vitali87/code-graph-rag

31.8

Adjusted Score

31.8

Raw Score

100%

Time Factor

2026-08-29

Last Push

4.8K

Stars

Python

Language

447.7K

Lines of Code

1.3K

Files

11.3K

Pattern Hits

2026-08-29

Scan Date

0.63

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 32HIGH 810MEDIUM 160LOW 10297

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 11299 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers8463 hits · 7403 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	199	def _schedule_immediate_processing(self, relative_path_str: str) -> None:	CODE
LOW	realtime_updater.py	209	def _process_debounced_change(self, relative_path_str: str) -> None:	CODE
LOW	realtime_updater.py	463	def _validate_non_negative_float(value: float) -> float:	CODE
LOW	CONTRIBUTING.md	762	def validate_default_in_options(self):	CODE
LOW	evals/cgr_graph.py	29	def ensure_relationship_batch(	CODE
LOW	evals/cgr_graph.py	125	def ensure_relationship_batch(	CODE
LOW	evals/cgr_graph.py	295	def _delete_orphan_external_modules(self) -> None:	CODE
LOW	evals/l3.py	419	def ensure_relationship_batch(	STRING
LOW	evals/ast_oracle.py	81	def _extend_spans_over_trailing_comments(	CODE
LOW	evals/retrieval.py	76	def first_party_property_names(trees: list[tuple[str, ast.Module]]) -> set[str]:	CODE
LOW	evals/indexing_bench.py	178	def _measure_in_child_process(target: Path, project_name: str) -> IndexingStats:	CODE
LOW	evals/instantiation.py	43	def _externally_shadowed_names(tree: ast.Module, rel: str, project: str) -> set[str]:	CODE
LOW	evals/semantic_search.py	203	def reranked_semantic_ranking(	CODE
LOW	evals/incremental.py	79	def run_neutral_edit_scenario(	CODE
LOW	evals/oracles/csharp_oracle.py	81	def _run_csharp_oracle_payload(target: Path) -> OraclePayload:	CODE
LOW	evals/oracles/scala_oracle.py	24	def _run_scala_oracle_payload(target: Path) -> OraclePayload:	CODE
LOW	evals/oracles/typescript_oracle.py	42	def run_typescript_call_oracle(	CODE
LOW	evals/oracles/typescript_oracle.py	51	def run_javascript_call_oracle(	CODE
LOW	codebase_rag/dead_code.py	129	def _rust_test_modules_from_nodes(	CODE
LOW	codebase_rag/dead_code.py	274	def _is_js_well_known_symbol_root(name: str, is_method: bool, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	330	def _is_java_serialization_root(name: str, is_method: bool, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	343	def _is_csharp_attribute_root(props: PropertyDict, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	363	def _is_csharp_operator_or_finalizer_root(name: str, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	377	def is_well_known_symbol_member(name: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	840	def count_structural_tier_symbols(node_rows: list[ResultRow]) -> int:	CODE
LOW	codebase_rag/dead_code.py	867	def collect_dead_code_with_coverage(	CODE
LOW	codebase_rag/duplicates.py	43	def default_duplicates_config(	CODE
LOW	codebase_rag/duplicates.py	67	def collect_duplicates_with_coverage(	CODE
LOW	codebase_rag/cypher_queries.py	308	def build_drop_constraint_query(label: str, prop: str) -> str:	STRING
LOW	codebase_rag/cypher_queries.py	320	def build_merge_relationship_query(	STRING
LOW	codebase_rag/cypher_queries.py	349	def build_create_relationship_query(	STRING
LOW	codebase_rag/config.py	62	def format_missing_api_key_errors(	CODE
LOW⚡	codebase_rag/config.py	415	def _get_default_orchestrator_config(self) -> ModelConfig:	STRING
LOW⚡	codebase_rag/config.py	418	def _get_default_cypher_config(self) -> ModelConfig:	STRING
LOW⚡	codebase_rag/config.py	422	def active_orchestrator_config(self) -> ModelConfig:	STRING
LOW	codebase_rag/config.py	526	def _read_cgr_instructions_file(path: Path) -> str \| None:	STRING
LOW⚡	codebase_rag/graph_updater.py	1198	def _drop_stale_handler_exposes(self, handler_qns: list[str]) -> None:	CODE
LOW⚡	codebase_rag/graph_updater.py	1211	def _emit_route_call_endpoints(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	790	def _tightest_containing_span(	CODE
LOW	codebase_rag/graph_updater.py	805	def _resolve_hybrid_macro_calls(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	842	def _resolve_hybrid_expansion_calls(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1231	def _drop_stale_module_exposes(self, module_qns: list[str]) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1297	def _graph_route_module_paths(self) -> list[tuple[str, Path]]:	CODE
LOW	codebase_rag/graph_updater.py	1319	def _rehydrated_route_handlers(	CODE
LOW	codebase_rag/graph_updater.py	1403	def _rehydrate_registry_from_graph(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1491	def _seed_module_qns_from_graph(self, eligible_paths: set[str]) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1521	def _rehydrate_class_inheritance_from_graph(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1550	def _rehydrated_bases_by_child(	CODE
LOW	codebase_rag/graph_updater.py	1581	def _rehydrate_csharp_type_locations(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1623	def _rehydrate_go_type_locations(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	1666	def _rehydrate_function_locations(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	2078	def _drop_cache_if_graph_lost(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	2177	def _register_generated_sources(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	2582	def process_with_secondary_tier(self, filepath: Path) -> bool:	CODE
LOW	codebase_rag/graph_updater.py	2798	def _sweep_legacy_file_identities(self, candidates: list[tuple[str, str]]) -> int:	CODE
LOW	codebase_rag/graph_updater.py	2819	def _file_key_owned_only_by_this_project(self, abs_path: str) -> bool:	CODE
LOW	codebase_rag/graph_updater.py	2856	def _generate_semantic_embeddings(self) -> None:	CODE
LOW	codebase_rag/vector_store.py	82	def delete_project_embeddings(	CODE
LOW	codebase_rag/vector_store.py	98	def close_vector_store_client() -> None:	CODE
LOW	codebase_rag/vector_store.py	187	def _ensure_milvus_collection(client: Any) -> None:	CODE
8403 more matches not shown…

Cross-Language Confusion791 hits · 4355 pts

Severity	File	Line	Snippet	Context
HIGH	codebase_rag/parsers/call_processor.py	4165	# `const bound = handler.bind(null)` stores the bound	COMMENT
HIGH	codebase_rag/parsers/call_processor.py	4405	# handler values (onDrop={cond ? this.handleDrop : undefined},	COMMENT
HIGH	codebase_rag/parsers/call_processor.py	5123	# unwrap to a FIXPOINT: `(handler as any).bind(null)` interleaves a	COMMENT
HIGH⚡	codebase_rag/parsers/stdlib_extractor.py	293	console.log(JSON.stringify({hasEntity: false, entityType: null}));	CODE
HIGH⚡	codebase_rag/parsers/stdlib_extractor.py	300	const entityType = hasEntity ? typeof module[entityName] : null;	CODE
HIGH⚡	codebase_rag/parsers/stdlib_extractor.py	303	console.log(JSON.stringify({hasEntity: false, entityType: null}));	CODE
HIGH	codebase_rag/tests/test_rust_advanced_types.py	575	if x < W && y < H {	CODE
HIGH	codebase_rag/tests/test_rust_advanced_types.py	583	if x < W && y < H {	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	866	groups = _parse_command("echo 'a && b \|\| c'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	866	groups = _parse_command("echo 'a && b \|\| c'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	868	assert groups[0].commands == ["echo 'a && b \|\| c'"]	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	868	assert groups[0].commands == ["echo 'a && b \|\| c'"]	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	1018	"ls nonexistent_12345 && echo 'should not run'"	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	1025	"ls nonexistent_12345 \|\| echo 'fallback'"	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	1033	result = await shell_commander.execute("ls \|\| echo 'should not run'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	1235	result = await shell_commander.execute("ls && rm -rf /")	CODE
HIGH	codebase_rag/tests/test_shell_command.py	994	result = await shell_commander.execute("ls && pwd")	CODE
HIGH	codebase_rag/tests/test_stdlib_extractor.py	697	mock_result.stdout = '{"hasEntity": false, "entityType": null}'	CODE
HIGH	codebase_rag/tests/test_class_ingest.py	86	this.permissions.push(permission);	CODE
HIGH⚡	codebase_rag/tests/test_java_streams_functional.py	225	.filter(name -> name.length() > 5)	CODE
HIGH⚡	codebase_rag/tests/test_java_streams_functional.py	230	.allMatch(name -> name.length() > 0);	CODE
HIGH⚡	codebase_rag/tests/test_java_streams_functional.py	240	.filter(name -> name.length() > 4)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	63	.filter(name -> name.length() > 4)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	119	.filter(name -> name.length() > 3)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	189	.collect(Collectors.partitioningBy(name -> name.length() > 4));	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	304	.filter(name -> name.length() > 3)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	313	.filter(name -> name.length() > 4)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	365	if (n % 2 == 0 \|\| n % 3 == 0) return false;	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	368	if (n % i == 0 \|\| n % (i + 2) == 0) {	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	460	Predicate<String> isLong = s -> s.length() > 10;	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	496	s1.length() > s2.length() ? s1 : s2;	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	634	Predicate<String> longEnough = s -> s.length() > 3;	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	768	String nullableValue = null;	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	841	Optional<String> longString = optional.filter(s -> s.length() > 3);	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	846	.filter(s -> s.length() > 2)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	911	if (value != null) {	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	956	if (userId == null \|\| userId.isEmpty()) {	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	960	if (userId.equals("1")) {	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	975	.filter(input -> input.length() <= 100)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	1295	.filter(s -> s.length() > 4)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	1332	.filter(s -> s.length() > 3)	CODE
HIGH	codebase_rag/tests/test_java_streams_functional.py	1339	if (text == null \|\| text.isEmpty()) {	CODE
HIGH	…e_rag/tests/test_comprehensive_stdlib_introspection.py	363	use std::ptr::{null, null_mut, NonNull};	CODE
HIGH	…e_rag/tests/test_comprehensive_stdlib_introspection.py	602	Predicate<String> predicate = s -> s.length() > 0;	CODE
HIGH	codebase_rag/tests/test_cpp_move_semantics.py	45	MoveableResource(const std::string& data) : size_(data.length()) {	CODE
HIGH	codebase_rag/tests/test_cpp_move_semantics.py	253	bool empty() const { return data_ == nullptr \|\| length_ == 0; }	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	313	if (superclass != null) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	739	if (obj == null) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	763	if (value == null) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	770	if (field.isAnnotationPresent(Size.class) && value != null) {	CODE
HIGH⚡	codebase_rag/tests/test_java_reflection_annotations.py	814	if (value == null) {	CODE
HIGH⚡	codebase_rag/tests/test_java_reflection_annotations.py	818	} else if (annotation instanceof Size && value != null) {	CODE
HIGH⚡	codebase_rag/tests/test_java_reflection_annotations.py	818	} else if (annotation instanceof Size && value != null) {	CODE
HIGH⚡	codebase_rag/tests/test_java_reflection_annotations.py	824	} else if (annotation instanceof Pattern && value instanceof String) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	860	if (dependency == null && inject.required()) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	875	if (component != null && type.isInstance(component)) {	CODE
HIGH	codebase_rag/tests/test_java_reflection_annotations.py	878	return null;	CODE
HIGH	codebase_rag/tests/test_cpp_stl_usage.py	200	stk.push(i);	CODE
HIGH⚡	codebase_rag/tests/test_cpp_stl_usage.py	212	que.push("first");	CODE
HIGH⚡	codebase_rag/tests/test_cpp_stl_usage.py	213	que.push("second");	CODE
731 more matches not shown…

Unused Imports940 hits · 886 pts

Severity	File	Line	Context
LOW	evals/polyglot.py	17	CODE
LOW	evals/l1_eval.py	10	CODE
LOW	evals/retrieval_eval.py	13	CODE
LOW	evals/__init__.py	1	CODE
LOW	evals/__init__.py	2	CODE
LOW	evals/__init__.py	3	CODE
LOW	evals/flow_ground_truth.py	24	CODE
LOW	evals/oracles/lua_oracle.py	1	CODE
LOW	evals/oracles/php_oracle.py	1	CODE
LOW	evals/oracles/rust_oracle.py	1	CODE
LOW	evals/oracles/csharp_oracle.py	1	CODE
LOW	evals/oracles/_common.py	1	CODE
LOW	evals/oracles/__init__.py	1	CODE
LOW	evals/oracles/__init__.py	1	CODE
LOW	evals/oracles/__init__.py	1	CODE
LOW	evals/oracles/__init__.py	1	CODE
LOW	evals/oracles/__init__.py	7	CODE
LOW	evals/oracles/__init__.py	7	CODE
LOW	evals/oracles/__init__.py	7	CODE
LOW	evals/oracles/__init__.py	12	CODE
LOW	evals/oracles/__init__.py	12	CODE
LOW	evals/oracles/__init__.py	12	CODE
LOW	evals/oracles/__init__.py	13	CODE
LOW	evals/oracles/__init__.py	13	CODE
LOW	evals/oracles/__init__.py	13	CODE
LOW	evals/oracles/__init__.py	14	CODE
LOW	evals/oracles/__init__.py	14	CODE
LOW	evals/oracles/__init__.py	14	CODE
LOW	evals/oracles/__init__.py	15	CODE
LOW	evals/oracles/__init__.py	15	CODE
LOW	evals/oracles/__init__.py	15	CODE
LOW	evals/oracles/__init__.py	16	CODE
LOW	evals/oracles/__init__.py	16	CODE
LOW	evals/oracles/__init__.py	16	CODE
LOW	evals/oracles/__init__.py	17	CODE
LOW	evals/oracles/__init__.py	17	CODE
LOW	evals/oracles/__init__.py	17	CODE
LOW	evals/oracles/__init__.py	18	CODE
LOW	evals/oracles/__init__.py	18	CODE
LOW	evals/oracles/__init__.py	18	CODE
LOW	evals/oracles/__init__.py	19	CODE
LOW	evals/oracles/__init__.py	19	CODE
LOW	evals/oracles/__init__.py	19	CODE
LOW	evals/oracles/__init__.py	19	CODE
LOW	evals/oracles/__init__.py	19	CODE
LOW	evals/oracles/ruby_oracle.py	1	CODE
LOW	evals/oracles/go_oracle.py	1	CODE
LOW	evals/oracles/scala_oracle.py	1	CODE
LOW	evals/oracles/java_oracle.py	1	CODE
LOW	evals/oracles/typescript_oracle.py	1	CODE
LOW	evals/oracles/cpp_oracle.py	1	CODE
LOW	codebase_rag/taint.py	1	CODE
LOW	codebase_rag/duplicates.py	11	CODE
LOW	codebase_rag/config.py	3	CODE
LOW	codebase_rag/models.py	13	CODE
LOW	codebase_rag/vector_store.py	1	CODE
LOW	codebase_rag/readme_sections.py	1	CODE
LOW	codebase_rag/schema_parse.py	20	CODE
LOW	codebase_rag/tool_errors.py	1	CODE
LOW	codebase_rag/prompts.py	27	CODE
880 more matches not shown…

Hallucination Indicators32 hits · 378 pts

Severity	File	Line	Snippet	Context
CRITICAL	…base_rag/tests/test_dynamic_trace_resolution_dotnet.py	33	f"{_P}.Services.GreetingService.MyApp.Services.GreetingService.Greet(string)",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	32	f"{_P}.src.main.java.com.example.Foo.Foo.bar()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	39	f"{_P}.src.main.java.com.example.Foo.Foo.bar(String)",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	46	f"{_P}.src.main.java.com.example.Foo.Foo.Foo(String)",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	53	f"{_P}.src.main.java.com.example.Outer.Outer.Inner.value()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	60	f"{_P}.src.main.java.com.example.Client.Client.start()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	201	f"{_P}.moduleA.com.example.Dup.Dup.run()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	208	f"{_P}.moduleB.com.example.Dup.Dup.run()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	229	f"{_P}.moduleA.com.example.Dup.Dup.run()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	236	f"{_P}.moduleB.com.example.Dup.Dup.run()",	CODE
CRITICAL	codebase_rag/tests/test_dynamic_trace_resolution_jvm.py	249	assert resolved.qualified_name.endswith("moduleA.com.example.Dup.Dup.run()")	CODE
CRITICAL⚡	codebase_rag/tests/test_implements_overrides.py	60	"proj.com.example.Other.OtherNamer.translateName(String)",	CODE
CRITICAL⚡	codebase_rag/tests/test_implements_overrides.py	61	"proj.com.example.Namer.Namer.translateName(String)",	CODE
CRITICAL	codebase_rag/tests/test_implements_overrides.py	89	interface_qn = "proj.com.example.Namer.Namer.translateName(String)"	CODE
CRITICAL	codebase_rag/tests/test_implements_overrides.py	90	enum_prefix = "proj.com.example.NamerPolicy.NamerPolicy.translateName(String)"	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_ingest.py	294	f"{_PROJECT}.src.main.java.com.example.Foo.Foo.bar()",	CODE
CRITICAL⚡	codebase_rag/tests/test_dynamic_trace_ingest.py	301	f"{_PROJECT}.src.main.java.com.example.Foo.Foo.run()",	CODE
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	151	f"{project_name}.src.main.java.com.example.BasicClasses.BasicClass.BasicClass(String)",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	152	f"{project_name}.src.main.java.com.example.BasicClasses.BasicClass.getName()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	153	f"{project_name}.src.main.java.com.example.BasicClasses.ExtendedClass.ExtendedClass(String,boolean)",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	154	f"{project_name}.src.main.java.com.example.BasicClasses.ExtendedClass.getName()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	155	f"{project_name}.src.main.java.com.example.BasicClasses.Drawable.draw()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	156	f"{project_name}.src.main.java.com.example.BasicClasses.Drawable.clear()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	157	f"{project_name}.src.main.java.com.example.BasicClasses.Circle.Circle(double)",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	158	f"{project_name}.src.main.java.com.example.BasicClasses.Circle.draw()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	159	f"{project_name}.src.main.java.com.example.BasicClasses.Shape.Shape(String)",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	160	f"{project_name}.src.main.java.com.example.BasicClasses.Shape.area()",	STRING
CRITICAL⚡	codebase_rag/tests/test_java_comprehensive.py	161	f"{project_name}.src.main.java.com.example.BasicClasses.Shape.getColor()",	STRING
CRITICAL⚡	…ebase_rag/tests/test_interface_dispatch_single_impl.py	127	"proj.com.example.Factory.Factory.getFieldName(String)",	CODE
CRITICAL⚡	…ebase_rag/tests/test_interface_dispatch_single_impl.py	128	"proj.com.example.Namer.Namer.translateName(String)",	CODE
CRITICAL⚡	…ebase_rag/tests/test_interface_dispatch_single_impl.py	131	"proj.com.example.Factory.Factory.getFieldName(String)",	CODE
CRITICAL⚡	…ebase_rag/tests/test_interface_dispatch_single_impl.py	132	"proj.com.example.NamerPolicy.NamerPolicy.translateName(String)",	CODE

Excessive Try-Catch Wrapping235 hits · 252 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	467	print(f"Error: {e}", file=sys.stderr)	CODE
LOW	CONTRIBUTING.md	520	except Exception as e:	CODE
LOW	evals/polyglot.py	255	except Exception:	CODE
LOW	evals/agentic_qa.py	427	except Exception as exc: # one bad question must not sink the run	CODE
LOW	evals/oracles/cpp_oracle.py	77	except Exception:	CODE
LOW	evals/oracles/cpp_oracle.py	85	except Exception:	CODE
LOW	evals/oracles/cpp_oracle.py	99	except Exception:	CODE
LOW⚡	codebase_rag/graph_updater.py	1208	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	409	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1240	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1308	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1327	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1366	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1416	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1475	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1539	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1597	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1638	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1686	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1751	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1774	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1966	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	2101	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	2719	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	2830	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	2901	except Exception as e:	CODE
LOW	codebase_rag/graph_updater.py	2961	except Exception as e:	CODE
LOW	codebase_rag/graph_updater.py	2985	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	162	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	277	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	296	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	324	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	427	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	533	except Exception as e:	CODE
MEDIUM	codebase_rag/vector_store.py	118	def _selected_backend() -> VectorStoreBackend \| None:	CODE
LOW	codebase_rag/ast_cache.py	88	except Exception:	CODE
MEDIUM	codebase_rag/ast_cache.py	84	def _should_evict_for_memory(self) -> bool:	CODE
LOW	codebase_rag/parser_loader.py	81	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	270	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	292	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	309	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	343	except Exception:	CODE
LOW	codebase_rag/parser_loader.py	351	except Exception:	CODE
LOW	codebase_rag/parser_loader.py	387	except Exception as e:	CODE
MEDIUM	codebase_rag/cli.py	119	def validate_models_early() -> None:	CODE
LOW	codebase_rag/cli.py	267	except Exception as exc:	CODE
LOW	codebase_rag/cli.py	767	except Exception as e:	CODE
LOW	codebase_rag/cli.py	860	except Exception as e:	CODE
LOW	codebase_rag/cli.py	972	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1009	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1280	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1486	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1858	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1960	except Exception as e:	CODE
LOW	codebase_rag/embedder.py	66	except Exception as e:	CODE
LOW	codebase_rag/embedder.py	78	except Exception as e:	CODE
LOW	codebase_rag/embedder.py	289	except Exception:	CODE
MEDIUM	codebase_rag/main.py	874	def _token_usage() -> tuple[int, int, float]:	CODE
MEDIUM	codebase_rag/main.py	940	def _short_model_id() -> tuple[str, str]:	CODE
MEDIUM	codebase_rag/main.py	1155	def on_input() -> None:	CODE
175 more matches not shown…

AI Slop Vocabulary119 hits · 242 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/dead_code.py	3	# codebase_rag.dead_code. The in-memory harness cannot query a database, so it	COMMENT
MEDIUM	evals/duplicates.py	3	# the database. The in-memory harness cannot query a database, so a small	COMMENT
MEDIUM	evals/agentic_qa.py	5	# (mean/p50/p95), and model tokens per question. One harness therefore fills	COMMENT
MEDIUM	evals/agentic_qa.py	699	# this harness must too, or every generated query runs against an	COMMENT
MEDIUM	evals/oracles/csharp_oracle/Program.cs	1	// Authoritative C# structure oracle for the cgr eval harness.	COMMENT
MEDIUM	codebase_rag/dead_code.py	60	# normalization robust to whatever a highlight query captures.	COMMENT
MEDIUM	codebase_rag/logs.py	516	# not a pass failure, and must not borrow the message above: the test harness	COMMENT
LOW	codebase_rag/parser_fingerprint.py	289	# Reading a distribution's metadata can raise, not just return None: a	COMMENT
MEDIUM	codebase_rag/parsers/call_resolver.py	2574	# Naming convention (XxxProtocol -> Xxx) is robust when it applies;	COMMENT
MEDIUM	codebase_rag/parsers/flow_access/processor.py	3616	# Definitely tainted arg: emit the caller->callee arg edge now.	COMMENT
MEDIUM	codebase_rag/parsers/io_access/extract.py	823	# least two: robust even when the `name` field is absent under parser error	COMMENT
MEDIUM	codebase_rag/tools/shell_command.py	664	# but both signal intent the harness must not honor; a repo-local	COMMENT
MEDIUM	codebase_rag/constants/deadcode_roots.py	70	# Rust test attributes: the harness invokes these functions with no call site.	COMMENT
MEDIUM	codebase_rag/tests/test_relative_import_package_init.py	1	# L2 residual from the evals/ harness: relative imports inside an __init__.py	COMMENT
MEDIUM	codebase_rag/tests/test_protocol_operator_dispatch.py	1	# L3 finding from the evals/ harness: an operator on a Protocol-typed attribute	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_structure_oracle.py	1	# Covers the TypeScript structure oracle harness (evals/oracles/ts_oracle +	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_move_semantics.py	12	"""Create a comprehensive C++ project with move semantics patterns."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_stl_usage.py	11	"""Create a comprehensive C++ project with STL usage."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_namespaces.py	11	"""Create a comprehensive C++ project with namespace patterns."""	STRING
MEDIUM	codebase_rag/tests/test_python_inheritance.py	12	"""Create a temporary project with comprehensive inheritance patterns."""	STRING
MEDIUM	codebase_rag/tests/test_javascript_destructuring.py	11	"""Create a comprehensive JavaScript project with all destructuring patterns."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_casting_operators.py	11	"""Create a comprehensive C++ project with casting operator patterns."""	STRING
MEDIUM	codebase_rag/tests/test_protocol_impl_resolution.py	1	# L3 finding from the evals/ harness: a call on a parameter typed as a Protocol	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_modules.py	11	"""Create a comprehensive C++ project with modules patterns."""	STRING
MEDIUM	codebase_rag/tests/test_relative_import_root_level.py	1	# L2 finding from the evals/ harness: `from . import <submodule>` at the	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_coroutines.py	11	"""Create a comprehensive C++ project with coroutines patterns."""	STRING
MEDIUM	…rag/tests/test_incremental_cross_language_collision.py	9	# needs the query-capable _StatefulIngestor: the mock harness never	COMMENT
MEDIUM	codebase_rag/tests/test_callable_field_calls.py	1	# L3 finding from the evals/ harness: fqn_config.get_name(node) invokes a	COMMENT
MEDIUM	…ebase_rag/tests/test_col_keyed_location_rehydration.py	6	# like the Phase-1 C# harness.	COMMENT
MEDIUM	codebase_rag/tests/test_scala_definitions.py	13	# measurement was of my harness, not of Scala support. Recorded because a	COMMENT
MEDIUM	codebase_rag/tests/test_javascript_structure_oracle.py	1	# Covers the JavaScript structure oracle harness (evals/oracles/ts_oracle over	COMMENT
MEDIUM	codebase_rag/tests/test_io_handle_edges.py	1255	# field on its own harness type must not pick up the production	COMMENT
MEDIUM	codebase_rag/tests/test_lua_comprehensive.py	1802	"""Final comprehensive test to ensure we've covered major Lua features."""	STRING
MEDIUM	codebase_rag/tests/test_javascript_imports.py	11	"""Create a comprehensive JavaScript project with all import patterns."""	STRING
MEDIUM	codebase_rag/tests/test_typescript_advanced_types.py	12	"""Create a comprehensive TypeScript project with advanced type patterns."""	STRING
MEDIUM	codebase_rag/tests/test_protocol_dispatch_resolution.py	1	# L3 finding from the evals/ harness: DefinitionProcessor._extract_decorators calls	COMMENT
MEDIUM	codebase_rag/tests/test_ruby_structure_oracle.py	1	# Covers the Ruby structure oracle harness (evals/oracles/ruby_oracle):	COMMENT
MEDIUM	codebase_rag/tests/test_dynamic_trace_sourcemap.py	311	# generated location, so the robust invariant is: at least one project frame	COMMENT
MEDIUM	codebase_rag/tests/test_python_imports.py	11	"""Create a comprehensive Python project with all import patterns."""	STRING
MEDIUM	…debase_rag/tests/test_typescript_namespaces_modules.py	13	"""Create a comprehensive TypeScript project with namespace/module patterns."""	STRING
MEDIUM	…base_rag/tests/test_external_package_name_collision.py	1	# L2 residual from the evals/ harness: when cgr is pointed at a directory that	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_concepts.py	12	"""Create a comprehensive C++ project with concepts patterns."""	STRING
MEDIUM	…ebase_rag/tests/test_truthiness_dispatch_resolution.py	1	# L3 finding from the evals/ harness: `if self.function_registry:` tests an object	COMMENT
MEDIUM	codebase_rag/tests/test_getattr_dispatch.py	1	# L3 finding from the evals/ harness: JavaTypeResolverMixin._find_registry_entries_under	COMMENT
MEDIUM	codebase_rag/tests/test_java_structure_oracle.py	1	# Covers the Java structure oracle harness (evals/oracles/java_oracle +	COMMENT
MEDIUM	codebase_rag/tests/test_l3_decorator_normalization.py	1	# Covers the L3 eval harness (evals/calls_trace.py): a call to a functools.wraps	COMMENT
MEDIUM	codebase_rag/tests/test_local_alias_calls.py	1	# L3 finding from the evals/ harness: a function bound to a local variable and	COMMENT
MEDIUM	codebase_rag/tests/test_javascript_object_patterns.py	17	"""Create a comprehensive JavaScript project with object patterns."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_ranges_views.py	11	"""Create a comprehensive C++ project with ranges and views patterns."""	STRING
MEDIUM	codebase_rag/tests/test_rust_structure_oracle.py	1	# Covers the Rust structure oracle harness (evals/oracles/rs_oracle +	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_declaration_files.py	13	"""Create a comprehensive TypeScript project with declaration file patterns."""	STRING
MEDIUM	codebase_rag/tests/test_javascript_error_handling.py	17	"""Create a comprehensive JavaScript project with error handling patterns."""	STRING
MEDIUM	codebase_rag/tests/test_java_collections_frameworks.py	1038	"""Test comprehensive map operations and key-value handling."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_constructor_destructor.py	11	"""Create a comprehensive C++ project with constructor/destructor patterns."""	STRING
MEDIUM	codebase_rag/tests/test_inherits_attribute_base.py	1	# L2 finding from the evals/ harness: cgr captured INHERITS for direct-name	COMMENT
MEDIUM	codebase_rag/tests/test_nested_function_defines.py	1	# Finding #2 from the evals/ harness: a function nested inside a METHOD was	COMMENT
MEDIUM	…_rag/tests/test_abstract_method_override_resolution.py	1	# L3 finding from the evals/ harness: a mixin declares an @abstractmethod stub	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_classes.py	17	"""Create a comprehensive TypeScript project with class features."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_smart_pointers.py	12	"""Create a comprehensive C++ project with smart pointer patterns."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_comprehensive.py	12	"""Create a comprehensive C++ project combining all features."""	STRING
59 more matches not shown…

Deep Nesting267 hits · 212 pts

Severity	File	Line	Context
LOW	realtime_updater.py	229	CODE
LOW	evals/cgr_graph.py	409	CODE
LOW	evals/cgr_graph.py	628	CODE
LOW	evals/cgr_graph.py	280	CODE
LOW	evals/ast_oracle.py	54	CODE
LOW	evals/ast_oracle.py	81	CODE
LOW	evals/ast_oracle.py	159	CODE
LOW	evals/ast_oracle.py	223	CODE
LOW	evals/ast_oracle.py	236	CODE
LOW	evals/static_calls.py	66	CODE
LOW	evals/agentic_qa.py	157	CODE
LOW	evals/retrieval.py	92	CODE
LOW	evals/import_resolution.py	36	CODE
LOW	evals/instantiation.py	43	CODE
LOW	evals/instantiation.py	64	CODE
LOW	evals/inheritance.py	176	CODE
LOW	codebase_rag/dead_code.py	475	CODE
LOW	codebase_rag/dead_code.py	492	CODE
LOW	codebase_rag/duplicates.py	225	CODE
LOW	codebase_rag/config.py	465	CODE
LOW	codebase_rag/graph_updater.py	1997	CODE
LOW	codebase_rag/graph_updater.py	2694	CODE
LOW	codebase_rag/graph_updater.py	2856	CODE
LOW	codebase_rag/readme_sections.py	237	CODE
LOW	codebase_rag/parser_loader.py	19	CODE
LOW	codebase_rag/language_spec.py	154	CODE
LOW	codebase_rag/language_spec.py	169	CODE
LOW	codebase_rag/language_spec.py	192	CODE
LOW	codebase_rag/flow_verdict.py	97	CODE
LOW	codebase_rag/parsers/call_processor.py	673	CODE
LOW	codebase_rag/parsers/call_processor.py	1173	CODE
LOW	codebase_rag/parsers/call_processor.py	1239	CODE
LOW	codebase_rag/parsers/call_processor.py	1399	CODE
LOW	codebase_rag/parsers/call_processor.py	1459	CODE
LOW	codebase_rag/parsers/call_processor.py	2758	CODE
LOW	codebase_rag/parsers/call_processor.py	2864	CODE
LOW	codebase_rag/parsers/call_processor.py	4117	CODE
LOW	codebase_rag/parsers/call_processor.py	4348	CODE
LOW	codebase_rag/parsers/call_processor.py	4440	CODE
LOW	codebase_rag/parsers/call_processor.py	4595	CODE
LOW	codebase_rag/parsers/call_processor.py	5007	CODE
LOW	codebase_rag/parsers/call_processor.py	5359	CODE
LOW	codebase_rag/parsers/call_processor.py	5417	CODE
LOW	codebase_rag/parsers/call_processor.py	5629	CODE
LOW	codebase_rag/parsers/call_processor.py	5841	CODE
LOW	codebase_rag/parsers/call_processor.py	6161	CODE
LOW	codebase_rag/parsers/call_processor.py	6538	CODE
LOW	codebase_rag/parsers/call_processor.py	6709	CODE
LOW	codebase_rag/parsers/call_processor.py	6769	CODE
LOW	codebase_rag/parsers/call_processor.py	6839	CODE
LOW	codebase_rag/parsers/call_processor.py	6939	CODE
LOW	codebase_rag/parsers/call_processor.py	7234	CODE
LOW	codebase_rag/parsers/call_processor.py	7331	CODE
LOW	codebase_rag/parsers/call_processor.py	7531	CODE
LOW	codebase_rag/parsers/call_processor.py	7546	CODE
LOW	codebase_rag/parsers/call_processor.py	7560	CODE
LOW	codebase_rag/parsers/python_source_roots.py	17	CODE
LOW	codebase_rag/parsers/python_source_roots.py	61	CODE
LOW	codebase_rag/parsers/type_inference.py	361	CODE
LOW	codebase_rag/parsers/type_inference.py	610	CODE
207 more matches not shown…

Over-Commented Block247 hits · 211 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	121	def dispatch(self, event: FileSystemEvent) -> None:	COMMENT
LOW	realtime_updater.py	361	# Rust inline-mod import maps retract at the end of every parse	COMMENT
LOW	evals/polyglot.py	1	# Polyglot (cross-language) ingestion eval. Every other eval indexes a	COMMENT
LOW	evals/agentic_qa.py	1	# Agentic A/B benchmark (issue #1374): same model, same agent loop, only the	COMMENT
LOW	evals/indexing_bench.py	1	# Indexing-time benchmark over pinned real-world corpora (issue #1374, phase 1).	COMMENT
LOW	evals/oracles/go_ast.go	1	// Authoritative Go structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/php_oracle/php_ast.js	1	// Authoritative PHP structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/php_oracle/php_ast.js	21	//	COMMENT
LOW	evals/oracles/rs_oracle/src/main.rs	1	// Authoritative Rust structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/rs_oracle/src/main.rs	21	// DEFINES_METHOD : the method's owner type (or trait) -> Method	COMMENT
LOW	evals/oracles/lua_oracle/lua_ast.js	1	// Authoritative Lua structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/csharp_oracle/Program.cs	1	// Authoritative C# structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/csharp_oracle/Program.cs	21	//	COMMENT
LOW	evals/oracles/csharp_oracle/Program.cs	101		COMMENT
LOW	evals/oracles/java_oracle/Oracle.java	1	// Authoritative Java structure oracle for the cgr eval harness.	COMMENT
LOW	evals/oracles/ruby_oracle/ruby_ast.js	1	// Authoritative Ruby structure oracle for the cgr eval harness (issue #1190).	COMMENT
LOW	evals/oracles/ruby_oracle/ruby_ast.js	21	// real cgr limitation. Its BODY is still walked, because methods and classes	COMMENT
LOW	evals/oracles/ruby_oracle/ruby_ast.js	61	// is indexed in UTF-16 code units, so for any source containing a character	COMMENT
LOW	evals/oracles/ts_oracle/ts_ast.js	1	// Authoritative TypeScript structure oracle for the cgr eval harness.	COMMENT
LOW	codebase_rag/dead_code.py	241	) -> bool:	COMMENT
LOW	codebase_rag/dead_code.py	261	)	COMMENT
LOW	codebase_rag/dead_code.py	281	# identifies exactly these members; a user symbol key registers without	COMMENT
LOW	codebase_rag/dead_code.py	741	# class stays dead.	COMMENT
LOW	codebase_rag/config.py	201	# expansion calls) with one.	COMMENT
LOW	codebase_rag/config.py	341	# models support -- a long answer then fails with "Model token limit	COMMENT
LOW	codebase_rag/graph_updater.py	341	self._collected_dir_mtimes: DirMtimesCache = {}	COMMENT
LOW	codebase_rag/graph_updater.py	961	self._process_files(force=force)	COMMENT
LOW	codebase_rag/graph_updater.py	981	# Go IMPLEMENTS pairs join AFTER Pass 2 for the same reason: both ends	COMMENT
LOW	codebase_rag/graph_updater.py	1061	# a kept forward declaration still resolves to a real node.	COMMENT
LOW	codebase_rag/graph_updater.py	1861	module_qn_prefix, None	COMMENT
LOW	codebase_rag/readme_sections.py	241	# and leaves the latest-release marker below the block it inserted, so	COMMENT
LOW	codebase_rag/main.py	701	config.denial_default,	COMMENT
LOW	codebase_rag/parser_fingerprint.py	21	# External toolchains whose VERSION changes what a frontend extracts, as	COMMENT
LOW	codebase_rag/parser_fingerprint.py	141	# what produced the graph, so any divergence from the thing that produced	COMMENT
LOW	codebase_rag/analyzers/ast_grep_rules/security/go.yaml	41	kind: binary_expression	COMMENT
LOW	…debase_rag/analyzers/ast_grep_rules/security/rust.yaml	1	# ast-grep security rules for Rust (issue #413).	COMMENT
LOW	codebase_rag/parsers/call_processor.py	341	# first-party function whose body the call chain can be followed into.	COMMENT
LOW	codebase_rag/parsers/call_processor.py	721	# An ambient namespace member (`declare namespace N { export function	COMMENT
LOW	codebase_rag/parsers/call_processor.py	1521	combined_captures=combined_captures or None,	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2401	# chain as the call name so the resolver can map the receiver to	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3181	# a string, which no parser resolves as a call: without this the	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3221	# Registry-guarded and idempotent with the callable-params path.	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3341	module_qn,	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3481	callee_info = resolve_builtin(call_name)	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3781	and callee_type != class_label	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3861	# sharing a natural name, not spellings of one callee, and	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4161	# wraps the aliased impl in TS casts, and devtools' shape	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4181	# nest further logical binaries on the left. Only the	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4241	)	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4361	# tags are HTML elements and must not misbind to same-named locals.	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4601	class_context: str \| None,	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4621	if node.type in boundary_types and not self._is_unowned_js_scope(node):	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4741	)	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4781	module_qn: str,	COMMENT
LOW	codebase_rag/parsers/call_processor.py	5661	# `Callback<int>` passes the method group with explicit type	COMMENT
LOW	codebase_rag/parsers/call_processor.py	6001	class_context: str \| None,	COMMENT
LOW	codebase_rag/parsers/call_processor.py	6241	# Emit a REFERENCES edge (a read is not an invocation; the call graph	COMMENT
LOW	codebase_rag/parsers/call_processor.py	6741	break	COMMENT
LOW	codebase_rag/parsers/call_processor.py	6881	def _js_ts_arrow_binding_name(self, func_node: Node) -> str \| None:	COMMENT
LOW	codebase_rag/parsers/call_processor.py	7601	# Keep only installations whose key resolves to a REGISTERED symbol	COMMENT
187 more matches not shown…

Overly Generic Function Names90 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	evals/polyglot.py	117	"def helper(x):\n return x + 1\n\n\ndef run():\n return helper(1)\n"	STRING
LOW	evals/polyglot.py	155	" def helper(): Int = 1\n"	STRING
LOW	codebase_rag/tests/test_javascript_destructuring.py	273	async function processData() {	CODE
LOW	codebase_rag/tests/test_javascript_destructuring.py	380	function handleRequest({	CODE
LOW	codebase_rag/tests/test_javascript_destructuring.py	390	function processData({	CODE
LOW	codebase_rag/tests/test_indexing_bench.py	9	def helper():	CODE
LOW	…_rag/tests/test_python_cross_file_advanced_patterns.py	150	def process_data(data):	CODE
LOW	…_rag/tests/test_python_cross_file_advanced_patterns.py	166	def handle_request(self, user_input):	CODE
LOW	codebase_rag/tests/test_crash_correlation.py	740	def helper():	STRING
LOW⚡	codebase_rag/tests/test_flow_edges.py	484	"def helper(v):\n pass\n\n"	CODE
LOW⚡	codebase_rag/tests/test_flow_edges.py	496	"def helper(v):\n pass\n\n"	CODE
LOW⚡	codebase_rag/tests/test_flow_edges.py	605	"def helper(v):\n pass\n\n"	CODE
LOW⚡	codebase_rag/tests/test_decorators.py	65	def my_method(self) -> None:	CODE
LOW	codebase_rag/tests/test_function_ingest.py	73	code = "def my_function(): pass"	CODE
LOW	codebase_rag/tests/test_function_ingest.py	205	def my_method(self):	CODE
LOW	codebase_rag/tests/test_function_ingest.py	227	def my_method(self):	CODE
LOW	codebase_rag/tests/test_function_ingest.py	432	def my_method(self):	CODE
LOW	codebase_rag/tests/test_function_ingest.py	277	code = "def my_function(): pass"	STRING
LOW	codebase_rag/tests/test_function_ingest.py	313	code = "def my_function(): pass"	STRING
LOW	codebase_rag/tests/test_function_ingest.py	456	code = "def my_function(): pass"	STRING
LOW	…ase_rag/tests/test_python_class_method_relationship.py	18	f.write(" def my_method(self):\n")	CODE
LOW⚡	codebase_rag/tests/test_dynamic_trace_pytest_plugin.py	66	"def helper():\n return 1\n\n\ndef entry():\n return helper()\n"	CODE
LOW	codebase_rag/tests/test_dynamic_trace_pytest_plugin.py	113	"def helper():\n return 2\n\n\ndef entry():\n return helper()\n"	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	20	"def helper(stream):\n return stream\n",	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	30	" def helper(stream):\n"	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	57	"def helper(stream):\n return stream\n",	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	61	"def helper(stream):\n"	CODE
LOW	codebase_rag/tests/test_python_imports.py	26	(project_path / "utils.py").write_text(encoding="utf-8", data="def helper(): pass")	CODE
LOW	…debase_rag/tests/test_typescript_namespaces_modules.py	960	function getData(id: string): Promise<any>;	CODE
LOW	codebase_rag/tests/test_static_calls_eval.py	15	"def helper():\n return 1\n\n\ndef use():\n return helper()\n",	CODE
LOW⚡	codebase_rag/tests/test_call_fallback_scoping.py	88	"svc/other.py": ("def outer():\n def helper():\n return 1\n"),	CODE
LOW⚡	codebase_rag/tests/test_call_fallback_scoping.py	89	"svc/shared.py": ("def helper():\n return 2\n"),	CODE
LOW⚡	codebase_rag/tests/test_call_fallback_scoping.py	136	"svc/other.py": ("def helper():\n return 1\n"),	CODE
LOW	codebase_rag/tests/test_call_fallback_scoping.py	159	"def run():\n def helper():\n return 1\n\n return helper()\n"	CODE
LOW⚡	codebase_rag/tests/test_io_access_edges.py	211	"m.py": "def helper():\n return 1\n\ndef run():\n helper()\n",	CODE
LOW	codebase_rag/tests/test_eval_module_calls.py	15	def helper():	CODE
LOW⚡	codebase_rag/tests/test_eval_module_calls.py	83	"def helper():\n return 1\n\n\nwork = lambda: helper()\n",	STRING
LOW⚡	codebase_rag/tests/test_eval_module_calls.py	91	"def helper():\n return 1\n\n\ngen = (helper() for _ in range(2))\n",	STRING
LOW⚡	codebase_rag/tests/test_eval_module_calls.py	101	"def helper():\n return 1\n\n\n"	STRING
LOW⚡	codebase_rag/tests/test_eval_module_calls.py	112	"def helper():\n return 1\n\n\nout = [helper() for _ in range(2)]\n",	STRING
LOW	codebase_rag/tests/test_l3_decorator_normalization.py	26	def helper():	STRING
LOW	codebase_rag/tests/test_local_alias_calls.py	25	def helper() -> str:	CODE
LOW⚡	codebase_rag/tests/test_project_name_flag.py	284	_write_python_file(temp_repo, "utils.py", "def helper():\n return 42\n")	CODE
LOW	codebase_rag/tests/test_cross_project_eval.py	42	"def helper():\n return 1\n", encoding="utf-8"	CODE
LOW	codebase_rag/tests/test_scala_retrieval_eval.py	26	" def helper(): Int = 1\n"	CODE
LOW	codebase_rag/tests/test_incremental_eval.py	198	(src / "other.py").write_text("def helper():\n return 2\n", encoding="utf-8")	CODE
LOW	codebase_rag/tests/test_python_context_managers.py	155	def process_data(data):	STRING
LOW	codebase_rag/tests/test_dead_code_eval.py	425	"def helper():\n return 1\n\n\n"	CODE
LOW	codebase_rag/tests/test_structural_relationships.py	30	(subpkg / "helpers.py").write_text("def helper(): pass")	CODE
LOW	codebase_rag/tests/test_javascript_error_handling.py	1230	async function processData(data) {	CODE
LOW	codebase_rag/tests/test_absolute_path.py	44	" def my_method(self):\n"	CODE
LOW	codebase_rag/tests/test_absolute_path.py	47	"def my_function():\n"	CODE
LOW	codebase_rag/tests/test_fqn_resolver.py	45	def my_method(self):	CODE
LOW	codebase_rag/tests/test_fqn_resolver.py	160	def my_method(self):	CODE
LOW	codebase_rag/tests/test_fqn_resolver.py	178	assert "def my_method(self):" in result	STRING
LOW⚡	codebase_rag/tests/test_graph_diff.py	44	_BASE = "def helper():\n return 1\n\n\ndef use():\n return 2\n"	CODE
LOW⚡	codebase_rag/tests/test_graph_diff.py	45	_WITH_CALL = "def helper():\n return 1\n\n\ndef use():\n return helper()\n"	CODE
LOW	codebase_rag/tests/test_higher_order_calls.py	19	MODULE_SRC = """def helper(node):	CODE
LOW	codebase_rag/tests/test_higher_order_calls.py	40	def helper(self) -> int:	CODE
LOW⚡	codebase_rag/tests/test_dispatch_registries.py	129	"def helper():\n return 1\n"	CODE
30 more matches not shown…

Cross-File Repetition13 hits · 65 pts

Severity	File	Snippet	Context
HIGH	codebase_rag/tests/test_import_distance_calculation.py	create a graphupdater instance with mock dependencies for testing.	STRING
HIGH	…se_rag/tests/test_python_relative_import_resolution.py	create a graphupdater instance with mock dependencies for testing.	STRING
HIGH	…base_rag/tests/test_python_call_resolution_fallback.py	create a graphupdater instance with mock dependencies for testing.	STRING
HIGH	…se_rag/tests/test_python_wildcard_import_resolution.py	create a graphupdater instance with mock dependencies for testing.	STRING
HIGH	codebase_rag/tests/test_mcp_list_directory.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_mcp_read_file.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_mcp_query_and_index.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_mcp_get_code_snippet.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_mcp_surgical_replace.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_mcp_write_file.py	create an mcp tools registry with mocked dependencies.	STRING
HIGH	codebase_rag/tests/test_csharp_out_of_solution_facts.py	<project sdk="microsoft.net.sdk"> <propertygroup> <targetframework>net8.0</targetframework> <nullable>enable</nullable>	STRING
HIGH	codebase_rag/tests/test_csharp_semantic_facts.py	<project sdk="microsoft.net.sdk"> <propertygroup> <targetframework>net8.0</targetframework> <nullable>enable</nullable>	STRING
HIGH	codebase_rag/tests/test_csharp_frontend_wiring.py	<project sdk="microsoft.net.sdk"> <propertygroup> <targetframework>net8.0</targetframework> <nullable>enable</nullable>	STRING

Modern AI Meta-Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	43	# Code-Graph-RAG	COMMENT
MEDIUM	CONTRIBUTING.md	1	# Contributing to Code Graph RAG	COMMENT
MEDIUM	PYPI_README.md	1	# Code-Graph-RAG	COMMENT
MEDIUM	evals/constants.py	690	# never exercise this, yet monorepo RAG is cgr's headline. Graded on synthetic	COMMENT
MEDIUM	evals/README.md	1243	### Next step: agentic resolved-rate (out of scope here)	COMMENT
MEDIUM	codebase_rag/constants/duplicates.py	126	# find_duplicate_code agentic tool output.	COMMENT
MEDIUM	codebase_rag/tests/test_duplicates_tool.py	1	# The find_duplicate_code agentic tool validates its inputs before touching	COMMENT
MEDIUM	docs/index.md	5	# Code-Graph-RAG	COMMENT
MEDIUM	docs/index.md	13	## What is Code-Graph-RAG?	COMMENT
MEDIUM	docs/claude-code-setup.md	1	# Claude Code Setup for Code-Graph-RAG MCP Server	COMMENT
MEDIUM	docs/architecture/overview.md	20	### 2. RAG System (`codebase_rag/`)	COMMENT

Modern Structural Boilerplate33 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	evals/__init__.py	5	__all__ = ["extract_cgr_graph", "extract_oracle_graph", "score"]	CODE
LOW	evals/oracles/__init__.py	27	__all__ = [	CODE
LOW	codebase_rag/cli.py	131	def _update_and_validate_models(orchestrator: str \| None, cypher: str \| None) -> None:	CODE
LOW	codebase_rag/main.py	1501	def _update_single_model_setting(role: cs.ModelRole, model_string: str) -> None:	CODE
LOW	codebase_rag/analyzers/ast_grep_analyzer.py	23	logger = logging.getLogger(__name__)	CODE
LOW	codebase_rag/analyzers/__init__.py	4	__all__ = ["FindingAnalyzer", "load_finding_rules"]	CODE
LOW	codebase_rag/parsers/__init__.py	9	__all__ = [	CODE
LOW	codebase_rag/parsers/ast_grep_tier.py	26	logger = logging.getLogger(__name__)	CODE
LOW	codebase_rag/parsers/import_processor.py	1200	def set_java_generated_roots(self, roots: list[tuple[str, ...]]) -> None:	CODE
LOW	codebase_rag/parsers/flow_access/__init__.py	6	__all__ = [	CODE
LOW	codebase_rag/parsers/js_ts/__init__.py	7	__all__ = [	CODE
LOW	codebase_rag/parsers/py/__init__.py	7	__all__ = [	CODE
LOW	codebase_rag/parsers/go/__init__.py	10	__all__ = [	CODE
LOW	codebase_rag/parsers/class_ingest/__init__.py	3	__all__ = ["ClassIngestMixin"]	CODE
LOW	codebase_rag/parsers/cpp_frontend/__init__.py	10	__all__ = [	CODE
LOW	codebase_rag/parsers/dart/__init__.py	13	__all__ = [	CODE
LOW	codebase_rag/parsers/frontends/__init__.py	44	__all__ = [	CODE
LOW	codebase_rag/parsers/java_frontend/__init__.py	9	__all__ = [	CODE
LOW	codebase_rag/parsers/java/__init__.py	6	__all__ = [	CODE
LOW	codebase_rag/parsers/rs/__init__.py	3	__all__ = ["RustTypeInferenceEngine"]	CODE
LOW	codebase_rag/parsers/lua/__init__.py	3	__all__ = [	CODE
LOW	codebase_rag/parsers/cpp/__init__.py	3	__all__ = [	CODE
LOW	codebase_rag/parsers/io_access/__init__.py	45	__all__ = [	CODE
LOW	codebase_rag/parsers/py_frontend/__init__.py	7	__all__ = [	CODE
LOW	codebase_rag/parsers/go_frontend/__init__.py	18	__all__ = [	CODE
LOW	codebase_rag/parsers/handlers/__init__.py	5	__all__ = [	CODE
LOW	codebase_rag/parsers/csharp_frontend/__init__.py	13	__all__ = [	CODE
LOW	codebase_rag/trace/tracer.py	63	def set_workload(self, workload: str \| None) -> None:	CODE
LOW	…debase_rag/tests/test_tool_calling_local_model_gate.py	21	def _set_orchestrator(monkeypatch: pytest.MonkeyPatch, provider: str) -> None:	CODE
LOW	codebase_rag/workspaces/__init__.py	15	__all__ = [	CODE
LOW	codebase_rag/stack/__init__.py	12	__all__ = [	CODE
LOW	codebase_rag/services/__init__.py	32	__all__ = ["IngestorProtocol", "QueryProtocol", "FilteringIngestor"]	CODE
LOW	cgr/__init__.py	7	__all__ = [	CODE

Magic Placeholder Names6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	docs/claude-code-setup.md	114	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/claude-code-setup.md	121	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/guide/mcp-server.md	18	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/guide/mcp-server.md	29	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/guide/mcp-server.md	125	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/guide/mcp-server.md	132	--env CYPHER_API_KEY=your-api-key \	CODE

Fake / Example Data25 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	codebase_rag/tests/test_javascript_destructuring.py	53	address: { street: "123 Main St", city: "Anytown" },	CODE
LOW	codebase_rag/tests/test_javascript_destructuring.py	66	contact: { email: "john@example.com", phone: "555-1234" }	CODE
LOW	codebase_rag/tests/test_lua_oop_patterns.py	458	local user = User:new("John Doe", "john@example.com")	CODE
LOW	codebase_rag/tests/test_java_relationship_validation.py	256	userService.createUser("John Doe", "john@example.com"); // CALLS UserService.createUser()	CODE
LOW	codebase_rag/tests/test_java_relationship_validation.py	389	User admin = new User("Admin", "admin@example.com");	CODE
LOW	…debase_rag/tests/test_typescript_namespaces_modules.py	341	const isValidEmail = DataProcessing.Validators.isEmail('user@example.com');	CODE
LOW	…debase_rag/tests/test_typescript_namespaces_modules.py	1146	console.log(fullName); // 'John Doe'	CODE
LOW	…debase_rag/tests/test_typescript_namespaces_modules.py	1152	const result = emailValidator.validate('user@example.com');	CODE
LOW	codebase_rag/tests/test_javascript_object_patterns.py	151	street: '123 Main St',	CODE
LOW	codebase_rag/tests/test_javascript_object_patterns.py	1123	const email = new Email('user@example.com');	CODE
LOW	codebase_rag/tests/test_javascript_object_patterns.py	1525	userModel.set('name', 'John Doe');	CODE
LOW	codebase_rag/tests/test_rust_macros_metaprogramming.py	854	author: "Jane Doe".to_string(),	CODE
LOW	codebase_rag/tests/test_rust_macros_metaprogramming.py	1051	INSERT INTO users (name, email, age) VALUES ("John Doe", "john@example.com", 25)	CODE
LOW	codebase_rag/tests/test_java_advanced_oop.py	1398	author = "John Doe",	CODE
LOW	codebase_rag/tests/test_typescript_decorators.py	1441	return { id, name: 'User', email: 'user@example.com' };	CODE
LOW	codebase_rag/tests/test_typescript_decorators.py	1472	const user = userService.createUser('John Doe', 'john@example.com', 30, 'ADMIN');	CODE
LOW	codebase_rag/tests/test_javascript_modules.py	1184	const isValid = defaultValidator('email', 'test@test.com');	CODE
LOW	…debase_rag/tests/test_cpp_designated_init_consteval.py	934	email_validator("user@example.com");	CODE
LOW	codebase_rag/tests/test_java_modern_features.py	474	"name": "John Doe",	CODE
LOW	codebase_rag/tests/test_java_modern_features.py	477	"street": "123 Main St",	CODE
LOW	codebase_rag/tests/test_typescript_types.py	816	street: "123 Main St",	CODE
LOW	codebase_rag/tests/test_rust_pattern_matching.py	251	street: "123 Main St".to_string(),	CODE
LOW	codebase_rag/tests/test_java_complex_relationships.py	328	EmailNotifier emailNotifier = new EmailNotifier("user@example.com"); // CALLS EmailNotifier constructor	CODE
LOW	codebase_rag/tests/test_java_complex_relationships.py	989	PaymentStrategy creditCard = new CreditCardPayment("1234567890123456", "John Doe"); // CALLS CreditCardPayment c	CODE
LOW	codebase_rag/tests/test_java_complex_relationships.py	999	PaymentStrategy paypal = new PayPalPayment("user@example.com"); // CALLS PayPalPayment constructor	CODE

Decorative Section Separators3 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	realtime_updater.py	122	# ┌─────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	realtime_updater.py	124	# ├─────────────────────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	realtime_updater.py	134	# └─────────────────────────────────────────────────────────────────────┘	COMMENT

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	262	# Step 1: Delete existing nodes for this file path	COMMENT
LOW	realtime_updater.py	280	# Step 2: Clear in-memory state	COMMENT
LOW	realtime_updater.py	295	# Step 3: Re-parse code files and create File nodes for ALL files	COMMENT
LOW	realtime_updater.py	368	# Step 4: every CALLS edge is deleted and recomputed, so the	COMMENT
LOW	realtime_updater.py	387	# Step 5: Flush changes to database	COMMENT
LOW	docs/getting-started/quickstart.md	9	## Step 1: Parse a Repository	COMMENT
LOW	docs/getting-started/quickstart.md	44	## Step 2: Query the Codebase	COMMENT
LOW	docs/getting-started/quickstart.md	77	## Step 3: Export Graph Data	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	262	# Step 1: Delete existing nodes for this file path	COMMENT
LOW	realtime_updater.py	280	# Step 2: Clear in-memory state	COMMENT
LOW	realtime_updater.py	295	# Step 3: Re-parse code files and create File nodes for ALL files	COMMENT
LOW	realtime_updater.py	368	# Step 4: every CALLS edge is deleted and recomputed, so the	COMMENT
LOW	realtime_updater.py	387	# Step 5: Flush changes to database	COMMENT

AI Structural Patterns9 hits · 6 pts

Severity	File	Line	Context
LOW	evals/agentic_qa.py	610	CODE
LOW	codebase_rag/cli.py	448	CODE
LOW	codebase_rag/cli.py	874	CODE
LOW	codebase_rag/cli.py	1432	CODE
LOW	codebase_rag/cli.py	1795	CODE
LOW	codebase_rag/parsers/call_processor.py	957	CODE
LOW	codebase_rag/parsers/type_inference.py	81	CODE
LOW	codebase_rag/parsers/utils.py	1190	CODE
LOW	codebase_rag/parsers/csharp/type_inference.py	90	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	codebase_rag/tests/test_rust_closures_functions.py	207	// For demonstration purposes only	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/labels.yml	2	# This file defines all labels used in issue templates and workflows	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings