3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

35.3K

Stars

Rust

Language

1.1M

Lines of Code

2.5K

Files

2.9K

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 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2284 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 171 finding(s).

Agent Over-Engineering Ratio 10.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1143 finding(s).

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 2947 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 0HIGH 28MEDIUM 411LOW 2508

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 2947 distinct pattern matches across 20 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.

Decorative Section Separators394 hits · 1478 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/openapi/test_substring_match.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	137	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_substring_match.py	186	# ---------------------------------------------------------------------------	COMMENT
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_prefix_match.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/openapi/test_prefix_match.py	200	# ---------------------------------------------------------------------------	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	582	// ┌────────────┐ ┌──────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	588	// └────────────┘ └──────────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	591	// ┌────────────┐ ┌──────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/shard_holder/resharding.rs	597	// └────────────┘ └──────────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	59	// ┌──────────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	63	// └──────┬───────┘	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	64	// │ Report created ┌───────────┐	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	65	// └────────────────────► │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	67	// ┌─────────────────────┤ │	COMMENT
MEDIUM⚡	lib/collection/src/shards/replica_set/mod.rs	68	// │ └───────────┘	COMMENT
334 more matches not shown…

Over-Commented Block1530 hits · 1368 pts

Severity	File	Line	Snippet	Context
LOW	.config/nextest.toml	1	[profile.ci]	COMMENT
LOW	tools/uio-trace-visualizer.html	61	#tree {	COMMENT
LOW	tools/uio-trace-visualizer.html	81	#pal i.none { box-shadow: inset 0 0 0 1px var(--muted); }	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		COMMENT
LOW	config/config.yaml	41	# timeout_sec: 30	COMMENT
LOW	config/config.yaml	61	# connect_timeout_sec: 5	COMMENT
LOW	config/config.yaml	81	# timeout_sec: 30	COMMENT
LOW	config/config.yaml	101	# payload:	COMMENT
LOW	config/config.yaml	141	# Number of parallel threads used for search operations. If 0 - auto selection.	COMMENT
LOW	config/config.yaml	161		COMMENT
LOW	config/config.yaml	181	#io_uring: disabled	COMMENT
LOW	config/config.yaml	201	#	COMMENT
LOW	config/config.yaml	221	# If not set, the default value will be used.	COMMENT
LOW	config/config.yaml	241	# flush_interval_sec: 5	COMMENT
LOW	config/config.yaml	261	full_scan_threshold_kb: 10000	COMMENT
LOW	config/config.yaml	301		COMMENT
LOW	config/config.yaml	321		COMMENT
LOW	config/config.yaml	341	# If null - no limit.	COMMENT
LOW	config/config.yaml	361	#quotas:	COMMENT
LOW	config/config.yaml	401	# Default: 5	COMMENT
LOW	config/config.yaml	421	enable_tls: false	COMMENT
LOW	config/config.yaml	441	# If you enable this you should also enable TLS.	COMMENT
LOW	config/config.yaml	461	# swap the two.	COMMENT
LOW	config/config.yaml	481	# Disabling this can mitigate SSRF risks in environments where the Qdrant node	COMMENT
LOW	config/config.yaml	501	# Use TLS for communication between peers	COMMENT
LOW	config/config.yaml	521	telemetry_disabled: false	COMMENT
LOW	config/config.yaml	541		COMMENT
LOW	config/config.yaml	561	# # Where to write audit log entries:	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_turbo16_storage.py	241	scores = [hit['score'] for hit in result]	COMMENT
LOW	tests/openapi/test_turbo16_storage.py	721	assert scores == sorted(scores)	COMMENT
LOW	tests/openapi/test_turbo16_storage.py	921	# (truncation and saturation, test_multi_vector_uint8.py). The turbo16	COMMENT
LOW	tests/openapi/test_match_any_empty.py	201		COMMENT
LOW	tests/openapi/test_turbo4_storage.py	241	scores = [hit['score'] for hit in result]	COMMENT
LOW	tests/openapi/test_turbo4_storage.py	721	assert scores == sorted(scores)	COMMENT
LOW	tests/openapi/test_turbo4_storage.py	921	# (truncation and saturation, test_multi_vector_uint8.py). The turbo4	COMMENT
LOW	tests/openapi/test_turbo8_storage.py	241	scores = [hit['score'] for hit in result]	COMMENT
LOW	tests/openapi/test_turbo8_storage.py	721	assert scores == sorted(scores)	COMMENT
LOW	tests/openapi/test_turbo8_storage.py	921	# (truncation and saturation, test_multi_vector_uint8.py). The turbo8	COMMENT
LOW	tests/consensus_tests/test_snapshot_recovery.py	181	# happen to be balanced across peers. Peer 0 observes every replica of the	COMMENT
LOW	tests/consensus_tests/test_shard_wal_delta_transfer.py	661	# delta transfer will only transfer changes since the last seen clocks, missing	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	121	# Bounded retries (queue-level + driver-level) can lose the race under sustained	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	tests/consensus_tests/test_reinit_removed_peer.py	41	res = requests.delete(f"{peer_api_uris[0]}/cluster/peer/{removed_peer_id}?timeout=60")	COMMENT
LOW	tests/consensus_tests/test_reinit_removed_peer.py	161	for i in range(3):	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_routing_token.py	181	# Reads are routed through every peer below, so every peer must see both replicas	COMMENT
LOW	tests/consensus_tests/test_snapshot_upload.py	161	assert len(new_sparse_search_result) == len(sparse_search_result)	COMMENT
1470 more matches not shown…

Hyper-Verbose Identifiers643 hits · 626 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_collection_created_at.py	28	def test_collection_created_at(collection_name):	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	1755	def test_strict_mode_retrieve_read_rate_limiting(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1819	def test_scroll_filter_many_conditions(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1864	def test_strict_mode_group_limits(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1931	def test_strict_mode_distance_matrix_limits(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1962	def test_read_rate_limiter_many_vectors(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	1972	def check_multivector_query_raw(should_succeed: bool):	CODE
LOW	tests/openapi/test_strictmode.py	1987	def check_multivector_query_id(should_succeed: bool):	CODE
LOW	tests/openapi/test_strictmode.py	2036	def test_strict_mode_group_by_unindexed(collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2188	def test_strict_mode_full_scan(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2296	def test_strict_mode_full_scan_simple(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2354	def test_strict_mode_multitenant_full_scan(full_collection_name):	CODE
LOW	tests/openapi/test_strictmode.py	2469	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	374	def test_multi_with_euclidean(collection_name):	CODE
LOW	tests/openapi/test_multi_vector_unnamed.py	15	def multivector_collection_setup(	CODE
583 more matches not shown…

Unused Imports129 hits · 129 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	5	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	…s/consensus_tests/test_shard_stream_transfer_turbo4.py	6	CODE
LOW	…sts/test_resharding_down_revert_crash_orphans_state.py	17	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	…onsensus_tests/test_snapshot_aborted_transfer_proxy.py	8	CODE
LOW	tests/consensus_tests/test_replicate_points.py	4	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_drop_replica_condition.py	7	CODE
LOW	tests/consensus_tests/test_points_recommendation.py	3	CODE
LOW	…sts/consensus_tests/test_resharding_abort_live_lock.py	3	CODE
LOW	…sts/consensus_tests/test_resharding_abort_live_lock.py	5	CODE
LOW	…s/consensus_tests/test_cluster_operation_coalescing.py	5	CODE
LOW	tests/consensus_tests/test_resharding_replay.py	11	CODE
LOW	…sus_tests/test_shard_snapshot_transfer_stale_sender.py	4	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	5	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	…s/consensus_tests/test_filter_update_ops_replicated.py	16	CODE
69 more matches not shown…

Empty Error Handlers20 hits · 100 pts

Severity	File	Line	Snippet	Context
HIGH	…sts/test_resharding_down_revert_crash_orphans_state.py	137	except requests.RequestException:	CODE
HIGH	…ensus_tests/test_resharding_set_replica_dead_replay.py	141	except requests.RequestException:	CODE
HIGH	…ts/test_resharding_down_abort_converges_after_crash.py	95	except requests.RequestException:	CODE
HIGH	tests/consensus_tests/test_dirty_shard_crash_loop.py	48	except requests.exceptions.RequestException:	CODE
HIGH	…us_tests/test_shard_snapshot_transfer_missing_point.py	70	except requests.exceptions.RequestException:	CODE
HIGH	tests/consensus_tests/test_shard_transfer_deferred.py	199	except requests.exceptions.ReadTimeout:	CODE
HIGH	tests/consensus_tests/test_shard_transfer_deferred.py	365	except requests.exceptions.ReadTimeout:	CODE
HIGH	…s/consensus_tests/test_snapshot_backpressure_freeze.py	102	except requests.RequestException:	CODE
HIGH	…s/consensus_tests/test_snapshot_backpressure_freeze.py	87	except requests.RequestException:	CODE
HIGH	tests/consensus_tests/peer_proxy.py	138	except OSError:	CODE
HIGH	tests/consensus_tests/peer_proxy.py	376	except FutureTimeoutError:	CODE
HIGH	tests/consensus_tests/peer_proxy.py	426	except OSError:	CODE
HIGH	tests/manual/slow_snapshot_download.py	223	except OSError:	CODE
HIGH	tests/manual/slow_snapshot_download.py	194	except OSError:	CODE
HIGH	tests/e2e_tests/conftest.py	126	except ImageNotFound:	CODE
HIGH	tests/e2e_tests/client_utils.py	34	except Exception:	CODE
HIGH	tests/e2e_tests/client_utils.py	53	except Exception:	CODE
HIGH	tests/e2e_tests/client_utils.py	69	except Exception:	CODE
HIGH	tests/e2e_tests/test_data_compatibility.py	372	except NotFound:	CODE
HIGH	tests/e2e_tests/utils.py	58	except requests.exceptions.RequestException:	CODE

Excessive Try-Catch Wrapping74 hits · 84 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	…sts/test_resharding_down_revert_crash_orphans_state.py	170	except Exception:	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	566	except Exception:	CODE
MEDIUM	tests/consensus_tests/test_cluster_rejoin.py	562	def old_peer_consensus_stopped():	CODE
LOW	…s/consensus_tests/test_filter_update_ops_replicated.py	52	except Exception:	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	798	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	823	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	845	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	853	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	861	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	870	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	879	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	890	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	901	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	909	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	917	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	925	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	932	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	958	except Exception as e:	CODE
LOW⚡	tests/consensus_tests/utils.py	976	except Exception as e:	CODE
LOW	tests/consensus_tests/utils.py	70	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	198	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	217	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	331	except Exception as e:	CODE
LOW	tests/consensus_tests/test_failed_snapshot_recovery.py	375	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	38	except Exception as e:	CODE
LOW	tests/e2e_tests/conftest.py	287	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_data_compatibility.py	157	except Exception as e:	CODE
14 more matches not shown…

Fake / Example Data38 hits · 41 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	965	fake_name = random_str()	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	968	grpc_request={"collection_name": fake_name},	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	969	path_params={"collection_name": fake_name},	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1357	fake_name = random_str()	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1362	"snapshot_name": fake_name,	CODE
LOW⚡	tests/consensus_tests/auth_tests/test_jwt_access.py	1364	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	110	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	130	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	…collection/tests/integration/snapshot_recovery_test.rs	108	payload: Some(serde_json::from_str(r#"{"number": "John Doe"}"#).unwrap()),	CODE
LOW	lib/collection/tests/integration/grouping_test.rs	457	const BODY_TEXT: &str = "lorem ipsum dolor sit amet";	CODE
LOW	lib/collection/tests/integration/grouping_test.rs	457	const BODY_TEXT: &str = "lorem ipsum dolor sit amet";	CODE
LOW	…/segment/tests/integration/segment_on_disk_snapshot.rs	49	"names": ["John Doe", "Bill Murray"],	CODE
LOW	lib/segment/src/segment/tests/mod.rs	128	"name": "John Doe",	CODE
LOW	lib/segment/src/segment/tests/mod.rs	276	"name": "John Doe",	CODE
LOW	lib/segment/src/segment/tests/mod.rs	398	"name": "John Doe",	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	175	"name": "John Doe",	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	195	"John Doe".to_string().into(),	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	225	let payload: Payload = serde_json::from_str(r#"{"name": "John Doe"}"#).unwrap();	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	250	let payload: Payload = serde_json::from_str(r#"{"name": "John Doe"}"#).unwrap();	CODE
LOW	…/src/payload_storage/in_memory_payload_storage_impl.rs	265	"name": "John Doe",	CODE
LOW	lib/segment/src/payload_storage/payload_storage_enum.rs	324	let payload: Payload = serde_json::from_str(r#"{"name": "John Doe"}"#).unwrap();	CODE
LOW	lib/segment/src/index/struct_payload_index/tests.rs	31	"name": "John Doe"	CODE
LOW	lib/segment/src/index/struct_payload_index/tests.rs	125	let payload: Payload = serde_json::from_str(r#"{ "name": "John Doe" }"#).unwrap();	CODE
LOW	lib/segment/src/index/struct_payload_index/tests.rs	165	view.query_points(&name_filter(&key, "John Doe"), &AtomicBool::new(false))	CODE
LOW	lib/segment/src/index/struct_payload_index/tests.rs	189	let payload: Payload = serde_json::from_str(r#"{ "name": "John Doe" }"#).unwrap();	CODE
LOW	lib/bm25/src/lib.rs	238	"foo bar foo lorem ipsum dolor sit amet consectetur adipiscing",	CODE
LOW	lib/bm25/src/lib.rs	238	"foo bar foo lorem ipsum dolor sit amet consectetur adipiscing",	CODE
LOW	src/common/inference/bm25_inference.rs	179	"lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW	src/common/inference/bm25_inference.rs	179	"lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE

Verbosity Indicators18 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	lib/collection/src/collection/mod.rs	573	// 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	233	// Step 1: Insert initial batch of points (wait=true to ensure they are persisted)	COMMENT
LOW⚡	lib/collection/src/tests/deferred_points_dedup.rs	243	// Step 2: Overwrite all point values with new random vectors — this triggers CoW.	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	270	// Step 3: Overwrite again — this creates another round of CoW on top of the	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	295	// 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⚡	lib/blobstore/src/blobstore/tests.rs	1409	// Step 1: Write initial data and flush	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1419	// Step 2: Open a reader	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1424	// Step 3: Verify reader sees initial data	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1430	// Step 4: live_reload when nothing changed must keep serving the same data	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1435	// Step 5: Write more data via writable storage and flush	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1442	// Step 6: live_reload should make new data accessible	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	87	// Step 1: appendable source segment with payload + field indices.	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	135	// Step 2: build a non-appendable target via SegmentBuilder. Mmap vector	COMMENT
LOW⚡	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	502	// Step 1: binary search to find the index of the `start` entry. With a	COMMENT
LOW	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	527	// Step 2: read entries in chunks starting from `start`. Chunks may	COMMENT
LOW	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	578	// Step 3: read the collected ranges and accumulate unique,	COMMENT
LOW	src/snapshots.rs	103	// if it does, we need to check if we want to overwrite it	COMMENT

Structural Annotation Overuse16 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	lib/collection/src/tests/deferred_points_dedup.rs	233	// Step 1: Insert initial batch of points (wait=true to ensure they are persisted)	COMMENT
LOW⚡	lib/collection/src/tests/deferred_points_dedup.rs	243	// Step 2: Overwrite all point values with new random vectors — this triggers CoW.	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	270	// Step 3: Overwrite again — this creates another round of CoW on top of the	COMMENT
LOW	lib/collection/src/tests/deferred_points_dedup.rs	295	// Step 4: Assert no duplicate non-deferred point IDs across segments	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1409	// Step 1: Write initial data and flush	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1419	// Step 2: Open a reader	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1424	// Step 3: Verify reader sees initial data	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1430	// Step 4: live_reload when nothing changed must keep serving the same data	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1435	// Step 5: Write more data via writable storage and flush	COMMENT
LOW⚡	lib/blobstore/src/blobstore/tests.rs	1442	// Step 6: live_reload should make new data accessible	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	87	// Step 1: appendable source segment with payload + field indices.	COMMENT
LOW	…rc/segment/tests/test_immutable_payload_index_files.rs	135	// Step 2: build a non-appendable target via SegmentBuilder. Mmap vector	COMMENT
LOW⚡	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	502	// Step 1: binary search to find the index of the `start` entry. With a	COMMENT
LOW	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	527	// Step 2: read entries in chunks starting from `start`. Chunks may	COMMENT
LOW	…x/field_index/geo_index/on_disk_geo_index/lifecycle.rs	578	// Step 3: read the collected ranges and accumulate unique,	COMMENT
LOW	lib/edge/publish/examples/src/bin/restore-snapshot.rs	99	// NOTE: This function is copy-pasted from PyEdgeShard::update_from_snapshot	COMMENT

Cross-Language Confusion4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	tests/openapi/test_turbo16_storage.py	930	# NaN/Inf serialize to JSON null, so a non-number element is the first	COMMENT
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
HIGH	tests/openapi/test_turbo4_storage.py	930	# NaN/Inf serialize to JSON null, so a non-number element is the first	COMMENT
HIGH	tests/openapi/test_turbo8_storage.py	930	# NaN/Inf serialize to JSON null, so a non-number element is the first	COMMENT

Deep Nesting25 hits · 23 pts

Severity	File	Line	Context
LOW	tools/smaps-view.py	60	CODE
LOW	tools/callgraph/callgraph.py	481	CODE
LOW	tools/callgraph/callgraph.py	314	CODE
LOW	tests/openapi/test_service.py	116	CODE
LOW	tests/consensus_tests/test_peer_proxy.py	118	CODE
LOW	tests/consensus_tests/test_peer_proxy.py	241	CODE
LOW	tests/consensus_tests/test_shard_wal_delta_transfer.py	51	CODE
LOW	tests/consensus_tests/test_snapshot_download_proxy.py	187	CODE
LOW	tests/consensus_tests/test_two_follower_nodes_down.py	28	CODE
LOW	tests/consensus_tests/test_remove_leader_two_node.py	45	CODE
LOW	tests/consensus_tests/utils.py	527	CODE
LOW	tests/consensus_tests/test_write_ordering.py	13	CODE
LOW	tests/consensus_tests/peer_proxy.py	354	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	63	CODE
LOW	tests/e2e_tests/conftest.py	247	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	82	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

Slop Phrases14 hits · 22 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	40	/// 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	78	// When adding provided methods, don't forget to update impls in	COMMENT
LOW	lib/common/common/src/universal_io/traits/file_ops.rs	136	// When adding provided methods, don't forget to update impls in	COMMENT
LOW	lib/common/common/src/universal_io/traits/write.rs	51	// 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	236	// When adding provided methods, don't forget to update impls in crate::universal_io::wrappers::*.	COMMENT
LOW	lib/common/common/src/universal_io/traits/append.rs	95	// When adding provided methods, don't forget to update impls in	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

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	1806	# 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	98	# Check if image already exists	COMMENT
LOW	tests/e2e_tests/conftest.py	227	# 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	.github/workflows/rust.yml	100	# `/dev/shm` is tmpfs. The `model_testing` harness gates preallocate 32 MB gridstore pages	COMMENT
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	240	// nuanced cases include wildcard indexes, e.g., `a[0].b` and `a[].b` intersect.	COMMENT
MEDIUM	lib/sparse/src/index/search_context.rs	92	// sort ids to fully leverage posting list iterator traversal	COMMENT

Example Usage Blocks5 hits · 8 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/tools/s3_proxy/s3_proxy.sh	19	# Usage:	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	400	CODE
LOW	tests/consensus_tests/utils.py	431	CODE
LOW	tests/consensus_tests/utils.py	443	CODE
LOW	tests/consensus_tests/utils.py	451	CODE
LOW	tests/consensus_tests/utils.py	1088	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 Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/consensus_tests/peer_proxy.py	32	logger = logging.getLogger(__name__)	CODE
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_quota_disk.py	55	def _set_quota_via_rest(host: str, port: int, config: dict) -> None:	CODE
LOW	tests/e2e_tests/test_strict_mode_memory.py	75	def _set_strict_mode_via_rest(host: str, port: int, collection: str, config: dict) -> None:	CODE

qdrant/qdrant

Open-Source Code Quality, Security and Technical Debt Review