2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

16.9K

Stars

Language

1.6M

Lines of Code

5.7K

Files

3.8K

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 11.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3466 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 109 finding(s).

Agent Over-Engineering Ratio 2.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 462 finding(s).

PR Review Velocity Impact 13.1/100 · LOW

Which changes need focused human review? 3750 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 23HIGH 12MEDIUM 199LOW 3516

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 3750 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.

Over-Commented Block2891 hits · 2860 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose-namespaces-test.yml	1	# Docker Compose for the cross-reference + namespaces python acceptance test.	COMMENT
LOW	docker-compose-readonly-recovery-test.yml	1	# Docker Compose for the shard readonly recovery acceptance test.	COMMENT
LOW	cluster/store_apply.go	121	return fmt.Errorf("unmarshal update-user subcommand: %w", err)	COMMENT
LOW	cluster/raft_apply_endpoints.go	121	// This is the public entry point: callers reach it from the REST / gRPC	COMMENT
LOW	cluster/store.go	101	HeartbeatTimeout time.Duration	COMMENT
LOW	cluster/store.go	121	// snapshot. We randomly stagger between this value and 2x this value to avoid	COMMENT
LOW	cluster/store.go	201	// DistributedTaskCollectionExtractors are registered on the	COMMENT
LOW	cluster/store.go	521	// SetDistributedTaskConflictDetectors installs the per-namespace	COMMENT
LOW	cluster/store.go	1201	// leader of the cluster. They may be empty strings if there is no current leader or the leader is	COMMENT
LOW	cluster/backoff.go	21	// backoffConfig creates a backoff configuration based on the election timeout.	COMMENT
LOW	cluster/store_apply_subject_namespace.go	1	// _ _	COMMENT
LOW	cluster/raft_namespace_apply_endpoints.go	81		COMMENT
LOW	cluster/store_namespace_admission_test.go	41	// This file tests the namespace checks on both sides of the RAFT log. Every	COMMENT
LOW	cluster/store_raft_field_race_test.go	1	// _ _	COMMENT
LOW	cluster/raft.go	81		COMMENT
LOW	cluster/distributedtask/throttled_recorder_test.go	21	"github.com/stretchr/testify/mock"	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	881	// tick (default 1 minute in production, 30s in this harness).	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	941	// notices the task is no longer in startedTasks and terminates the	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	961		COMMENT
LOW	cluster/distributedtask/scheduler_test.go	1081	// successful tick MUST pre-mark every already-terminal task as having its	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	1181	require.Empty(t, taskCalls, "no callbacks may fire on later ticks for the same already-terminal task")	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	1481	// re-firing the appropriate phase callback (OnGroupCompleted for	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	1601	s.deletePerTaskStateLocked(desc)	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	1621	// source the precheck reads when consulting DTM state for the	COMMENT
LOW	cluster/distributedtask/scheduler_test.go	2061	h.scheduler.tasksUnrecognizedStatus.WithLabelValues(namespace)))	COMMENT
LOW	cluster/distributedtask/scheduler_multinode_test.go	1	// _ _	COMMENT
LOW	cluster/distributedtask/scheduler_multinode_test.go	21	// Why this exists: the FINALIZING regression (every node must fire	COMMENT
LOW	cluster/distributedtask/scheduler_multinode_test.go	641	// wired, MarkDistributedTaskFinalized (and therefore OnTaskCompleted's	COMMENT
LOW	…er/distributedtask/scheduler_multinode_barrier_test.go	1	// _ _	COMMENT
LOW	…er/distributedtask/scheduler_multinode_barrier_test.go	461		COMMENT
LOW	…er/distributedtask/scheduler_multinode_barrier_test.go	561	// barrier task on a DIFFERENT prop (different task ID, no payload	COMMENT
LOW	…er/distributedtask/scheduler_multinode_barrier_test.go	941	// Restarted node-2 ticks: fresh map allows OnGroupCompleted to fire	COMMENT
LOW	cluster/distributedtask/types_predicates_test.go	21	// Direct table tests for Task / TaskStatus predicates. These appear	COMMENT
LOW	cluster/distributedtask/types.go	1	// _ _	COMMENT
LOW	cluster/distributedtask/types.go	21	ListDistributedTasks(ctx context.Context) (map[string][]*Task, error)	COMMENT
LOW	cluster/distributedtask/types.go	41	}	COMMENT
LOW	cluster/distributedtask/types.go	81	// returned. Both methods are idempotent at the FSM layer: only the first	COMMENT
LOW	cluster/distributedtask/types.go	101	ctx context.Context,	COMMENT
LOW	cluster/distributedtask/types.go	161		COMMENT
LOW	cluster/distributedtask/types.go	181		COMMENT
LOW	cluster/distributedtask/types.go	201	// AddDistributedTask yet at the moment they each query the cluster task	COMMENT
LOW	cluster/distributedtask/types.go	221	// appended to the FSM-stored task list. existingTasks is the full	COMMENT
LOW	cluster/distributedtask/types.go	241	CheckCrossNamespaceConflict(newPayload []byte, allTasks map[string]map[string]*Task) error	COMMENT
LOW	cluster/distributedtask/types.go	261	// SchemaMutationDetector is an optional interface providers implement so	COMMENT
LOW	cluster/distributedtask/types.go	281	// snapshot at the same applyIndex and reaches the same accept/reject	COMMENT
LOW	cluster/distributedtask/types.go	301	// CheckClassMutation is called under [Manager.mu] from the schema FSM's	COMMENT
LOW	cluster/distributedtask/types.go	321	}	COMMENT
LOW	cluster/distributedtask/types.go	341		COMMENT
LOW	cluster/distributedtask/types.go	361	// task's callbacks are then re-dispatched once on the next tick — each a	COMMENT
LOW	cluster/distributedtask/types.go	381	// Every unit task has groups. If no explicit GroupID is set, all units	COMMENT
LOW	cluster/distributedtask/types.go	401		COMMENT
LOW	cluster/distributedtask/types.go	421	//	COMMENT
LOW	cluster/distributedtask/types.go	501	TaskStatusPreparing TaskStatus = "PREPARING"	COMMENT
LOW	cluster/distributedtask/types.go	541	}	COMMENT
LOW	cluster/distributedtask/types.go	661	// MaxUnitRetries is the opt-in per-task retry budget for retryable	COMMENT
LOW	cluster/distributedtask/types.go	681	// and only by the [Scheduler] tick firing	COMMENT
LOW	cluster/distributedtask/types.go	841	// MissingPostCompletionAckNodes returns the node IDs that have local	COMMENT
LOW	…/distributedtask/scheduler_noop_provider_proof_test.go	1	// _ _	COMMENT
LOW	cluster/distributedtask/mock_task_cleaner.go	1	// _ _	COMMENT
LOW	cluster/distributedtask/throttled_recorder.go	21	)	COMMENT
2831 more matches not shown…

Decorative Section Separators163 hits · 484 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	582	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	584	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	654	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	656	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	780	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	782	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	892	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_namespace_refs.py	894	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/acceptance_with_python/test_namespace_refs.py	481	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	test/acceptance_with_python/test_namespace_refs.py	483	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	204	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	206	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	405	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	407	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	572	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	574	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	718	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	720	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	901	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	903	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1320	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1322	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1458	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1460	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1609	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1611	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1935	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	1937	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	2263	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	2265	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	2974	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	2976	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3135	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3137	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3316	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3318	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3476	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3478	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3765	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	3767	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	4216	# ===========================================================================	COMMENT
MEDIUM⚡	…e_with_python/test_nested_props_array_intermediates.py	4218	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	36	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	1114	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	1116	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	1742	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	1744	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	2091	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	2093	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	2429	# ===========================================================================	COMMENT
MEDIUM	…e_with_python/test_nested_props_array_intermediates.py	2431	# ===========================================================================	COMMENT
103 more matches not shown…

Hallucination Indicators23 hits · 265 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	test/acceptance_with_python/test_usage.py	282	wvc.config.Reconfigure.VectorIndex.Quantizer.bq(enabled=True),	CODE
CRITICAL⚡	test/acceptance_with_python/test_usage.py	283	wvc.config.Reconfigure.VectorIndex.Quantizer.rq(enabled=True),	CODE
CRITICAL⚡	test/acceptance_with_python/test_usage.py	284	wvc.config.Reconfigure.VectorIndex.Quantizer.sq(enabled=True, training_limit=50),	CODE
CRITICAL⚡	test/acceptance_with_python/test_usage.py	285	wvc.config.Reconfigure.VectorIndex.Quantizer.pq(enabled=True, training_limit=300),	CODE
CRITICAL	test/acceptance_with_python/test_usage.py	360	encoding=wvc.config.Configure.VectorIndex.MultiVector.Encoding.muvera(),	CODE
CRITICAL	test/acceptance_with_python/test_usage.py	364	encoding=wvc.config.Configure.VectorIndex.MultiVector.Encoding.muvera(),	CODE
CRITICAL⚡	adapters/repos/db/inverted_reindex_shard_migrations.go	45	className := m.shard.index.Config.ClassName.String()	CODE
CRITICAL⚡	adapters/repos/db/inverted_reindex_shard_migrations.go	55	return m.shard.index.db.migrationCluster.LocalTasks()	CODE
CRITICAL⚡	adapters/repos/db/inverted_reindex_shard_migrations.go	62	return m.shard.index.db.migrationSeals.SealUnit(desc, unitID)	CODE
CRITICAL	adapters/repos/db/inverted/searcher_ref_filter.go	86	ClassName: r.filter.On.Child.Class.String(),	CODE
CRITICAL	adapters/repos/db/lsmkv/compactor_set.go	158	kis := make([]segmentindex.KeyRedux, 0, c.c1.cache.segment.index.KeyCount()+c.c2.cache.segment.index.KeyCount())	CODE
CRITICAL	adapters/handlers/mcp/server.go	50	return state.ServerConfig.Config.MCP.WriteAccessEnabled.Get()	CODE
CRITICAL	adapters/handlers/rest/handlers_misc.go	77	target, err := url.JoinPath(serverConfig.Config.Authentication.OIDC.Issuer.Get(), "/.well-known/openid-configuration"	CODE
CRITICAL	adapters/handlers/rest/configure_api.go	577	restcompat.SetAsyncReplicationGloballyDisabled(appState.ServerConfig.Config.Replication.AsyncReplicationDisabled.Get())	CODE
CRITICAL	adapters/handlers/rest/configure_api.go	670	TimeoutsMultiplier: appState.ServerConfig.Config.Raft.TimeoutsMultiplier.Get(),	CODE
CRITICAL	adapters/handlers/rest/configure_api.go	705	DrainSleep: appState.ServerConfig.Config.Raft.DrainSleep.Get(),	CODE
CRITICAL	adapters/handlers/rest/configure_api.go	1687	time.Sleep(appState.ServerConfig.Config.Raft.DrainSleep.Get())	CODE
CRITICAL	adapters/handlers/rest/configure_api.go	2970	restcompat.SetAsyncReplicationGloballyDisabled(appState.ServerConfig.Config.Replication.AsyncReplicationDisabled.Get()	CODE
CRITICAL	adapters/handlers/rest/filterext/parse_test.go	597	assert.Equal(t, "customer1:Country", out.Root.On.Child.Class.String(),	CODE
CRITICAL	adapters/handlers/rest/filterext/parse_test.go	608	assert.Equal(t, "customer1:Country", out.Root.On.Child.Class.String())	CODE
CRITICAL	adapters/handlers/rest/filterext/parse_test.go	609	assert.Equal(t, "customer1:City", out.Root.On.Child.Child.Class.String(),	CODE
CRITICAL	adapters/handlers/rest/filterext/parse_test.go	622	assert.Equal(t, "customer1:Country", out.Root.On.Child.Class.String(),	CODE
CRITICAL	adapters/handlers/rest/search/aggregate_test.go	243	assert.Equal(t, "year", deps.searcher.lastAggregateParams.GroupBy.Property.String())	CODE

Hyper-Verbose Identifiers284 hits · 214 pts

Severity	File	Line	Snippet	Context
LOW	test/acceptance_with_python/test_named_vectors.py	18	def test_create_named_vectors_with_and_without_vectorizer(	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	45	def test_hybrid_search_with_multiple_target_vectors(named_collection: NamedCollection) -> None:	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	217	def test_near_vector_with_single_named_vector(	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	275	def test_different_target_fusion_methods(	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	349	def test_more_results_than_limit(	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	420	def test_named_vectors_missing_entries(	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	456	def test_multi_target_near_vector(collection_factory: CollectionFactory) -> None:	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	484	def test_multi_target_with_filter(collection_factory: CollectionFactory):	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	580	def test_single_named_vectors_without_names(collection_factory: CollectionFactory) -> None:	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	598	def test_named_vectors_without_names(collection_factory: CollectionFactory) -> None:	CODE
LOW	test/acceptance_with_python/test_named_vectors.py	615	def test_single_vectorizer_with_named_vectors(collection_factory: CollectionFactory) -> None:	CODE
LOW	test/acceptance_with_python/test_get_debug_usage.py	73	def test_settle_waits_for_accepted_reads(	CODE
LOW	test/acceptance_with_python/test_get_debug_usage.py	87	def test_settle_times_out_when_never_accepted(monkeypatch):	CODE
LOW⚡	test/acceptance_with_python/test_namespace_refs.py	419	def test_single_target_add_replace_delete(	CODE
LOW⚡	test/acceptance_with_python/test_namespace_refs.py	587	def test_filter_by_ref_chained_with_property(	CODE
LOW⚡	test/acceptance_with_python/test_namespace_refs.py	659	def test_multi_target_replace_and_delete(	CODE
LOW⚡	test/acceptance_with_python/test_namespace_refs.py	785	def test_batch_reference_insert_multi_target(	CODE
LOW⚡	test/acceptance_with_python/test_namespace_refs.py	897	def test_inline_ref_in_object_create(	CODE
LOW	test/acceptance_with_python/test_namespace_refs.py	348	def _wait_for_collections_on_read_node(client: WeaviateClient, shorts: List[str]) -> None:	CODE
LOW	test/acceptance_with_python/test_namespace_refs.py	372	def _delete_qualified_collection(http_port: int, qualified: str) -> None:	CODE
LOW	test/acceptance_with_python/conftest.py	176	def _sanitize_collection_name(name: str) -> str:	CODE
LOW	…acceptance_with_python/test_multi_target_search_gql.py	130	def test_test_multi_target_near_vector_gql(collection_factory: CollectionFactory):	CODE
LOW	…acceptance_with_python/test_multi_target_search_gql.py	172	def test_test_multi_target_hybrid_gql(collection_factory: CollectionFactory):	CODE
LOW	test/acceptance_with_python/test_index_compression.py	31	def generate_random_multi_vector(target_vector: str):	CODE
LOW	test/acceptance_with_python/test_errors.py	8	def test_error_no_module_for_vectorizer(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	test/acceptance_with_python/test_readonly_recovery.py	93	def test_readonly_triggered_by_disk_usage(client: weaviate.WeaviateClient):	CODE
LOW	test/acceptance_with_python/test_readonly_recovery.py	143	def test_recovery_after_freeing_disk(client: weaviate.WeaviateClient):	CODE
LOW	test/acceptance_with_python/test_readonly_recovery.py	156	def test_writes_succeed_after_recovery(client: weaviate.WeaviateClient):	CODE
LOW	test/acceptance_with_python/test_usage.py	111	def test_usage_adding_named_vector(collection_factory: CollectionFactory):	CODE
LOW⚡	test/acceptance_with_python/test_usage.py	288	def test_usage_enabling_compression(	CODE
LOW	test/acceptance_with_python/test_refs.py	43	def test_ref_with_multiple_cycle(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	214	def _honda_civic_for_datatypes_test() -> Dict[str, Any]:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	415	def test_same_element_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	583	def test_arr_n_pin_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	728	def test_arr_n_pin_with_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	911	def test_arr_n_pin_with_or_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	1332	def test_is_null_on_leaf_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	1467	def test_contains_all_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	1619	def test_contains_any_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	1947	def test_multi_token_equal_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	2275	def test_is_null_in_correlated_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	2983	def test_invalid_filter_returns_server_error(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	3146	def test_contains_all_with_equal_in_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	3327	def test_contains_any_with_equal_in_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	3487	def test_contains_none_with_equal_in_and_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	3777	def test_flat_or_nested_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW⚡	…e_with_python/test_nested_props_array_intermediates.py	4227	def test_not_equal_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	234	def _assert_each_datatype_filter_selects(	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	291	def _assert_comparison_operator_sweep_selects(	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	343	def test_all_datatypes_at_root_cars(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	361	def test_all_datatypes_under_country_object(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	383	def test_all_datatypes_under_countries_array(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	442	def test_same_element_and_under_country_object(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	493	def test_same_element_and_under_countries_array(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	608	def test_arr_n_pin_under_country_object(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	652	def test_arr_n_pin_under_countries_array(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	765	def test_arr_n_pin_with_and_under_country_object(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	820	def test_arr_n_pin_with_and_under_countries_array(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	954	def test_arr_n_pin_with_or_under_country_object(collection_factory: CollectionFactory) -> None:	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	1020	def test_arr_n_pin_with_or_under_countries_array(collection_factory: CollectionFactory) -> None:	CODE
224 more matches not shown…

Verbosity Indicators111 hits · 209 pts

Severity	File	Line	Snippet	Context
LOW	cluster/store_apply_test.go	446	// Step 1: Add class "FooBar"	COMMENT
LOW	cluster/store_apply_test.go	470	// Step 2: Delete class "foobar" (different case) during RAFT replay	COMMENT
LOW	cluster/store_apply_test.go	483	// Step 3: Verify that FooBar was deleted from memory schema	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	103	// Step 0: create collection with the property starting in both-flags-true	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	158	// Step 3: fire both PUTs in parallel.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	193	// Step 4: classify the outcomes.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	225	// Step 5: wait for accepted tasks to FINISH. Bug repro: BOTH transition	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	236	// Step 6: if one submit was rejected as a 409 conflict, retry it now	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	294	// Step 7: assert both schema flags flipped to true.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	312	// Step 8: queries against both buckets must return data. The filterable	COMMENT
LOW	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	140	// Step 1: leave a cancelled enable-rangeable behind on every tenant. The	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	157	// Step 2: deactivate. A COLD tenant leaves the index's shard map, which is	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	162	// Step 3: plant. Deterministic on purpose — whether the cancel above	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	171	// Step 4: restart. This is what makes every HOT tenant an unloaded	COMMENT
LOW	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	187	// Step 5: re-submit, naming the HOT tenants — an unnamed COLD tenant would	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	674	// Step 1: enable filterable. This writes a tidied.mig per-prop.	COMMENT
LOW⚡	…ceptance/reindex_multinode/round_trip_adjacent_test.go	689	// Step 2: change-tokenization word→field on the same property.	COMMENT
LOW⚡	…ceptance/reindex_multinode/round_trip_adjacent_test.go	698	// Step 3: round-trip back to word.	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	734	// Step 1: enable searchable. The backend requires a tokenization on	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	760	// Step 2: change-tokenization word→field via filterable. The	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	773	// Step 3: back to word via filterable. Same single-request shape.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	111	// Step 1: change-tok-both from word → field via PUT .../index/searchable	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	119	// Step 2: DELETE the searchable index.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	122	// Step 3: filterable-only retokenize from field → word. With both	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	170	// Step 1: change-tokenization-filterable from field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	179	// Step 2: DELETE the filterable index. The API spelling is	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	239	// Step 1: retokenize filterable from field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	245	// Step 2: enable-searchable with matching tokenization "word".	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	315	// Step 1: submit change-tok-both.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	320	// Step 2: wait until the task is observable as indexing, then issue	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	358	// Step 3: wait for the reindex task to reach a terminal state. It	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	363	// Step 4: assert internal consistency. The class still exists.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	430	// Step 1: field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	438	// Step 2: word → field.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	493	// Step 1: submit change-tok-both, then cancel mid-flight via POST	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	500	// Step 2: submit change-tok-filterable. The cancel left state behind	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	508	// Step 3: verify the filterable bucket actually serves queries	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	557	// Step 1: retokenize filterable from word → field.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	565	// Step 2: enable-searchable with matching field tokenization (must	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	573	// Step 3: change-tok-both from field → word via PUT .../index/searchable	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	581	// Step 4: assert both buckets reflect word tokenization. With	COMMENT
LOW	…/reindex_singlenode/change_tok_delete_journeys_test.go	256	// Step 3: assert both indexes work and use word tokenization.	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	76	// Step 1: first enable via the reindex API — lays down the	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	85	// Step 2: DELETE the searchable index.	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	88	// Step 3: re-enable. The crux of this test. If the .migrations	COMMENT
LOW⚡	…cceptance/reindex_singlenode/cancel_then_retry_test.go	100	// Step 1: submit and cancel.	COMMENT
LOW⚡	…cceptance/reindex_singlenode/cancel_then_retry_test.go	103	// Step 2: re-submit. Crux of the test — without cleanup of started.mig,	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	136	// Step 1: create collection with word tokenization.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	146	// Step 2: insert baseline objects. Keep the count modest — the reindex	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	156	// Step 3: submit the change-tokenization reindex.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	161	// Step 4: poll /v1/tasks until FINISHED. Keep a tight 20ms tick: this	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	186	// Step 5: stop the container immediately with 0 timeout (SIGKILL).	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	191	// Step 6: restart the container.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	198	// Step 7: write the NEW object IMMEDIATELY after the container is ready.	COMMENT
LOW	…eptance/reindex_singlenode/restart_during_swap_test.go	219	// Step 8: wait for the schema tokenization to flip to "field"	COMMENT
LOW	…eptance/reindex_singlenode/restart_during_swap_test.go	239	// Step 9: query with FIELD-tokenization-style queries.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1689	// Step 1: Insert 20 objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1693	// Step 2: First export — should capture 20 objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1699	// Step 3: Insert 10 more objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1703	// Step 4: Second export — should capture 30 objects.	COMMENT
51 more matches not shown…

Structural Annotation Overuse108 hits · 205 pts

Severity	File	Line	Snippet	Context
LOW	cluster/store_apply_test.go	446	// Step 1: Add class "FooBar"	COMMENT
LOW	cluster/store_apply_test.go	470	// Step 2: Delete class "foobar" (different case) during RAFT replay	COMMENT
LOW	cluster/store_apply_test.go	483	// Step 3: Verify that FooBar was deleted from memory schema	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	103	// Step 0: create collection with the property starting in both-flags-true	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	158	// Step 3: fire both PUTs in parallel.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	193	// Step 4: classify the outcomes.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	225	// Step 5: wait for accepted tasks to FINISH. Bug repro: BOTH transition	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	236	// Step 6: if one submit was rejected as a 409 conflict, retry it now	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	294	// Step 7: assert both schema flags flipped to true.	COMMENT
LOW	…ance/reindex_concurrent/parallel_same_property_test.go	312	// Step 8: queries against both buckets must return data. The filterable	COMMENT
LOW	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	140	// Step 1: leave a cancelled enable-rangeable behind on every tenant. The	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	157	// Step 2: deactivate. A COLD tenant leaves the index's shard map, which is	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	162	// Step 3: plant. Deterministic on purpose — whether the cancel above	COMMENT
LOW⚡	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	171	// Step 4: restart. This is what makes every HOT tenant an unloaded	COMMENT
LOW	…ceptance/reindex_mt/cold_and_unhydrated_cancel_test.go	187	// Step 5: re-submit, naming the HOT tenants — an unnamed COLD tenant would	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	674	// Step 1: enable filterable. This writes a tidied.mig per-prop.	COMMENT
LOW⚡	…ceptance/reindex_multinode/round_trip_adjacent_test.go	689	// Step 2: change-tokenization word→field on the same property.	COMMENT
LOW⚡	…ceptance/reindex_multinode/round_trip_adjacent_test.go	698	// Step 3: round-trip back to word.	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	734	// Step 1: enable searchable. The backend requires a tokenization on	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	760	// Step 2: change-tokenization word→field via filterable. The	COMMENT
LOW	…ceptance/reindex_multinode/round_trip_adjacent_test.go	773	// Step 3: back to word via filterable. Same single-request shape.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	111	// Step 1: change-tok-both from word → field via PUT .../index/searchable	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	119	// Step 2: DELETE the searchable index.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	122	// Step 3: filterable-only retokenize from field → word. With both	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	170	// Step 1: change-tokenization-filterable from field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	179	// Step 2: DELETE the filterable index. The API spelling is	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	239	// Step 1: retokenize filterable from field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	245	// Step 2: enable-searchable with matching tokenization "word".	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	315	// Step 1: submit change-tok-both.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	320	// Step 2: wait until the task is observable as indexing, then issue	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	358	// Step 3: wait for the reindex task to reach a terminal state. It	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	363	// Step 4: assert internal consistency. The class still exists.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	430	// Step 1: field → word.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	438	// Step 2: word → field.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	493	// Step 1: submit change-tok-both, then cancel mid-flight via POST	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	500	// Step 2: submit change-tok-filterable. The cancel left state behind	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	508	// Step 3: verify the filterable bucket actually serves queries	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	557	// Step 1: retokenize filterable from word → field.	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	565	// Step 2: enable-searchable with matching field tokenization (must	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	573	// Step 3: change-tok-both from field → word via PUT .../index/searchable	COMMENT
LOW⚡	…/reindex_singlenode/change_tok_delete_journeys_test.go	581	// Step 4: assert both buckets reflect word tokenization. With	COMMENT
LOW	…/reindex_singlenode/change_tok_delete_journeys_test.go	256	// Step 3: assert both indexes work and use word tokenization.	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	76	// Step 1: first enable via the reindex API — lays down the	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	85	// Step 2: DELETE the searchable index.	COMMENT
LOW⚡	…ptance/reindex_singlenode/delete_then_reenable_test.go	88	// Step 3: re-enable. The crux of this test. If the .migrations	COMMENT
LOW⚡	…cceptance/reindex_singlenode/cancel_then_retry_test.go	100	// Step 1: submit and cancel.	COMMENT
LOW⚡	…cceptance/reindex_singlenode/cancel_then_retry_test.go	103	// Step 2: re-submit. Crux of the test — without cleanup of started.mig,	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	136	// Step 1: create collection with word tokenization.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	146	// Step 2: insert baseline objects. Keep the count modest — the reindex	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	156	// Step 3: submit the change-tokenization reindex.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	161	// Step 4: poll /v1/tasks until FINISHED. Keep a tight 20ms tick: this	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	186	// Step 5: stop the container immediately with 0 timeout (SIGKILL).	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	191	// Step 6: restart the container.	COMMENT
LOW⚡	…eptance/reindex_singlenode/restart_during_swap_test.go	198	// Step 7: write the NEW object IMMEDIATELY after the container is ready.	COMMENT
LOW	…eptance/reindex_singlenode/restart_during_swap_test.go	219	// Step 8: wait for the schema tokenization to flip to "field"	COMMENT
LOW	…eptance/reindex_singlenode/restart_during_swap_test.go	239	// Step 9: query with FIELD-tokenization-style queries.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1689	// Step 1: Insert 20 objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1693	// Step 2: First export — should capture 20 objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1699	// Step 3: Insert 10 more objects.	COMMENT
LOW⚡	test/modules/export-s3/export_test.go	1703	// Step 4: Second export — should capture 30 objects.	COMMENT
48 more matches not shown…

Fake / Example Data69 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	tools/dev/bench/demo_indexing_mistakes_ui/index.html	71	<p class="placeholder">Press <em>Run query</em> to execute.</p>	CODE
LOW	tools/dev/bench/demo_indexing_mistakes_ui/index.html	111	<p class="placeholder">Press <em>Run query</em> to execute.</p>	CODE
LOW	tools/dev/bench/demo_indexing_mistakes_ui/index.html	142	<p class="placeholder">Press <em>Run query</em> to execute.</p>	CODE
LOW	tools/dev/bench/demo_indexing_mistakes_ui/app.js	325	: `<p class="placeholder">${escapeHtml(emptyNote \|\| "No results.")}</p>`;	CODE
LOW	tools/dev/bench/demo_indexing_mistakes_ui/app.js	350	container.innerHTML = `<p class="placeholder">Running query...</p>`;	CODE
LOW	test/acceptance/objects/skip_vector_index_test.go	52	Properties: map[string]interface{}{"name": "Jane Doe"},	CODE
LOW	test/acceptance/objects/skip_vector_index_test.go	63	assert.Equal(t, "Jane Doe", obj.Payload.Properties.(map[string]interface{})["name"].(string))	CODE
LOW	test/acceptance/mcp/query_hybrid_test.go	31	authorJohnDoe = "John Doe"	CODE
LOW	test/acceptance/mcp/query_hybrid_test.go	506	// Search with OR filter: author="John Doe" OR author="Jane Smith" - expects 3 results	COMMENT
LOW	test/acceptance/mcp/objects_upsert_test.go	948	"author": "John Doe",	CODE
LOW	…eindex_singlenode/delete_reenable_shortcircuit_test.go	68	text = fmt.Sprintf("lorem ipsum dolor sit amet %d", i)	CODE
LOW	…eindex_singlenode/delete_reenable_shortcircuit_test.go	68	text = fmt.Sprintf("lorem ipsum dolor sit amet %d", i)	CODE
LOW	…/acceptance/reindex_singlenode/scope_assertion_test.go	77	"description": fmt.Sprintf("lorem ipsum dolor %d sit amet", i),	CODE
LOW	…/acceptance/reindex_singlenode/scope_assertion_test.go	152	"body": fmt.Sprintf("lorem ipsum dolor %d sit amet", i),	CODE
LOW	…dex_singlenode/property_state_migration_matrix_test.go	316	{propName: "alpha lorem ipsum"},	CODE
LOW	…dex_singlenode/property_state_migration_matrix_test.go	827	// query "alpha" matches the "alpha lorem ipsum" doc; with field	COMMENT
LOW	…dex_singlenode/property_state_migration_matrix_test.go	832	"alpha lorem ipsum",	CODE
LOW	…dex_singlenode/property_state_migration_matrix_test.go	905	return "Equal", `valueText: "alpha lorem ipsum"`	CODE
LOW⚡	…cceptance/reindex_singlenode/enable_searchable_test.go	32	{"name": "bravo", "description": "lorem ipsum dolor sit amet consectetur adipiscing elit"},	CODE
LOW⚡	…cceptance/reindex_singlenode/enable_searchable_test.go	32	{"name": "bravo", "description": "lorem ipsum dolor sit amet consectetur adipiscing elit"},	CODE
LOW⚡	…cceptance/reindex_singlenode/enable_searchable_test.go	37	{"name": "golf", "description": "lorem ipsum but with extra words for tokenization"},	CODE
LOW	…cceptance/reindex_singlenode/enable_searchable_test.go	57	{"multi_token_lorem_ipsum", "lorem ipsum"},	CODE
LOW	…cceptance/reindex_singlenode/enable_searchable_test.go	173	// - "lorem" hits bravo + golf (both contain "lorem ipsum...").	COMMENT
LOW	…nce_with_go_client/object_property_tests/batch_test.go	66	"name": "John Doe",	CODE
LOW	…e_with_go_client/object_property_tests/graphql_test.go	48	"name": "John Doe",	CODE
LOW	…e_with_go_client/object_property_tests/graphql_test.go	119	assert.Equal(t, "John Doe", p["name"])	CODE
LOW	…tors_tests/test_suits/mixed_vectors_name_forwarding.go	53	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…tors_tests/test_suits/mixed_vectors_name_forwarding.go	53	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…tors_tests/test_suits/mixed_vectors_name_forwarding.go	81	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…tors_tests/test_suits/mixed_vectors_name_forwarding.go	81	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…t/named_vectors_tests/test_suits/legacy_vector_misc.go	490	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…t/named_vectors_tests/test_suits/legacy_vector_misc.go	490	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…ectors_tests/test_suits/named_vectors_objects_mixed.go	221	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	…ectors_tests/test_suits/named_vectors_objects_mixed.go	221	"text": "Lorem ipsum dolor sit amet",	CODE
LOW	test/helper/backuptest/testdata.go	299	"Lorem ipsum dolor sit amet consectetur adipiscing elit.",	CODE
LOW	test/helper/backuptest/testdata.go	299	"Lorem ipsum dolor sit amet consectetur adipiscing elit.",	CODE
LOW	…s/db/inverted_reindex_two_tokenization_fixture_test.go	57	filler = "lorem ipsum"	CODE
LOW	adapters/repos/db/shard_write_merge.go	254	// cleaning up. Example `name: "John"` is updated to `name: "John Doe"`,	COMMENT
LOW	adapters/repos/db/repo_test.go	720	name: "placeholder",	CODE
LOW	adapters/repos/db/refcache/resolver_test.go	318	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/resolver_test.go	384	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/resolver_test.go	483	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/resolver_test.go	515	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	192	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	263	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	300	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	390	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	439	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	565	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	651	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	709	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	753	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	760	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	832	"name": "John Doe",	CODE
LOW	adapters/repos/db/refcache/cacher_test.go	840	"name": "John Doe",	CODE
LOW⚡	adapters/repos/db/refcache/cacher_test.go	878	"name": "John Doe",	CODE
LOW⚡	adapters/repos/db/refcache/cacher_test.go	885	"name": "John Doe",	CODE
LOW⚡	adapters/repos/db/refcache/cacher_test.go	892	"name": "John Doe",	CODE
LOW⚡	adapters/repos/db/refcache/cacher_test.go	1012	"name": "John Doe",	CODE
LOW⚡	adapters/repos/db/refcache/cacher_test.go	1020	"name": "John Doe",	CODE
9 more matches not shown…

Modern AI Meta-Vocabulary15 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	44	# A lightweight embedding model that will generate vectors from objects during import	COMMENT
MEDIUM	README.md	135	[Weaviate Agent Skills](https://github.com/weaviate/agent-skills) is a collection of skills for AI coding agents (Claude	CODE
MEDIUM	README.md	147	- [Elysia](https://elysia.weaviate.io) ([GitHub](https://github.com/weaviate/elysia)): Elysia is a decision tree based a	CODE
MEDIUM	README.md	167	- [What is Agentic RAG](https://weaviate.io/blog/what-is-agentic-rag)	CODE
MEDIUM	test/run.sh	1071	# wall-clock. It is a repeated-parallel-migration orchestration test	COMMENT
MEDIUM	test/run.sh	1083	# Scale / orchestration tests. 6 tests:	COMMENT
MEDIUM	test/run.sh	1093	# orchestration tests (RepeatedParallelMigrationJourney -> -restart-b,	COMMENT
MEDIUM	test/acceptance/usage_limits/main_test.go	13	// the Free-Tier guardrails RFC. The suite is deliberately shaped to	COMMENT
MEDIUM	test/acceptance/vector_index_restrictions/main_test.go	13	// guardrails (ALLOWED_VECTOR_INDEX_TYPES / ALLOWED_COMPRESSION_TYPES /	COMMENT
MEDIUM	docs/runtime-reindex.md	802	### 4.4 Reindex orchestration — `adapters/repos/db/reindex_` & `inverted_reindex_`	COMMENT
MEDIUM	…epos/db/inverted_reindex_write_during_finalize_test.go	48	// direction and its assertions; the scaffold is here so the four journeys	COMMENT
MEDIUM	usecases/config/config_handler.go	133	// knobs introduced by the Free-Tier guardrails RFC. The collection-count	COMMENT
MEDIUM	usecases/schema/usage_limits_shards_test.go	28	// added by the Free-Tier guardrails RFC. Config-time check only — there's	COMMENT
MEDIUM	usecases/schema/usage_limits_tenants_test.go	29	// added by the Free-Tier guardrails RFC. Behavior:	COMMENT
MEDIUM	entities/replication/config.go	56	// usage-limits guardrails: when any object/tenant/shard cap is set,	COMMENT

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose.yml	4	# Additionally, it should not be used directly with `docker compose up`; instead, please utilize the scripts provided	COMMENT
MEDIUM	…ptance/reindex_multinode/cross_replica_barrier_test.go	173	// log. Container-log scan is robust against PREPARING being	COMMENT
MEDIUM	…dex_singlenode/property_state_migration_matrix_test.go	60	// invariants above are robust to validator refactors and still catch the	COMMENT
MEDIUM	…dex_singlenode/property_state_migration_matrix_test.go	812	// We deliberately keep the queries broad so the result is robust across	COMMENT
MEDIUM	adapters/repos/db/inverted_reindex_task_generic.go	312	// robust against partial state.	COMMENT
MEDIUM	adapters/repos/db/roaringset/doc.go	51	// Essentially this means the RoaringSet strategy behaves like a fully	COMMENT
MEDIUM	…/db/clusterintegrationtest/cluster_integration_test.go	53	// non-essential parts. Essentially we fix the shard/cluster state and schema	COMMENT
MEDIUM	adapters/repos/db/lsmkv/bucket.go	1295	// has dropped to zero. Essentially the switch just switches pointers, but we	COMMENT
MEDIUM	adapters/repos/db/vector/hnsw/pathseer_test.go	177	// bound is deliberately loose to stay robust to graph-construction	COMMENT
MEDIUM	adapters/repos/db/vector/hnsw/config_update.go	48	// current timer and start a new one. Certainly possible, but let's see	COMMENT
MEDIUM	adapters/repos/db/vector/kmeans/kmeans.go	449	// We leverage existing methods to compute it.	COMMENT

Self-Referential Comments9 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	99	# Create a small canary collection that we will use later to verify recovery.	COMMENT
MEDIUM⚡	test/acceptance_with_python/test_readonly_recovery.py	107	# Create a filler collection and write enough data to push disk usage	COMMENT
MEDIUM	…ers/handlers/rest/operations/objects/objects_create.go	48	# Create an object	COMMENT
MEDIUM	…andlers/rest/operations/namespaces/create_namespace.go	48	# Create a new namespace	COMMENT
MEDIUM	…ndlers/rest/operations/schema/schema_objects_create.go	48	# Create a new collection	COMMENT
MEDIUM	…ters/handlers/rest/operations/schema/aliases_create.go	48	# Create a new alias	COMMENT
MEDIUM	…ters/handlers/rest/operations/schema/tenants_create.go	48	# Create a new tenant	COMMENT
MEDIUM	adapters/handlers/rest/operations/users/create_user.go	53	# Create a new user	COMMENT
MEDIUM	…ers/handlers/rest/operations/backups/backups_create.go	48	# Create a backup	COMMENT

Synthetic Comment Markers4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	adapters/repos/db/shard.go	459	// shutdownRequested marks shard as requested for shutdown	COMMENT
HIGH	adapters/repos/db/shard.go	461	// dropRequested marks shard as requested for drop.	COMMENT
HIGH	.github/workflows/pull_requests.yaml	17	# Paths excluded from Orca SAST scans (auto-generated code + mocks).	COMMENT
HIGH	usecases/backup/backupper.go	212	// - All backups have the same compression type as requested	COMMENT

Empty Error Handlers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	tools/dev/bench/demo_rangeable_reindex.py	106	except requests.ConnectionError:	CODE
HIGH	test/acceptance_with_python/test_namespace_refs.py	344	except Exception:	CODE
HIGH	test/acceptance_with_python/test_tokenize.py	34	except Exception:	CODE
HIGH	test/acceptance_with_python/test_tokenize.py	61	except Exception:	CODE
HIGH	test/acceptance_with_python/test_tokenize.py	86	except Exception:	CODE

Cross-Language Confusion3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…e_with_python/test_nested_props_array_intermediates.py	2283	make_car(color="red"), # color matches, make defaults to "Toyota" (not null)	CODE
HIGH⚡	…e_with_python/test_nested_props_array_intermediates.py	2290	omit_fields(make_car(color="blue"), "make"), # make null, color=blue	CODE
HIGH	…e_with_python/test_nested_props_array_intermediates.py	2810	# match (tires present, not null), but the gap can cause contamination	COMMENT

Redundant / Tautological Comments14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose-raft/raft_cluster.sh	29	# Check if jinja2 is installed	COMMENT
LOW	docker-compose-raft/raft_cluster.sh	31	# Check if running on Mac	COMMENT
LOW	tools/linter_go_routines.sh	29	# Check if file is in excluded list	COMMENT
LOW	tools/linter_error_groups.sh	14	# Check if the file is not one of the permitted usages	COMMENT
LOW	tools/dev/run_telemetry_dashboard.sh	19	# Check if something is already listening on the port	COMMENT
LOW	test/benchmark_bm25/gather_stats.sh	3	# Check if a name parameter is provided	COMMENT
LOW	test/benchmark_bm25/gather_stats.sh	32	# Check if the FlameGraph directory exists	COMMENT
LOW	test/benchmark_bm25/convert_json_to_jsonl.sh	12	# Check if the output file was created and is not empty	COMMENT
LOW	test/acceptance_with_python/test_readonly_recovery.py	121	# Check if shards are already READONLY before writing more.	COMMENT
LOW	test/acceptance_with_python/run.sh	7	# Check if Python is installed	COMMENT
LOW	test/acceptance_with_python/run.sh	13	# Check if a virtual environment (venv) exists	COMMENT
LOW	…handlers/rest/operations/objects/objects_class_head.go	48	# Check if an object exists	COMMENT
LOW	…pters/handlers/rest/operations/objects/objects_head.go	48	# Check if an object exists	COMMENT
LOW	…pters/handlers/rest/operations/schema/tenant_exists.go	48	# Check if a tenant exists	COMMENT

Unused Imports14 hits · 12 pts

Severity	File	Line	Context
LOW	tools/dev/bench/demo_indexing_mistakes_ui/start.py	18	CODE
LOW	test/acceptance_with_python/test_namespace_refs.py	81	CODE
LOW	test/acceptance_with_python/test_generative.py	4	CODE
LOW	test/acceptance_with_python/test_usage.py	8	CODE
LOW	test/acceptance_with_python/test_collection.py	2	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	23	CODE
LOW	…ceptance_with_python/test_nested_filter_regressions.py	13	CODE
LOW	test/acceptance_with_python/test_batch.py	1	CODE
LOW	…_with_python/test_nested_props_object_intermediates.py	20	CODE
LOW	test/acceptance_with_python/rbac/conftest.py	1	CODE
LOW	test/acceptance_with_python/rbac/conftest.py	1	CODE
LOW	test/acceptance_with_python/rbac/test_batch_grpc.py	2	CODE
LOW	test/acceptance_with_python/rbac/test_casing.py	2	CODE
LOW	test/acceptance_with_python/rbac/test_casing.py	3	CODE

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose-namespaces-test.yml	18	# Usage:	COMMENT
LOW	docker-compose-readonly-recovery-test.yml	12	# Usage:	COMMENT
LOW	tools/dev/run_telemetry_dashboard.sh	6	# Usage:	COMMENT
LOW	tools/dev/qa_pr.sh	11	# Usage:	COMMENT
LOW	tools/dev/bench/measure_start_time.py	6	# How to use:	COMMENT
LOW	.github/actions/security-lint/linter_hidden_unicode.sh	5	# Usage:	COMMENT

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	tools/dev/bench/demo_reindex_ui_import.py	243	CODE
LOW	tools/dev/bench/demo_rangeable_reindex.py	219	CODE
LOW	tools/dev/bench/demo_indexing_mistakes_import.py	458	CODE
LOW	test/acceptance_with_python/test_index_compression.py	11	CODE
LOW	test/acceptance_with_python/test_usage.py	210	CODE
LOW	test/acceptance_with_python/test_usage.py	647	CODE
LOW	test/acceptance_with_python/get_debug_usage.py	206	CODE
LOW	test/acceptance_with_python/test_auto_schema_ec.py	20	CODE

Excessive Try-Catch Wrapping7 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/dev/bench/demo_indexing_mistakes_ui/start.py	138	print("Error: WCD_API_KEY env var not set.", file=sys.stderr)	CODE
LOW	test/acceptance_with_python/test_namespace_refs.py	344	except Exception:	CODE
LOW	test/acceptance_with_python/test_readonly_recovery.py	133	except Exception:	CODE
LOW	test/acceptance_with_python/test_tokenize.py	34	except Exception:	CODE
LOW	test/acceptance_with_python/test_tokenize.py	61	except Exception:	CODE
LOW	test/acceptance_with_python/test_tokenize.py	86	except Exception:	CODE
LOW	test/acceptance_with_python/get_debug_usage.py	217	except Exception as e:	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	adapters/repos/db/shard_write_batch_references.go	107	// TODO: is there any benefit in having this parallelized? if so, don't forget to lock before assigning errors	COMMENT
LOW	usecases/auth/authorization/types.go	110	// Note: if a new action added, don't forget to add it to availableWeaviateActions	COMMENT

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	test/acceptance_with_python/conftest.py	31	CODE
LOW	test/acceptance_with_python/conftest.py	76	CODE
LOW	…e_with_python/test_nested_props_array_intermediates.py	98	CODE

weaviate/weaviate

Open-Source Code Quality, Security and Technical Debt Review