qdrant/qdrant

3.1

Adjusted Score

3.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

33.3K

Stars

Rust

Language

840.2K

Lines of Code

1.8K

Files

1.9K

Pattern Hits

2026-07-14

Scan Date

0.00

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 5MEDIUM 239LOW 1706

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 1950 distinct pattern matches across 19 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.

Decorative Section Separators222 hits · 948 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/openapi/test_match_any_empty.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	115	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	158	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	169	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_any_empty.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/openapi/test_match_any_empty.py	227	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	238	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	243	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_match_except_empty.py	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	199	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	213	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	lib/collection/src/wal_delta.rs	1011	// ┌───┬───────►┌───┐	COMMENT
MEDIUM	lib/collection/src/wal_delta.rs	1013	// └─▲─┴───────►└─▲─┘	COMMENT
MEDIUM	lib/collection/src/wal_delta.rs	1035	// │ B ├───────►│ E │	COMMENT
MEDIUM	lib/collection/src/wal_delta.rs	1041	// │ E ├───────►│ A │	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	508	// ┌────────────┐ ┌──────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	514	// └────────────┘ └──────────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	517	// ┌────────────┐ ┌──────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	523	// └────────────┘ └──────────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	58	// ┌──────────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	62	// └──────┬───────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	63	// │ Report created ┌───────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	64	// └────────────────────► │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	66	// ┌─────────────────────┤ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	67	// │ └───────────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	68	// ┌─────▼───────┐ User Promote ┌──────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	69	// │ ◄──────────────────────────► │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	71	// │ ◄───────────┐ │ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	72	// └──┬──────────┘ │Transfer └──┬───────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	74	// │ ┌──────┴────────┐ │Update	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	78	// │ └───────▲───────┘ │ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	80	// ┌──▼──────────┐ Transfer │ │ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	82	// │ Dead ├────────────┘ │ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	84	// └─▲───────▲───┘ Transfer │ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	86	// │ └────────────────────────────┘ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	88	// └─────────────────────────────────────────┘	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	11	/// ┌─────────────────┐	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	13	/// └───────┬─────────┘	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	14	/// │◄──────────────	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	16	/// ┌───────▼─────────┐ (accept reads,	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	18	/// └───────┬─────────┘	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	19	/// │◄───────────────	COMMENT
MEDIUM⚡	…ection/src/shards/replica_set/partial_snapshot_meta.rs	21	/// ┌───────▼─────────┐ (reject reads,	COMMENT
162 more matches not shown…

Over-Commented Block892 hits · 766 pts

Severity	File	Line	Snippet	Context
LOW	.config/nextest.toml	1	[profile.ci]	COMMENT
LOW	tools/smaps-view.py	21		COMMENT
LOW	tools/smaps-view.py	41	# ShmemPmdMapped: 0 kB	COMMENT
LOW	config/config.yaml	1	log_level: INFO	COMMENT
LOW	config/config.yaml	21	# Where to store snapshots	COMMENT
LOW	config/config.yaml	41	#	COMMENT
LOW	config/config.yaml	81	# CPU budget, how many CPUs (threads) to allocate for an optimization job.	COMMENT
LOW	config/config.yaml	101	# Default is to allow 1 transfer.	COMMENT
LOW	config/config.yaml	121	# The minimal number of vectors in a segment, required to perform segment optimization	COMMENT
LOW	config/config.yaml	141	# If not set, will be automatically selected considering the number of available CPUs.	COMMENT
LOW	config/config.yaml	161	# optimizers configs regardless of the config above and the options specified at collection creation.	COMMENT
LOW	config/config.yaml	181	# When the maximum estimated amount of points that a condition satisfies is smaller than	COMMENT
LOW	config/config.yaml	221	# More info: https://qdrant.tech/documentation/guides/quantization	COMMENT
LOW	config/config.yaml	241	# Max HNSW value allowed in search parameters.	COMMENT
LOW	config/config.yaml	281		COMMENT
LOW	config/config.yaml	301	# (Either above or via an external service like nginx.)	COMMENT
LOW	config/config.yaml	321	# Hardware reporting adds information to the API responses with a	COMMENT
LOW	config/config.yaml	361	# Compact consensus operations once we have this amount of applied	COMMENT
LOW	config/config.yaml	381	# This certificate will be used to validate the certificates	COMMENT
LOW	config/config.yaml	401	# dir: ./storage/audit	COMMENT
LOW	tests/openapi_consistency_check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/grpc_consistency_check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tests/basic_grpc_test.sh	341	# use the reflection service to get the shape of a specific message	COMMENT
LOW	tests/basic_grpc_test.sh	361	#curl -L -X POST "http://$QDRANT_HOST/collections/test_collection/points/search" \	COMMENT
LOW	tests/openapi/test_match_any_empty.py	201		COMMENT
LOW	tests/consensus_tests/test_shard_wal_delta_transfer.py	661	# transfer could break the subsequent WAL delta transfer. Specifically, any new	COMMENT
LOW	tests/consensus_tests/test_resharding.py	321	# Inject a delay on EVERY peer. The staging delay is broadcast to all	COMMENT
LOW	…ensus_tests/test_resharding_set_replica_dead_replay.py	101	)	COMMENT
LOW	…us_tests/test_shard_snapshot_transfer_missing_point.py	21	MISSING_ID_START = 10_000_000	COMMENT
LOW	…us_tests/test_shard_snapshot_transfer_missing_point.py	101	return shard['state']	COMMENT
LOW	tests/consensus_tests/test_shard_stream_transfer.py	281		COMMENT
LOW	tests/consensus_tests/test_shard_stream_transfer.py	481		COMMENT
LOW	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	201	#	COMMENT
LOW	…sts/consensus_tests/test_collection_recovery_limits.py	161	peer_url = start_peer(killed_peer_dir, "peer_0_restarted.log", bootstrap_url, port=restart_port)	COMMENT
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	41	r = requests.put(f"{peer_api_uri}/collections/{COLLECTION_NAME}/snapshots/recover",	COMMENT
LOW	tests/consensus_tests/test_partial_snapshot.py	21	#	COMMENT
LOW	tests/consensus_tests/test_partial_snapshot.py	41	# - collection is exactly the same on both peers: same points and segment IDs	COMMENT
LOW	lib/trififo/benches/cache_comparison.rs	1	//! Cache comparison benchmarks for trififo.	COMMENT
LOW	lib/trififo/benches/cache_comparison.rs	261	}	COMMENT
LOW	lib/trififo/benches/cache_comparison.rs	281	// }	COMMENT
LOW	lib/trififo/src/seqlock.rs	1	use std::cell::UnsafeCell;	COMMENT
LOW	lib/trififo/src/seqlock.rs	21	/// shared resource even as it is being modified.	COMMENT
LOW	lib/trififo/src/seqlock.rs	41	/// println!("Value: {}", value);	COMMENT
LOW	lib/trififo/src/seqlock.rs	61	/// The way a seqlock can prevent lock contention, is by allowing reader to access	COMMENT
LOW	lib/collection/benches/prof.rs	21	/// fn fibonacci_profiled(criterion: &mut Criterion) {	COMMENT
LOW	lib/collection/src/optimizers_builder.rs	41	pub vacuum_min_vector_number: usize,	COMMENT
LOW	lib/collection/src/optimizers_builder.rs	61	#[validate(range(min = 1))]	COMMENT
LOW	lib/collection/src/optimizers_builder.rs	81	/// Note: 1kB = 1 vector of size 256.	COMMENT
LOW	lib/collection/src/recommendations.rs	221	request,	COMMENT
LOW	lib/collection/src/config.rs	81	pub enum ShardingMethod {	COMMENT
LOW	lib/collection/src/config.rs	101	#[serde(default)]	COMMENT
LOW	lib/collection/src/config.rs	121	pub read_fan_out_factor: Option<u32>,	COMMENT
LOW	lib/collection/src/config.rs	241	#[validate(nested)]	COMMENT
LOW	lib/collection/src/update_handler.rs	81	/// Log of optimizer statuses	COMMENT
LOW	lib/collection/src/wal_delta.rs	81	///	COMMENT
LOW	lib/collection/src/wal_delta.rs	181		COMMENT
LOW	lib/collection/src/wal_delta.rs	1001	// 2.1. Operation 30 is written to A, but not B (Second channel)	COMMENT
LOW	lib/collection/src/wal_delta.rs	1021	//	COMMENT
LOW	lib/collection/src/wal_delta.rs	1361	/// - What node is used as entry point	COMMENT
LOW	lib/collection/src/wal_delta.rs	1801	.expect("WAL ordering property violated");	COMMENT
832 more matches not shown…

Hyper-Verbose Identifiers515 hits · 491 pts

Severity	File	Line	Snippet	Context
LOW	tools/smaps-view.py	137	def calculate_cache_percentage(pid: int, pattern: str, verbose: bool = False) -> Dict[str, float]:	CODE
LOW	tests/openapi/test_query_indexes.py	119	def test_filtered_query_results_same_for_different_indexes(query, collection_name):	CODE
LOW	tests/openapi/test_query_indexes.py	154	def test_filtered_query_groups_results_same_for_different_indexes(collection_name):	CODE
LOW	tests/openapi/test_query_indexes.py	195	def test_filtered_query_batches_results_same_for_different_indexes(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	52	def test_patch_collection_full(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	84	def test_patch_collection_partially(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	106	def test_strict_mode_query_limit_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	137	def test_strict_mode_timeout_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	138	def search_request_with_timeout(timeout):	CODE
LOW	tests/openapi/test_strictmode.py	165	def test_strict_mode_unindexed_filter_keyword_read_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	166	def search_request_with_filter():	CODE
LOW	tests/openapi/test_strictmode.py	220	def test_strict_mode_unindexed_filter_integer_read_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	221	def search_request_with_filter():	CODE
LOW	tests/openapi/test_strictmode.py	305	def test_strict_mode_unindexed_filter_phrase_read_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	326	def search_request_with_filter(kind: str):	CODE
LOW	tests/openapi/test_strictmode.py	371	def test_strict_mode_unindexed_filter_write_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	372	def update_request_with_filter():	CODE
LOW	tests/openapi/test_strictmode.py	427	def test_strict_mode_max_ef_hnsw_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	461	def test_strict_mode_allow_exact_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	495	def test_strict_mode_search_max_oversampling_validation(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	532	def test_strict_mode_upsert_max_batch_size(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	574	def test_strict_mode_update_many_upsert_max_batch_size(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	622	def test_strict_mode_update_vectors_max_batch_size(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	670	def test_strict_mode_search_max_batch_size(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	706	def test_strict_mode_max_collection_size_upsert(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	751	def test_strict_mode_max_sparse_length_upsert(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	824	def test_strict_mode_max_collection_size_upsert_batch(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	873	def test_strict_mode_max_multivector_size_upsert(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1020	def test_strict_mode_read_rate_limiting(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1077	def test_strict_mode_max_collection_payload_size_upsert(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1122	def test_strict_mode_max_collection_payload_size_upsert_batch(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1171	def test_strict_mode_max_collection_point_count_upsert_batch(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1221	def test_strict_mode_write_rate_limiting(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1291	def test_strict_mode_write_rate_limiting_filtered_update_op(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1331	def test_strict_mode_write_rate_limiting_batch_update_op(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1373	def test_filter_many_conditions(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1412	def test_filter_large_condition(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1450	def test_filter_nested_condition(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1523	def test_strict_mode_formula_expression(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1583	def test_strict_mode_read_rate_limiting_small_replenish(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1626	def test_strict_mode_unset_rate_limiting_config(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1682	def test_strict_mode_recommendation_best_score_read_rate_limiting(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1743	def test_strict_mode_retrieve_read_rate_limiting(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1807	def test_scroll_filter_many_conditions(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1852	def test_strict_mode_group_limits(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1919	def test_strict_mode_distance_matrix_limits(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1950	def test_read_rate_limiter_many_vectors(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1960	def check_multivector_query_raw(should_succeed: bool):	CODE
LOW	tests/openapi/test_strictmode.py	1975	def check_multivector_query_id(should_succeed: bool):	CODE
LOW	tests/openapi/test_strictmode.py	2024	def test_strict_mode_group_by_unindexed(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2176	def test_strict_mode_full_scan(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2284	def test_strict_mode_full_scan_simple(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2342	def test_strict_mode_multitenant_full_scan(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2457	def test_strict_mode_payload_index_count(collection_name):	CODE
LOW	tests/openapi/test_multi_vector.py	14	def multivector_collection_setup(	CODE
LOW	tests/openapi/test_multi_vector.py	46	def test_multi_vector_float_persisted(collection_name):	CODE
LOW	tests/openapi/test_multi_vector.py	138	def test_multi_vector_validation(collection_name):	CODE
LOW	tests/openapi/test_multi_vector.py	380	def test_multi_with_euclidean(collection_name):	CODE
LOW	tests/openapi/test_multi_vector_unnamed.py	15	def multivector_collection_setup(	CODE
LOW	tests/openapi/test_multi_vector_unnamed.py	45	def test_multi_vector_float_persisted(collection_name):	CODE
455 more matches not shown…

Unused Imports114 hits · 114 pts

Severity	File	Line	Context
LOW	tools/smaps-view.py	18	CODE
LOW	tests/openapi/test_multi_vector_unnamed.py	2	CODE
LOW	tests/openapi/test_multi_vector_uint8.py	2	CODE
LOW	tests/openapi/test_conditional_update.py	1	CODE
LOW	tests/openapi/test_snapshot.py	1	CODE
LOW	tests/openapi/test_snapshot.py	4	CODE
LOW	tests/openapi/test_filtered_delete.py	6	CODE
LOW	tests/consensus_tests/test_shard_snapshot_deadlock.py	8	CODE
LOW	tests/consensus_tests/test_shard_consistency.py	6	CODE
LOW	tests/consensus_tests/test_hw_measurement.py	6	CODE
LOW	tests/consensus_tests/test_collection_created_after.py	3	CODE
LOW	…s/consensus_tests/test_shard_transfer_rate_limiting.py	4	CODE
LOW	tests/consensus_tests/test_snapshot_recovery.py	4	CODE
LOW	tests/consensus_tests/test_custom_sharding.py	6	CODE
LOW	tests/consensus_tests/test_custom_sharding.py	7	CODE
LOW	tests/consensus_tests/test_read_consistency.py	7	CODE
LOW	tests/consensus_tests/test_many_collections.py	3	CODE
LOW	tests/consensus_tests/test_strict_mode.py	5	CODE
LOW	tests/consensus_tests/test_recover_dead_node.py	3	CODE
LOW	tests/consensus_tests/test_update_concurrency.py	5	CODE
LOW	tests/consensus_tests/test_shard_wal_delta_transfer.py	8	CODE
LOW	tests/consensus_tests/test_sparse_points_search.py	3	CODE
LOW	…sensus_tests/test_shard_snapshot_clocks_consistency.py	7	CODE
LOW	…sensus_tests/test_shard_snapshot_clocks_consistency.py	8	CODE
LOW	…sensus_tests/test_shard_snapshot_clocks_consistency.py	9	CODE
LOW	tests/consensus_tests/test_recovery_mode.py	2	CODE
LOW	…ests/test_shard_snapshot_transfer_clear_and_restart.py	5	CODE
LOW	tests/consensus_tests/test_replicate_points.py	6	CODE
LOW	tests/consensus_tests/test_collection_sharding.py	3	CODE
LOW	tests/consensus_tests/test_points_query.py	3	CODE
LOW	tests/consensus_tests/test_resharding.py	7	CODE
LOW	…/consensus_tests/test_disable_url_snapshot_recovery.py	6	CODE
LOW	…nsus_tests/test_streaming_snapshot_consensus_freeze.py	24	CODE
LOW	…ensus_tests/test_resharding_set_replica_dead_replay.py	25	CODE
LOW	tests/consensus_tests/test_collection_created_before.py	3	CODE
LOW	tests/consensus_tests/test_points_recommendation.py	3	CODE
LOW	…s/consensus_tests/test_cluster_operation_coalescing.py	5	CODE
LOW	tests/consensus_tests/test_resharding_replay.py	11	CODE
LOW	tests/consensus_tests/test_collection_recovery.py	5	CODE
LOW	…consensus_tests/test_shard_snapshot_transfer_cancel.py	6	CODE
LOW	tests/consensus_tests/test_triple_replication.py	5	CODE
LOW	…ts/test_resharding_down_abort_converges_after_crash.py	13	CODE
LOW	tests/consensus_tests/test_cluster_rejoin.py	10	CODE
LOW	tests/consensus_tests/test_named_vector_crud.py	5	CODE
LOW	tests/consensus_tests/test_named_vector_crud.py	5	CODE
LOW	tests/consensus_tests/test_named_vector_crud.py	7	CODE
LOW	tests/consensus_tests/test_tenant_promotion.py	5	CODE
LOW	tests/consensus_tests/test_tenant_promotion.py	6	CODE
LOW	tests/consensus_tests/test_force_delete_peer.py	2	CODE
LOW	tests/consensus_tests/test_force_delete_peer.py	4	CODE
LOW	tests/consensus_tests/test_dirty_shard_crash_loop.py	23	CODE
LOW	…us_tests/test_shard_snapshot_transfer_missing_point.py	6	CODE
LOW	tests/consensus_tests/test_cluster_metadata.py	4	CODE
LOW	tests/consensus_tests/custom_sharding.py	1	CODE
LOW	tests/consensus_tests/custom_sharding.py	2	CODE
LOW	tests/consensus_tests/test_shard_stream_transfer.py	7	CODE
LOW	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	45	CODE
LOW	tests/consensus_tests/test_segment_max_size.py	1	CODE
LOW	tests/consensus_tests/test_segment_max_size.py	3	CODE
LOW	tests/consensus_tests/test_segment_max_size.py	4	CODE
54 more matches not shown…

Excessive Try-Catch Wrapping69 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/smaps-view.py	177	print(f"Error: Could not find /proc/{pid}/smaps", file=sys.stderr)	CODE
LOW⚡	tools/smaps-view.py	179	except Exception as e:	CODE
MEDIUM⚡	tools/smaps-view.py	180	print(f"Error processing smaps: {e}", file=sys.stderr)	CODE
LOW	tests/consensus_tests/test_custom_sharding.py	331	except Exception as e:	CODE
LOW	…nsus_tests/test_streaming_snapshot_consensus_freeze.py	80	except Exception as e:	CODE
LOW	…nsus_tests/test_streaming_snapshot_consensus_freeze.py	93	except Exception as e:	CODE
LOW	…nsus_tests/test_streaming_snapshot_consensus_freeze.py	107	except Exception as e:	CODE
LOW	…ts/test_resharding_down_abort_converges_after_crash.py	126	except Exception:	CODE
LOW⚡	tests/consensus_tests/test_cluster_rejoin.py	556	except Exception:	CODE
MEDIUM	tests/consensus_tests/test_cluster_rejoin.py	552	def old_peer_consensus_stopped():	CODE
LOW	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	82	except Exception as e: # noqa: BLE001 - diagnostic process	CODE
LOW	…nsensus_tests/test_streaming_snapshot_receiver_kill.py	101	except Exception as e: # noqa: BLE001 - diagnostic process	CODE
LOW⚡	tests/consensus_tests/utils.py	712	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	720	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	728	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	736	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	743	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	750	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	758	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	766	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	775	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	784	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	795	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	806	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	814	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	822	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	830	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	837	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	863	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	881	except Exception as e:	CODE
LOW	tests/consensus_tests/utils.py	67	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	194	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	214	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	328	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	372	except Exception as e:	CODE
LOW	tests/consensus_tests/test_io_uring_eintr.py	53	except Exception as e:	CODE
LOW	tests/consensus_tests/test_consensus_compaction.py	197	except Exception:	CODE
LOW	tests/consensus_tests/test_consensus_compaction.py	224	except Exception as e:	CODE
LOW	tests/consensus_tests/test_listener_node.py	40	except Exception as e:	CODE
LOW	tests/consensus_tests/test_listener_node.py	47	except Exception as e:	CODE
LOW	tests/consensus_tests/test_snapshot_recovery_kill.py	19	except Exception:	CODE
LOW	tests/consensus_tests/test_resharding_extras.py	232	except Exception as e:	CODE
LOW	tests/manual/slow_snapshot_download.py	148	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e_tests/conftest.py	37	except Exception as e:	CODE
LOW	tests/e2e_tests/conftest.py	258	except Exception as docker_error:	CODE
LOW⚡	tests/e2e_tests/client_utils.py	53	except Exception:	CODE
LOW⚡	tests/e2e_tests/client_utils.py	69	except Exception:	CODE
LOW	tests/e2e_tests/client_utils.py	34	except Exception:	CODE
LOW	tests/e2e_tests/client_utils.py	81	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	98	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	240	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	251	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	268	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	295	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	334	except Exception as e:	CODE
LOW	tests/e2e_tests/client_utils.py	469	except Exception as e:	CODE
LOW	tests/e2e_tests/test_strict_mode_disk.py	86	except Exception as exc:	CODE
LOW	tests/e2e_tests/test_data_compatibility.py	116	except Exception as e:	CODE
LOW	tests/e2e_tests/test_data_compatibility.py	130	except Exception as error:	CODE
LOW	tests/e2e_tests/test_data_compatibility.py	271	except Exception as e:	CODE
9 more matches not shown…

Fake / Example Data33 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	tests/openapi/test_wait_timeout.py	103	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW	tests/openapi/test_wait_timeout.py	103	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW	tests/openapi/test_wait_timeout.py	137	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW	tests/openapi/test_wait_timeout.py	137	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW	tests/openapi/test_wait_timeout.py	171	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW	tests/openapi/test_wait_timeout.py	171	"text": "Lorem ipsum, dolor sit amet.",	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	960	fake_name = random_str()	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	963	grpc_request={"collection_name": fake_name},	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	964	path_params={"collection_name": fake_name},	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1352	fake_name = random_str()	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1357	"snapshot_name": fake_name,	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1359	grpc_request={"collection_name": COLL_NAME, "snapshot_name": fake_name},	CODE
LOW	tests/e2e_tests/client_utils.py	124	"Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW	tests/e2e_tests/client_utils.py	124	"Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW	lib/collection/tests/integration/multi_vec_test.rs	108	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	lib/collection/tests/integration/pagination_test.rs	34	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	…llection/tests/integration/continuous_snapshot_test.rs	134	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	…collection/tests/integration/snapshot_recovery_test.rs	107	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	lib/collection/tests/integration/grouping_test.rs	496	const BODY_TEXT: &str = "lorem ipsum dolor sit amet";	CODE
LOW	lib/collection/tests/integration/grouping_test.rs	496	const BODY_TEXT: &str = "lorem ipsum dolor sit amet";	CODE
LOW	…/segment/tests/integration/segment_on_disk_snapshot.rs	37	"names": ["John Doe", "Bill Murray"],	CODE
LOW	lib/segment/src/segment/tests/mod.rs	115	"name": "John Doe",	CODE
LOW	lib/segment/src/segment/tests/mod.rs	202	"name": "John Doe",	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	177	"name": "John Doe",	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	197	"John Doe".to_string().into(),	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	228	let payload: Payload = serde_json::from_str(r#"{"name": "John Doe"}"#).unwrap();	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	245	"name": "John Doe",	CODE
LOW	lib/segment/src/payload_storage/payload_storage_enum.rs	252	let payload: Payload = serde_json::from_str(r#"{"name": "John Doe"}"#).unwrap();	CODE
LOW	lib/segment/src/index/struct_payload_index/tests.rs	22	"name": "John Doe"	CODE
LOW	lib/bm25/src/lib.rs	242	"foo bar foo lorem ipsum dolor sit amet consectetur adipiscing",	CODE
LOW	lib/bm25/src/lib.rs	242	"foo bar foo lorem ipsum dolor sit amet consectetur adipiscing",	CODE
LOW	src/common/inference/bm25_inference.rs	157	"lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW	src/common/inference/bm25_inference.rs	157	"lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE

Verbosity Indicators18 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	lib/collection/src/collection/mod.rs	524	// If not initialized yet, we need to check if it was initialized by this call	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	232	// Step 1: Insert initial batch of points (wait=true to ensure they are persisted)	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	246	// Step 2: Overwrite all point values with new random vectors — this triggers CoW.	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	277	// Step 3: Overwrite again — this creates another round of CoW on top of the	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	306	// Step 4: Assert no duplicate non-deferred point IDs across segments	COMMENT
LOW	lib/gpu/src/pipeline.rs	99	// Before we start, we need to check if the device supports dynamic subgroup size.	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	86	// Step 1: appendable source segment with payload + field indices.	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	134	// Step 2: build a non-appendable target via SegmentBuilder. Mmap vector	COMMENT
LOW⚡	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	442	// Step 1: binary search to find the index of the `start` entry.	COMMENT
LOW⚡	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	450	// Step 2: read entries in chunks starting from `start`. Chunks may	COMMENT
LOW	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	500	// Step 3: read the collected ranges and accumulate unique,	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1073	// Step 1: Write initial data and flush	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1082	// Step 2: Open a reader	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1086	// Step 3: Verify reader sees initial data	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1092	// Step 4: live_reload when nothing changed should be a no-op	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1098	// Step 5: Write more data via writable storage and flush	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1108	// Step 6: live_reload should update max_point_offset and make new data accessible	COMMENT
LOW	src/snapshots.rs	55	// if it does, we need to check if we want to overwrite it	COMMENT

Structural Annotation Overuse16 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	lib/collection/src/tests/deferred_points_dedup.rs	232	// Step 1: Insert initial batch of points (wait=true to ensure they are persisted)	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	246	// Step 2: Overwrite all point values with new random vectors — this triggers CoW.	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	277	// Step 3: Overwrite again — this creates another round of CoW on top of the	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	306	// Step 4: Assert no duplicate non-deferred point IDs across segments	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	86	// Step 1: appendable source segment with payload + field indices.	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	134	// Step 2: build a non-appendable target via SegmentBuilder. Mmap vector	COMMENT
LOW⚡	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	442	// Step 1: binary search to find the index of the `start` entry.	COMMENT
LOW⚡	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	450	// Step 2: read entries in chunks starting from `start`. Chunks may	COMMENT
LOW	…ndex/field_index/geo_index/mmap_geo_index/lifecycle.rs	500	// Step 3: read the collected ranges and accumulate unique,	COMMENT
LOW	lib/edge/publish/examples/src/bin/restore-snapshot.rs	95	// NOTE: This function is copy-pasted from PyEdgeShard::update_from_snapshot	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1073	// Step 1: Write initial data and flush	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1082	// Step 2: Open a reader	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1086	// Step 3: Verify reader sees initial data	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1092	// Step 4: live_reload when nothing changed should be a no-op	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1098	// Step 5: Write more data via writable storage and flush	COMMENT
LOW⚡	lib/gridstore/src/gridstore/tests.rs	1108	// Step 6: live_reload should update max_point_offset and make new data accessible	COMMENT

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/consensus_tests/test_resharding.py	196	# Create a list to collect replica URIs selected during test	COMMENT
MEDIUM	tests/consensus_tests/test_resharding.py	231	# Create a list to collect replica URIs selected during test	COMMENT
MEDIUM	tests/consensus_tests/test_resharding.py	419	# Create a list to collect replica URIs selected during test	COMMENT
MEDIUM	tests/consensus_tests/test_named_vector_crud.py	119	# Create a new dense named vector	COMMENT
MEDIUM	tests/consensus_tests/test_named_vector_crud.py	140	# Create a new sparse named vector	COMMENT
MEDIUM	…sts/consensus_tests/test_collection_recovery_limits.py	141	# Create an extra peer to allow moving some replicas	COMMENT
MEDIUM	tests/consensus_tests/test_resharding_extras.py	197	# Create a shard key	COMMENT

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/e2e_tests/utils.py	120	Extract HTTP and gRPC ports from container. For host network mode, returns standard Qdrant ports (6333, 6334). F	STRING
HIGH	tests/e2e_tests/utils.py	201	Core function to create a Qdrant container with given configuration. Args: docker_client: Docker client ins	STRING
HIGH	tests/e2e_tests/utils.py	253	General utility function to extract various archive formats. Args: archive_file: Path to the archive file t	STRING
HIGH	tests/e2e_tests/utils.py	328	Extract container info from a docker-compose container. Args: container: Docker container object from docke	STRING

Slop Phrases12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tools/smaps-view.py	116	# Don't forget to add the last entry if it matches	COMMENT
LOW	config/development.yaml	5	# Also don't forget to copy temporary configurations into config/config.yaml if they need	COMMENT
LOW	config/development.yaml	5	# Also don't forget to copy temporary configurations into config/config.yaml if they need	COMMENT
LOW	lib/gpu/src/instance.rs	184	// Don't forget to destroy the instance if we failed to find any physical devices.	COMMENT
LOW	lib/gpu/src/instance.rs	217	// Don't forget to destroy the instance if we failed to find any physical devices.	COMMENT
LOW	lib/gpu/src/instance.rs	240	// Don't forget to destroy the instance if we failed to create a debug messenger.	COMMENT
MEDIUM	lib/segment/src/segment/entry.rs	38	/// This is a basic implementation of the trait, meaning that it implements the _actual_ operations with data and not	COMMENT
LOW	lib/storage/src/content_manager/consensus/persistent.rs	75	// IF YOU ADD NEW DATA INTO `PERSISTENT` STATE, DON'T FORGET TO ALSO ADD IT INTO RAFT SNAPSHOT!	COMMENT
LOW	lib/common/common/src/progress_tracker.rs	205	/// Before entering hot loops, don't forget to call `Arc::deref` on it.	COMMENT
LOW	lib/common/common/src/universal_io/traits/file_ops.rs	40	// When adding provided methods, don't forget to update impls in	COMMENT
LOW	lib/common/common/src/universal_io/traits/write.rs	35	// When adding provided methods, don't forget to update impls in crate::universal_io::wrappers::*.	COMMENT
LOW	lib/common/common/src/universal_io/traits/read.rs	183	// When adding provided methods, don't forget to update impls in crate::universal_io::wrappers::*.	COMMENT

Deep Nesting18 hits · 17 pts

Severity	File	Line	Context
LOW	tools/smaps-view.py	60	CODE
LOW	tests/openapi/test_service.py	116	CODE
LOW	tests/consensus_tests/test_shard_wal_delta_transfer.py	51	CODE
LOW	tests/consensus_tests/test_two_follower_nodes_down.py	28	CODE
LOW	tests/consensus_tests/utils.py	474	CODE
LOW	tests/consensus_tests/test_write_ordering.py	13	CODE
LOW	tests/consensus_tests/test_resharding_deferred.py	183	CODE
LOW	tests/manual/slow_snapshot_download.py	142	CODE
LOW	tests/manual/test_memory_reporting.py	24	CODE
LOW	tests/e2e_tests/conftest.py	218	CODE
LOW	tests/e2e_tests/client_utils.py	60	CODE
LOW	tests/e2e_tests/client_utils.py	102	CODE
LOW	tests/e2e_tests/test_data_compatibility.py	50	CODE
LOW	tests/e2e_tests/utils.py	252	CODE
LOW	tests/e2e_tests/utils.py	326	CODE
LOW	tests/e2e_tests/utils.py	375	CODE
LOW	tests/e2e_tests/test_continuous_snapshots.py	39	CODE
LOW	lib/edge/publish/amalgamate.py	309	CODE

Redundant / Tautological Comments9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tools/integration-test-coverage.sh	8	# Check if target/llvm-cov-target/debug/qdrant exists, if not build it:	COMMENT
LOW	tools/smaps-view.py	83	# Check if line starts with an address range (new memory map entry)	COMMENT
LOW	tests/basic_grpc_inference_test.sh	12	# Check if local grpcurl exists and is executable	COMMENT
LOW	tests/openapi/test_strictmode.py	1794	# Check if tokens are gone	COMMENT
LOW	tests/consensus_tests/test_io_uring_eintr.py	171	# Check if the process is still alive	COMMENT
LOW	tests/e2e_tests/conftest.py	97	# Check if image already exists	COMMENT
LOW	tests/e2e_tests/conftest.py	198	# Check if this is being used with indirect parametrization	COMMENT
LOW	tests/e2e_tests/test_continuous_snapshots.py	19	# Check if we should stop	COMMENT
LOW	lib/edge/tools/prepare_facet_snapshot.sh	33	# Check if Qdrant is already running	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/collection/src/collection/distance_matrix.rs	213	// use the same filter for all requests to leverage batch search	COMMENT
MEDIUM	lib/segment/src/json_path/mod.rs	239	// nuanced cases include wildcard indexes, e.g., `a[0].b` and `a[].b` intersect.	COMMENT
MEDIUM	lib/quantization/src/turboquant/simd/query1bit/mod.rs	466	// — tightens to `<=` here to be robust against tiny-dim rng noise).	COMMENT
MEDIUM	lib/sparse/src/index/search_context.rs	101	// sort ids to fully leverage posting list iterator traversal	COMMENT

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tests/openapi/test_filter_is_empty.py	149	# Point 1 has an explicit null, point 2 has no payload, point 3 has a value.	COMMENT

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tools/missed_cherry_picks.sh	5	# Example usage:	COMMENT
LOW	tools/generate_docker_compose_cluster.sh	9	# Example usage:	COMMENT
LOW	lib/segment/src/common/anonymize.rs	12	/// # Usage example	COMMENT
LOW	lib/edge/python/codegen/src/lib.rs	7	/// # Usage example	COMMENT

AI Structural Patterns8 hits · 6 pts

Severity	File	Line	Context
LOW	tests/openapi/helpers/helpers.py	203	CODE
LOW	tests/consensus_tests/utils.py	359	CODE
LOW	tests/consensus_tests/utils.py	390	CODE
LOW	tests/consensus_tests/utils.py	402	CODE
LOW	tests/consensus_tests/utils.py	410	CODE
LOW	tests/consensus_tests/utils.py	993	CODE
LOW	tests/consensus_tests/fixtures.py	85	CODE
LOW	tests/consensus_tests/fixtures.py	142	CODE

Modern AI Meta-Vocabulary1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	lib/edge/python/examples/add-named-vector.py	64	# 2. Add a new dense vector (e.g., a new embedding model)	COMMENT

Modern Structural Boilerplate3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e_tests/client_utils.py	228	def update_collection(self, collection_name: str, collection_params: Dict[str, Any]) -> None:	CODE
LOW	tests/e2e_tests/test_strict_mode_disk.py	52	def _set_strict_mode_via_rest(host: str, port: int, collection: str, config: dict) -> None:	CODE
LOW	tests/e2e_tests/test_strict_mode_memory.py	67	def _set_strict_mode_via_rest(host: str, port: int, collection: str, config: dict) -> None:	CODE

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