json_advanced_setup.sql	36	(3, '{"content": "test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labo	CODE
LOW	…ests/pg_regress/common/snippet_json_advanced_setup.sql	36	(3, '{"content": "test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labo	CODE
LOW	…sts/pg_regress/common/snippet_position_basic_setup.sql	15	('test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW	…sts/pg_regress/common/snippet_position_basic_setup.sql	15	('test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW	…/pg_regress/common/snippet_position_advanced_setup.sql	42	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	…/pg_regress/common/snippet_position_advanced_setup.sql	42	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	…h/tests/pg_regress/common/snippet_json_basic_setup.sql	24	('test Lorem ipsum dolor sit amet...test',	CODE
LOW	…h/tests/pg_regress/common/snippet_json_basic_setup.sql	24	('test Lorem ipsum dolor sit amet...test',	CODE
LOW	…tests/pg_regress/common/parallel_build_small_setup.sql	11	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore ma	CODE
LOW	…tests/pg_regress/common/parallel_build_small_setup.sql	11	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore ma	CODE
LOW	…_search/tests/pg_regress/sql/score_join_predicates.sql	41	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	…_search/tests/pg_regress/sql/score_join_predicates.sql	41	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	pg_search/tests/pg_regress/sql/aggregate_join_alias.sql	30	(1, 'Acme Corp', 'acme.com'),	CODE
LOW	pg_search/tests/pg_regress/sql/deprecated_score.sql	41	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	pg_search/tests/pg_regress/sql/deprecated_score.sql	41	(4, 3, 'test Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolo	CODE
LOW	pg_search/tests/pg_regress/sql/lateral-join.sql	56	('John Doe', 'Tech writer specializing in databases', 'database'),	CODE
LOW	pg_search/tests/pg_regress/sql/composite_advanced.sql	28	'field1_' \|\| i \|\| ' lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod tempor incididunt ut labor	CODE
LOW	pg_search/tests/pg_regress/sql/composite_advanced.sql	28	'field1_' \|\| i \|\| ' lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod tempor incididunt ut labor	CODE
LOW	…earch/tests/pg_regress/sql/aggregate_join_coverage.sql	30	('Laptop order bulk', 'Acme Corp', 10, 9999),	CODE
LOW	…earch/tests/pg_regress/sql/aggregate_join_coverage.sql	31	('Laptop order single', 'Acme Corp', 1, 999),	CODE
LOW	pg_search/tests/pg_regress/sql/deprecated_snippet.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/deprecated_snippet.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/snippet_limit_offset.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/snippet_limit_offset.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/join_key_types.sql	424	(12345678901234567890, 'John Doe', 'Checking'),	CODE
LOW	pg_search/tests/pg_regress/sql/issue_4643.sql	21	SELECT i, CASE WHEN i % 2 = 0 THEN 'John Smith' ELSE 'Jane Doe' END, i % 2	CODE
LOW	pg_search/tests/pg_regress/sql/issue_3474.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/issue_3474.sql	13	('test Lorem ipsum dolor sit amet...test');	CODE
LOW	pg_search/tests/pg_regress/sql/join_outer_pathkey.sql	27	INSERT INTO companies_op VALUES (1, 'Acme Corp'), (2, 'Globex Inc'), (3, 'Initech');	CODE
LOW	pg_search/tests/pg_regress/sql/issue_4532.sql	36	(1, 1, 'Acme Corp'),	CODE
LOW	pg_search/src/bootstrap/test_table.rs	779	(1, 3, 99.99, "John Doe"),	CODE
LOW	pg_search/src/bootstrap/test_table.rs	782	(2, 6, 501.87, "John Doe"),	CODE
LOW	pg_search/src/scan/segmented_topk_exec.rs	1502	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor ' \|\|	CODE
LOW	pg_search/src/scan/segmented_topk_exec.rs	1502	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor ' \|\|	CODE
LOW	pg_search/src/postgres/build.rs	587	SELECT 'Lorem Ipsum ' \|\| i FROM generate_series(1, 500) i;	CODE
LOW	pg_search/src/postgres/build_parallel.rs	1695	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	pg_search/src/postgres/build_parallel.rs	1695	SELECT 'lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	pg_search/src/postgres/build_parallel.rs	2165	SELECT (i * 7919) % 100, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/postgres/build_parallel.rs	2340	SELECT (i * 7919) % 7, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/postgres/build_parallel.rs	2398	SELECT (i * 7919) % 100, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/postgres/build_partitioning.rs	607	SELECT i % 50, repeat('lorem ipsum dolor sit amet ', 20) FROM generate_series(1, 40000) i;	CODE
LOW	pg_search/src/postgres/build_partitioning.rs	607	SELECT i % 50, repeat('lorem ipsum dolor sit amet ', 20) FROM generate_series(1, 40000) i;	CODE
LOW	…_search/src/postgres/customscan/joinscan/scan_state.rs	1011	// Skip any "placeholder" expressions that don't need to be considered now	COMMENT
LOW	…src/postgres/customscan/datafusion/expr_translators.rs	677	Some(col("placeholder"))	CODE
LOW	…earch/src/postgres/customscan/datafusion/translator.rs	255	return Some(col("placeholder"));	CODE
LOW	…earch/src/postgres/customscan/datafusion/translator.rs	264	return Some(col("placeholder"));	CODE
LOW	pg_search/src/index/writer/index.rs	851	document.add_text(text_field, "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempo	CODE
LOW	pg_search/src/index/writer/index.rs	851	document.add_text(text_field, "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempo	CODE
LOW	pg_search/src/index/stats/tests.rs	189	'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/index/stats/tests.rs	360	SELECT (i * 7919) % 100, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/index/stats/tests.rs	426	SELECT (i * 7919) % 100, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE
LOW	pg_search/src/index/stats/tests.rs	444	SELECT 42, 'lorem ipsum ' \|\| i \|\| ' ' \|\| repeat('padding word here ', 50)	CODE

Hyper-Verbose Identifiers54 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	docs/override.js	218	function rememberFrameworkTabFromKeyboard(event) {	CODE
LOW	benchmarks/cohere/test_prepare_k6.py	58	def test_exports_exact_selected_settings_and_buffers_without_changing_inputs(self):	CODE
LOW	benchmarks/cohere/test_prepare_k6.py	77	def test_refuses_below_target_point_even_when_pdbench_labels_it_selected(self):	CODE
LOW	benchmarks/cohere/test_prepare_k6.py	87	def test_refuses_mixed_sessions_and_incomplete_query_sets(self):	CODE
LOW	benchmarks/cohere/test_prepare_k6.py	98	def test_refuses_partial_query_set_or_loose_recall_tolerance(self):	CODE
LOW	benchmarks/cohere/test_prepare_k6.py	112	def test_plan_guard_requires_index_scan_and_filter_pushdown(self):	CODE
LOW	benchmarks/cohere/test_compare_search.py	49	def test_pairs_by_query_and_labels_commits_without_modifying_sources(self, run):	CODE
LOW	benchmarks/cohere/test_compare_search.py	71	def test_missing_and_incompatible_baselines_skip_only_affected_queries(self, run):	CODE
LOW	benchmarks/cohere/test_compare_search.py	85	def test_missing_current_sweep_or_duplicate_query_is_an_error(self):	CODE
LOW	benchmarks/cohere/test_compare_search.py	96	def test_pdbench_failure_is_reported(self, run):	CODE
LOW	.github/scripts/extract_code_snippets.py	216	def write_standalone_snippets(outputs, outside, coverage):	CODE
LOW	.github/scripts/test_release.py	17	def test_newer_tag_does_not_change_checkout_upgrade_chain(self):	CODE
LOW	.github/scripts/test_release.py	42	def test_unreleased_sql_target_is_not_an_upgrade_starting_release(self):	CODE
LOW	.github/scripts/test_release.py	53	def test_synthetic_upgrade_extends_untagged_migration_tip(self):	CODE
LOW	.github/scripts/test_release.py	89	def test_release_uses_newest_tag_before_migration_sync(self):	CODE
LOW	.github/scripts/test_release.py	101	def test_explicit_predecessor_still_takes_priority(self):	CODE
LOW	.github/scripts/test_release.py	108	def test_tags_remain_a_fallback_without_sql_targets(self):	CODE
LOW	.github/scripts/test_release.py	124	def test_latest_promotion_archives_older_pages_in_both_layouts(self):	CODE
LOW	.github/scripts/test_release.py	151	def test_maintenance_registration_preserves_latest(self):	CODE
LOW	.github/scripts/test_release.py	165	def test_assembly_promotes_latest_and_archives_previous(self):	CODE
LOW	.github/scripts/test_release.py	186	def test_missing_latest_page_does_not_archive_existing_latest(self):	CODE
LOW⚡	.github/scripts/release.py	1045	def extract_statements_and_objects(content):	CODE
LOW	.github/scripts/release.py	88	def latest_released_sql_version(sql_dir):	CODE
LOW	.github/scripts/release.py	94	def handle_latest_sql_version_command(args, repo_root):	CODE
LOW	.github/scripts/release.py	161	def _build_fragment_dependency_graph(fragments):	CODE
LOW	.github/scripts/release.py	190	def topological_sort_fragments(fragments):	CODE
LOW	.github/scripts/release.py	371	def collect_changelog_fragments(unreleased_dir, headers_map):	CODE
LOW	.github/scripts/release.py	399	def _normalize_changelog_item(item):	CODE
LOW	.github/scripts/release.py	513	def _insert_into_version_group(changelog_pages, target_group, target_page):	CODE
LOW	.github/scripts/release.py	526	def _insert_into_older_groups(older_pages, target_group, target_page):	CODE
LOW	.github/scripts/release.py	539	def _promote_new_active_group(changelog_pages, older_pages, target_group, target_page):	CODE
LOW	.github/scripts/release.py	591	def _insert_into_legacy_anchors(versions, target_page):	CODE
LOW	.github/scripts/release.py	610	def insert_changelog_into_pages(docs_data, target_page):	CODE
LOW	.github/scripts/release.py	618	def update_navigation_version(docs_data, new_version):	CODE
LOW	.github/scripts/release.py	665	def update_docs_version_examples(repo_root, clean_ver):	CODE
LOW	.github/scripts/release.py	691	def update_installation_version(repo_root, clean_ver):	CODE
LOW	.github/scripts/release.py	710	def update_kubernetes_version(repo_root, clean_ver):	CODE
LOW	.github/scripts/release.py	727	def update_digitalocean_version(repo_root, clean_ver):	CODE
LOW	.github/scripts/release.py	743	def update_changelog_indexing(repo_root, version, is_latest):	CODE
LOW	.github/scripts/release.py	844	def get_rendered_changelog_body(repo_root, clean_ver):	CODE
LOW	.github/scripts/release.py	1007	def handle_set_version_command(args, repo_root):	CODE
LOW	.github/scripts/release.py	1020	def handle_approval_body_command(args, repo_root):	CODE
LOW	.github/scripts/release.py	1089	def catalog_unreleased_objects(unreleased_dir, before_pr=None):	CODE
LOW	.github/scripts/release.py	1119	def get_changed_fragment_files(repo_root, base_sha):	CODE
LOW	.github/scripts/release.py	1172	def _check_single_main_fragment(fpath, unreleased_dir):	CODE
LOW	.github/scripts/release.py	1238	def lint_main_branch_fragments(repo_root, base_sha):	CODE
LOW	.github/scripts/release.py	1258	def _check_branch_fragment_dependencies(repo_root, unreleased_sql_dir, base_ref):	CODE
LOW	.github/scripts/release.py	1290	def _check_branch_fragment_identity(repo_root, all_fragments):	CODE
LOW	.github/scripts/release.py	1354	def lint_release_branch_fragments(repo_root, base_ref):	CODE
LOW	.github/scripts/release.py	1454	def handle_lint_fragments_command(args, repo_root):	CODE
LOW⚡	.github/scripts/test_generate_release_notes.py	25	def test_backport_credits_source_and_preserves_links(self):	CODE
LOW⚡	.github/scripts/test_generate_release_notes.py	30	def test_manual_pr_keeps_author(self):	CODE
LOW⚡	.github/scripts/test_generate_release_notes.py	33	def test_unlabelled_reference_is_not_followed(self):	CODE
LOW⚡	.github/scripts/test_generate_release_notes.py	41	def test_missing_reference_fails(self):	CODE

Structural Annotation Overuse19 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests/replication.rs	511	// Step 1: Create and start the primary Postgres instance	COMMENT
LOW	tests/tests/replication.rs	527	// Step 2: Create the standby using pg_basebackup	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	15	## Step 1: Load Source Data into S3	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	40	## Step 2: Create a Config	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	75	## Step 3: Sample the Source Data	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	110	## Step 4: Convert Sampled Data to CSV	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	150	## Step 5: Load the Heap	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	165	## Step 6: Snapshot or Restore the Heap	COMMENT
LOW	benchmarks/DATASET_PREPARATION.md	208	## Step 7: Run Benchmarks	COMMENT
LOW	pg_search/tests/pg_regress/README.md	16	### Step 1: Create the SQL Test	COMMENT
LOW	pg_search/tests/pg_regress/README.md	38	### Step 2: Generate the Expected Output	COMMENT
LOW	pg_search/tests/pg_regress/README.md	49	### Step 3: Verify the Expected Output	COMMENT
LOW⚡	pg_search/src/postgres/composite.rs	214	// Step 1: Get fields (this validates type is composite, not RECORD, not domain)	COMMENT
LOW⚡	pg_search/src/postgres/composite.rs	217	// Step 2: Check for nested composites	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	134	// Step 1: Build the join DataFrame from the RelNode tree	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	159	// Step 2: Build GROUP BY expressions	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	214	// Step 3: Build aggregate expressions. `pdb.agg()` entries contribute no	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	359	// Step 4: Apply aggregate, then HAVING (post-aggregate)	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	407	// Step 5: Apply TopK and/or Stage 2 window aggregates (`OVER ()`).	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ostgres/customscan/joinscan/range_partitioning_rule.rs	466	let l_rows = edge.left.prov.scan_info.estimate.as_planner_estimate();	CODE
CRITICAL	…ostgres/customscan/joinscan/range_partitioning_rule.rs	467	let r_rows = edge.right.prov.scan_info.estimate.as_planner_estimate();	CODE
CRITICAL	pg_search/src/postgres/customscan/joinscan/mod.rs	1707	let snapshot = state.csstate.ss.ps.state.as_ref().unwrap().es_snapshot;	CODE

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	stressgres/suites/bulk-update-merge-pressure.toml	select pg_relation_size('idxtest') / current_setting('block_size')::int as block_count, ( select count(*)::bigint from p	STRING
HIGH	stressgres/suites/single-node-planner-paths.toml	select pg_relation_size('idxtest') / current_setting('block_size')::int as block_count, ( select count(*)::bigint from p	STRING
HIGH	stressgres/suites/background-merge.toml	select pg_relation_size('idxtest') / current_setting('block_size')::int as block_count, ( select count(*)::bigint from p	STRING
HIGH	stressgres/suites/single-node-planner-paths.toml	set max_parallel_workers = 0; set paradedb.enable_custom_scan = off; set paradedb.enable_aggregate_custom_scan = off; se	STRING
HIGH	…essgres/suites/logical-replication-fsm-merge-race.toml	set max_parallel_workers = 0; set paradedb.enable_custom_scan = off; set paradedb.enable_aggregate_custom_scan = off; se	STRING
HIGH	…essgres/suites/logical-replication-mixed-workload.toml	set max_parallel_workers = 0; set paradedb.enable_custom_scan = off; set paradedb.enable_aggregate_custom_scan = off; se	STRING

AI Slop Vocabulary6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/tests/mpp_cancel.rs	112	// inside the join before signalling. A few attempts make the test robust against host timing; on	COMMENT
MEDIUM	.github/scripts/smoke_test_code_snippets.sh	107	# Make the external-index fixtures available to every ORM harness.	COMMENT
MEDIUM	pg_search/src/scan/pre_filter.rs	74	//! `PreFilter`s do not execute custom matching logic. Instead, they leverage native DataFusion	COMMENT
MEDIUM	pg_search/src/scan/late_materialization.rs	101	/// plan tree to find its exact root column at the `TableScan` level, allowing robust exact matching.	COMMENT
MEDIUM	pg_search/src/postgres/customscan/opexpr.rs	391	/// exists in the pg_type catalog. This is more robust than maintaining a	COMMENT
MEDIUM	pg_search/src/postgres/storage/fsm.rs	555	/// swapped until the entry is finished moving. Essentially, tags have an affinity for their key/value	COMMENT

Verbosity Indicators9 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	tests/tests/replication.rs	511	// Step 1: Create and start the primary Postgres instance	COMMENT
LOW	tests/tests/replication.rs	527	// Step 2: Create the standby using pg_basebackup	COMMENT
LOW⚡	pg_search/src/postgres/composite.rs	214	// Step 1: Get fields (this validates type is composite, not RECORD, not domain)	COMMENT
LOW⚡	pg_search/src/postgres/composite.rs	217	// Step 2: Check for nested composites	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	134	// Step 1: Build the join DataFrame from the RelNode tree	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	159	// Step 2: Build GROUP BY expressions	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	214	// Step 3: Build aggregate expressions. `pdb.agg()` entries contribute no	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	359	// Step 4: Apply aggregate, then HAVING (post-aggregate)	COMMENT
LOW	…c/postgres/customscan/aggregatescan/datafusion_exec.rs	407	// Step 5: Apply TopK and/or Stage 2 window aggregates (`OVER ()`).	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/bootstrap.sh	5	# This file is NOT executed when running in CloudNativePG as it circumvents the normal	COMMENT
MEDIUM	scripts/pg_search_common.sh	78	# Create a new database for testing	COMMENT
MEDIUM	.github/scripts/squash-gh-pages.sh	101	# Create an orphan root commit (zero parent commits) pointing directly to the tree	COMMENT

Deep Nesting14 hits · 9 pts

Severity	File	Line	Context
LOW	benchmarks/cohere/prepare_k6.py	13	CODE
LOW	.github/scripts/test_release.py	53	CODE
LOW	.github/scripts/release.py	22	CODE
LOW	.github/scripts/release.py	107	CODE
LOW	.github/scripts/release.py	161	CODE
LOW	.github/scripts/release.py	405	CODE
LOW	.github/scripts/release.py	501	CODE
LOW	.github/scripts/release.py	591	CODE
LOW	.github/scripts/release.py	1045	CODE
LOW	.github/scripts/release.py	1089	CODE
LOW	.github/scripts/release.py	1119	CODE
LOW	.github/scripts/release.py	1258	CODE
LOW	.github/scripts/compact-benchmark-history.py	13	CODE
LOW	.github/scripts/compact-benchmark-history.py	52	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/scripts/extract_code_snippets.py	105	f'docsIndexes.push({{ table: "{table}", '	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/scripts/release.py	1166	except subprocess.SubprocessError:	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/pg_search_run.sh	9	# Usage:	COMMENT
LOW	scripts/pg_search_test.sh	9	# Usage:	COMMENT
LOW	.github/scripts/squash-gh-pages.sh	9	# Usage:	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/django_snippet_harness.py	5		CODE
LOW	.github/scripts/sqlalchemy_snippet_harness.py	5		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/sqlalchemy_snippet_harness.py	107	__all__ = [	CODE

paradedb/paradedb

Open-Source Code Quality, Security and Technical Debt Review