vitali87/code-graph-rag

33.2

Adjusted Score

33.2

Raw Score

100%

Time Factor

2026-07-14

Last Push

2.3K

Stars

Python

Language

300.3K

Lines of Code

902

Files

6.9K

Pattern Hits

2026-07-14

Scan Date

0.87

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 19HIGH 766MEDIUM 154LOW 5925

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 6864 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 Identifiers4768 hits · 4185 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	170	def _schedule_immediate_processing(self, relative_path_str: str) -> None:	CODE
LOW	realtime_updater.py	180	def _process_debounced_change(self, relative_path_str: str) -> None:	CODE
LOW	realtime_updater.py	336	def _validate_non_negative_float(value: float) -> float:	CODE
LOW	CONTRIBUTING.md	757	def validate_default_in_options(self):	CODE
LOW	evals/cgr_graph.py	24	def ensure_relationship_batch(	CODE
LOW	evals/cgr_graph.py	118	def ensure_relationship_batch(	CODE
LOW	evals/cgr_graph.py	280	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/instantiation.py	44	def _externally_shadowed_names(tree: ast.Module, rel: str, project: str) -> set[str]:	CODE
LOW	evals/incremental.py	78	def run_neutral_edit_scenario(	CODE
LOW	evals/oracles/csharp_oracle.py	75	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	40	def run_typescript_call_oracle(	CODE
LOW	evals/oracles/typescript_oracle.py	50	def run_javascript_call_oracle(	CODE
LOW	codebase_rag/dead_code.py	95	def _is_java_serialization_root(name: str, is_method: bool, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	108	def _is_csharp_attribute_root(props: PropertyDict, path: str) -> bool:	CODE
LOW	codebase_rag/dead_code.py	128	def _is_csharp_operator_or_finalizer_root(name: str, path: str) -> bool:	CODE
LOW	codebase_rag/cypher_queries.py	195	def build_merge_relationship_query(	STRING
LOW	codebase_rag/cypher_queries.py	224	def build_create_relationship_query(	STRING
LOW	codebase_rag/config.py	56	def format_missing_api_key_errors(	CODE
LOW⚡	codebase_rag/config.py	334	def _get_default_orchestrator_config(self) -> ModelConfig:	STRING
LOW⚡	codebase_rag/config.py	337	def _get_default_cypher_config(self) -> ModelConfig:	STRING
LOW⚡	codebase_rag/config.py	341	def active_orchestrator_config(self) -> ModelConfig:	STRING
LOW	codebase_rag/config.py	447	def _read_cgr_instructions_file(path: Path) -> str \| None:	STRING
LOW	codebase_rag/graph_updater.py	255	def find_with_prefix_and_suffix(	CODE
LOW	codebase_rag/graph_updater.py	267	def _invalidate_ending_with_cache(	CODE
LOW	codebase_rag/graph_updater.py	624	def _tightest_containing_span(	CODE
LOW	codebase_rag/graph_updater.py	639	def _resolve_hybrid_macro_calls(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	677	def _resolve_hybrid_expansion_calls(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	868	def _rehydrate_registry_from_graph(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	938	def _rehydrate_class_inheritance_from_graph(self) -> None:	CODE
LOW	codebase_rag/graph_updater.py	961	def _rehydrated_bases_by_child(	CODE
LOW	codebase_rag/graph_updater.py	1619	def _generate_semantic_embeddings(self) -> None:	CODE
LOW	codebase_rag/vector_store.py	100	def delete_project_embeddings(project_name: str, node_ids: Sequence[int]) -> None:	CODE
LOW	codebase_rag/vector_store.py	171	def delete_project_embeddings(project_name: str, node_ids: Sequence[int]) -> None:	CODE
LOW	codebase_rag/readme_sections.py	56	def extract_makefile_commands(makefile_path: Path) -> list[MakeCommand]:	CODE
LOW	codebase_rag/readme_sections.py	72	def format_full_languages_table() -> str:	CODE
LOW⚡	codebase_rag/readme_sections.py	113	def format_node_schemas_table(schemas: list[tuple[str, str]]) -> str:	CODE
LOW⚡	codebase_rag/readme_sections.py	118	def extract_relationship_schemas() -> list[tuple[str, str, str]]:	CODE
LOW⚡	codebase_rag/readme_sections.py	127	def format_relationship_schemas_table(schemas: list[tuple[str, str, str]]) -> str:	CODE
LOW⚡	codebase_rag/readme_sections.py	132	def format_cli_commands_table() -> str:	CODE
LOW	codebase_rag/readme_sections.py	164	def format_agentic_tools_table() -> str:	CODE
LOW⚡	codebase_rag/graph_loader.py	135	def get_relationships_for_node(self, node_id: int) -> list[GraphRelationship]:	CODE
LOW⚡	codebase_rag/graph_loader.py	141	def get_outgoing_relationships(self, node_id: int) -> list[GraphRelationship]:	CODE
LOW⚡	codebase_rag/graph_loader.py	145	def get_incoming_relationships(self, node_id: int) -> list[GraphRelationship]:	CODE
LOW	codebase_rag/prompts.py	76	def build_graph_schema_and_rules() -> str:	CODE
LOW	codebase_rag/prompts.py	91	def _format_active_projects_block(active_projects: list[str] \| None) -> str:	STRING
LOW	codebase_rag/prompts.py	119	def build_rag_orchestrator_prompt(	STRING
LOW	codebase_rag/prompts.py	212	def _format_cypher_project_scope(active_projects: list[str] \| None) -> str:	STRING
LOW	codebase_rag/prompts.py	241	def build_cypher_system_prompt(active_projects: list[str] \| None = None) -> str:	STRING
LOW	codebase_rag/prompts.py	300	def build_local_cypher_system_prompt(active_projects: list[str] \| None = None) -> str:	STRING
LOW	codebase_rag/parser_loader.py	226	def _build_combined_import_pattern(lang_config: LanguageSpec) -> str:	CODE
LOW	codebase_rag/cli.py	81	def _update_and_validate_models(orchestrator: str \| None, cypher: str \| None) -> None:	CODE
LOW	codebase_rag/cli.py	280	def _resolve_and_validate_repo(repo_path: str \| None) -> Path:	CODE
LOW	codebase_rag/cli.py	299	def _cleanup_project_embeddings(ingestor: MemgraphIngestor, project_name: str) -> None:	CODE
LOW	codebase_rag/cli.py	955	def _resolve_dead_code_project(	CODE
LOW⚡	codebase_rag/schema_builder.py	13	def _format_relationship_schema(schema: RelationshipSchema) -> str:	CODE
LOW⚡	codebase_rag/schema_builder.py	23	def build_node_labels_section() -> str:	CODE
4708 more matches not shown…

Cross-Language Confusion747 hits · 4081 pts

Severity	File	Line	Snippet	Context
HIGH	codebase_rag/parsers/call_processor.py	2464	# (H) `const bound = handler.bind(null)` stores the bound	COMMENT
HIGH	codebase_rag/parsers/call_processor.py	2961	# (H) 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	409	groups = _parse_command("echo 'a && b \|\| c'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	409	groups = _parse_command("echo 'a && b \|\| c'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	411	assert groups[0].commands == ["echo 'a && b \|\| c'"]	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	411	assert groups[0].commands == ["echo 'a && b \|\| c'"]	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	561	"ls nonexistent_12345 && echo 'should not run'"	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	568	"ls nonexistent_12345 \|\| echo 'fallback'"	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	576	result = await shell_commander.execute("ls \|\| echo 'should not run'")	CODE
HIGH⚡	codebase_rag/tests/test_shell_command.py	778	result = await shell_commander.execute("ls && rm -rf /")	CODE
HIGH	codebase_rag/tests/test_shell_command.py	537	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
HIGH⚡	codebase_rag/tests/test_cpp_stl_usage.py	214	que.push("third");	CODE
687 more matches not shown…

Unused Imports573 hits · 548 pts

Severity	File	Line	Context
LOW	evals/__init__.py	1	CODE
LOW	evals/__init__.py	2	CODE
LOW	evals/__init__.py	3	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	18	CODE
LOW	evals/oracles/__init__.py	18	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/config.py	1	CODE
LOW	codebase_rag/models.py	12	CODE
LOW	codebase_rag/readme_sections.py	1	CODE
LOW	codebase_rag/tool_errors.py	1	CODE
LOW	codebase_rag/prompts.py	20	CODE
LOW	codebase_rag/capture.py	1	CODE
LOW	codebase_rag/schemas.py	1	CODE
LOW	codebase_rag/cgr_state.py	1	CODE
LOW	codebase_rag/language_spec.py	1	CODE
LOW	codebase_rag/embedder.py	1	CODE
LOW	codebase_rag/main.py	1	CODE
LOW	codebase_rag/parsers/call_processor.py	1	CODE
LOW	codebase_rag/parsers/python_source_roots.py	1	CODE
LOW	codebase_rag/parsers/type_inference.py	23	CODE
LOW	codebase_rag/parsers/__init__.py	1	CODE
LOW	codebase_rag/parsers/__init__.py	2	CODE
LOW	codebase_rag/parsers/__init__.py	3	CODE
513 more matches not shown…

Excessive Try-Catch Wrapping192 hits · 214 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	458	print(f"Error: {e}", file=sys.stderr)	CODE
LOW	CONTRIBUTING.md	511	except Exception as e:	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	386	except Exception:	CODE
LOW	codebase_rag/graph_updater.py	1664	except Exception as e:	CODE
LOW	codebase_rag/graph_updater.py	1724	except Exception as e:	CODE
LOW	codebase_rag/graph_updater.py	1748	except Exception as e:	CODE
MEDIUM	codebase_rag/graph_updater.py	382	def _should_evict_for_memory(self) -> bool:	CODE
LOW	codebase_rag/vector_store.py	33	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	60	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	96	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	115	except Exception as e:	CODE
LOW	codebase_rag/vector_store.py	152	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	78	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	254	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	276	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	293	except Exception as e:	CODE
LOW	codebase_rag/parser_loader.py	327	except Exception:	CODE
LOW	codebase_rag/parser_loader.py	335	except Exception:	CODE
LOW	codebase_rag/parser_loader.py	371	except Exception as e:	CODE
LOW	codebase_rag/cli.py	606	except Exception as e:	CODE
LOW	codebase_rag/cli.py	642	except Exception as e:	CODE
LOW	codebase_rag/cli.py	743	except Exception as e:	CODE
LOW	codebase_rag/cli.py	774	except Exception as e:	CODE
LOW	codebase_rag/cli.py	947	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1132	except Exception as e:	CODE
LOW	codebase_rag/cli.py	1202	except Exception as e:	CODE
MEDIUM	codebase_rag/cli.py	69	def validate_models_early() -> None:	CODE
LOW	codebase_rag/embedder.py	52	except Exception as e:	CODE
LOW	codebase_rag/embedder.py	64	except Exception as e:	CODE
MEDIUM	codebase_rag/main.py	729	def _token_usage() -> tuple[int, int, float]:	CODE
MEDIUM	codebase_rag/main.py	771	def _short_model_id() -> tuple[str, str]:	CODE
MEDIUM	codebase_rag/main.py	986	def on_input() -> None:	CODE
LOW⚡	codebase_rag/main.py	747	except Exception:	CODE
LOW⚡	codebase_rag/main.py	756	except Exception as e:	CODE
LOW⚡	codebase_rag/main.py	1518	except Exception as e:	CODE
LOW	codebase_rag/main.py	665	except Exception as e:	CODE
LOW	codebase_rag/main.py	736	except Exception:	CODE
LOW	codebase_rag/main.py	774	except Exception:	CODE
LOW	codebase_rag/main.py	778	except Exception:	CODE
LOW	codebase_rag/main.py	1005	except Exception:	CODE
LOW	codebase_rag/main.py	1238	except Exception as e:	CODE
LOW	codebase_rag/main.py	1326	except Exception as e:	CODE
LOW	codebase_rag/decorators.py	155	except Exception as e:	CODE
MEDIUM	codebase_rag/decorators.py	150	def wrapper(args, *kwargs) -> T:	CODE
LOW⚡	codebase_rag/parsers/call_processor.py	474	except Exception as e:	CODE
LOW	codebase_rag/parsers/call_processor.py	832	except Exception as e:	CODE
LOW	codebase_rag/parsers/definition_processor.py	322	except Exception as e:	CODE
MEDIUM	codebase_rag/parsers/import_processor.py	346	def __del__(self) -> None:	CODE
LOW	codebase_rag/parsers/import_processor.py	349	except Exception:	CODE
LOW	codebase_rag/parsers/import_processor.py	442	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	73	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	93	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	107	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	155	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	195	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	217	except Exception as e:	CODE
LOW	codebase_rag/parsers/dependency_parser.py	242	except Exception as e:	CODE
132 more matches not shown…

Hallucination Indicators19 hits · 192 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	codebase_rag/tests/test_implements_overrides.py	61	"proj.com.example.Other.OtherNamer.translateName(String)",	CODE
CRITICAL⚡	codebase_rag/tests/test_implements_overrides.py	62	"proj.com.example.Namer.Namer.translateName(String)",	CODE
CRITICAL	codebase_rag/tests/test_implements_overrides.py	90	interface_qn = "proj.com.example.Namer.Namer.translateName(String)"	CODE
CRITICAL	codebase_rag/tests/test_implements_overrides.py	91	enum_prefix = "proj.com.example.NamerPolicy.NamerPolicy.translateName(String)"	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

AI Slop Vocabulary100 hits · 186 pts

Severity	File	Line	Snippet	Context
MEDIUM	evals/dead_code.py	3	# (H) codebase_rag.dead_code. The deterministic in-memory harness cannot query a	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	56	# (H) normalization robust to whatever a highlight query captures.	COMMENT
MEDIUM	codebase_rag/parsers/call_resolver.py	1466	# (H) Naming convention (XxxProtocol -> Xxx) is robust when it applies;	COMMENT
MEDIUM	codebase_rag/parsers/flow_access/processor.py	1024	# (H) Definitely tainted arg: emit the caller->callee arg edge now.	COMMENT
MEDIUM	codebase_rag/tests/test_relative_import_package_init.py	1	# (H) L2 residual from the evals/ harness: relative imports inside an __init__.py	COMMENT
MEDIUM	codebase_rag/tests/test_protocol_operator_dispatch.py	1	# (H) L3 finding from the evals/ harness: an operator on a Protocol-typed attribute	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_structure_oracle.py	1	# (H) 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	# (H) L3 finding from the evals/ harness: a call on a parameter typed as a	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	# (H) 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	codebase_rag/tests/test_callable_field_calls.py	1	# (H) L3 finding from the evals/ harness: fqn_config.get_name(node) invokes a	COMMENT
MEDIUM	codebase_rag/tests/test_javascript_structure_oracle.py	1	# (H) Covers the JavaScript structure oracle harness (evals/oracles/ts_oracle run	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	# (H) L3 finding from the evals/ harness: DefinitionProcessor._extract_decorators calls	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	# (H) 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	# (H) L3 finding from the evals/ harness: `if self.function_registry:` tests an object	COMMENT
MEDIUM	codebase_rag/tests/test_getattr_dispatch.py	1	# (H) L3 finding from the evals/ harness: JavaTypeResolverMixin._find_registry_entries_under	COMMENT
MEDIUM	codebase_rag/tests/test_java_structure_oracle.py	1	# (H) Covers the Java structure oracle harness (evals/oracles/java_oracle +	COMMENT
MEDIUM	codebase_rag/tests/test_l3_decorator_normalization.py	1	# (H) 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	# (H) 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	# (H) 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	# (H) L2 finding from the evals/ harness: cgr captured INHERITS for direct-name	COMMENT
MEDIUM	codebase_rag/tests/test_nested_function_defines.py	1	# (H) Finding #2 from the evals/ harness: a function nested inside a METHOD was	COMMENT
MEDIUM	…_rag/tests/test_abstract_method_override_resolution.py	1	# (H) 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
MEDIUM	codebase_rag/tests/test_cpp_comprehensive.py	63	"""Test comprehensive C++ feature integration."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_comprehensive.py	911	"""Mark comprehensive C++ testing as complete."""	STRING
MEDIUM	codebase_rag/tests/test_cpp_lambdas_functional.py	12	"""Create a comprehensive C++ project with lambda and functional programming patterns."""	STRING
MEDIUM	codebase_rag/tests/test_reexport_chain_resolution.py	1	# (H) L3 finding from the evals/ harness: TypeInferenceEngine.build_local_variable_type_map	COMMENT
MEDIUM	codebase_rag/tests/test_javascript_classes.py	16	"""Create a comprehensive JavaScript project with all class patterns."""	STRING
MEDIUM	codebase_rag/tests/test_javascript_async_patterns.py	11	"""Create a comprehensive JavaScript project with all async patterns."""	STRING
MEDIUM	codebase_rag/tests/test_local_alias_chain_resolution.py	1	# (H) L3 finding from the evals/ harness: CallProcessor._ingest_function_calls does	COMMENT
MEDIUM	codebase_rag/tests/test_higher_order_calls.py	1	# (H) L3 finding from the evals/ harness: a function passed as an argument and	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_decorators.py	12	"""Create a comprehensive TypeScript project with decorator patterns."""	STRING
MEDIUM	codebase_rag/tests/test_javascript_modules.py	16	"""Create a comprehensive JavaScript project with module patterns."""	STRING
MEDIUM	codebase_rag/tests/test_php_structure_oracle.py	1	# (H) Covers the PHP structure oracle harness (evals/oracles/php_oracle +	COMMENT
MEDIUM	codebase_rag/tests/test_typescript_enums.py	12	"""Create a comprehensive TypeScript project with enum patterns."""	STRING
MEDIUM	codebase_rag/tests/test_lua_structure_oracle.py	1	# (H) Covers the Lua structure oracle harness (evals/oracles/lua_oracle +	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_memory_management.py	11	"""Create a comprehensive C++ project with memory management patterns."""	STRING
40 more matches not shown…

Deep Nesting182 hits · 155 pts

Severity	File	Line	Context
LOW	evals/cgr_graph.py	394	CODE
LOW	evals/cgr_graph.py	610	CODE
LOW	evals/cgr_graph.py	265	CODE
LOW	evals/ast_oracle.py	54	CODE
LOW	evals/ast_oracle.py	81	CODE
LOW	evals/ast_oracle.py	160	CODE
LOW	evals/ast_oracle.py	224	CODE
LOW	evals/ast_oracle.py	237	CODE
LOW	evals/static_calls.py	66	CODE
LOW	evals/retrieval.py	92	CODE
LOW	evals/import_resolution.py	36	CODE
LOW	evals/instantiation.py	44	CODE
LOW	evals/instantiation.py	65	CODE
LOW	evals/inheritance.py	175	CODE
LOW	codebase_rag/dead_code.py	157	CODE
LOW	codebase_rag/dead_code.py	174	CODE
LOW	codebase_rag/config.py	384	CODE
LOW	codebase_rag/graph_updater.py	1088	CODE
LOW	codebase_rag/graph_updater.py	1619	CODE
LOW	codebase_rag/parser_loader.py	17	CODE
LOW	codebase_rag/language_spec.py	125	CODE
LOW	codebase_rag/language_spec.py	140	CODE
LOW	codebase_rag/language_spec.py	163	CODE
LOW	codebase_rag/parsers/call_processor.py	354	CODE
LOW	codebase_rag/parsers/call_processor.py	420	CODE
LOW	codebase_rag/parsers/call_processor.py	580	CODE
LOW	codebase_rag/parsers/call_processor.py	835	CODE
LOW	codebase_rag/parsers/call_processor.py	1580	CODE
LOW	codebase_rag/parsers/call_processor.py	2417	CODE
LOW	codebase_rag/parsers/call_processor.py	2594	CODE
LOW	codebase_rag/parsers/call_processor.py	2664	CODE
LOW	codebase_rag/parsers/call_processor.py	2720	CODE
LOW	codebase_rag/parsers/call_processor.py	2781	CODE
LOW	codebase_rag/parsers/call_processor.py	2859	CODE
LOW	codebase_rag/parsers/call_processor.py	3162	CODE
LOW	codebase_rag/parsers/call_processor.py	3220	CODE
LOW	codebase_rag/parsers/call_processor.py	3575	CODE
LOW	codebase_rag/parsers/call_processor.py	3893	CODE
LOW	codebase_rag/parsers/call_processor.py	3962	CODE
LOW	codebase_rag/parsers/python_source_roots.py	17	CODE
LOW	codebase_rag/parsers/python_source_roots.py	62	CODE
LOW	codebase_rag/parsers/type_inference.py	211	CODE
LOW	codebase_rag/parsers/type_inference.py	298	CODE
LOW	codebase_rag/parsers/export_detection.py	184	CODE
LOW	codebase_rag/parsers/function_ingest.py	68	CODE
LOW	codebase_rag/parsers/function_ingest.py	442	CODE
LOW	codebase_rag/parsers/function_ingest.py	1038	CODE
LOW	codebase_rag/parsers/function_ingest.py	1441	CODE
LOW	codebase_rag/parsers/function_ingest.py	1554	CODE
LOW	codebase_rag/parsers/utils.py	116	CODE
LOW	codebase_rag/parsers/utils.py	160	CODE
LOW	codebase_rag/parsers/utils.py	465	CODE
LOW	codebase_rag/parsers/utils.py	494	CODE
LOW	codebase_rag/parsers/utils.py	552	CODE
LOW	codebase_rag/parsers/utils.py	612	CODE
LOW	codebase_rag/parsers/utils.py	689	CODE
LOW	codebase_rag/parsers/definition_processor.py	179	CODE
LOW	codebase_rag/parsers/call_resolver.py	1928	CODE
LOW	codebase_rag/parsers/import_processor.py	48	CODE
LOW	codebase_rag/parsers/import_processor.py	364	CODE
122 more matches not shown…

Over-Commented Block100 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	realtime_updater.py	81	def _is_relevant(self, path_str: str) -> bool:	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/java_oracle/Oracle.java	1	// Authoritative Java structure oracle for the cgr eval harness.	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	341	# (H)	COMMENT
LOW	codebase_rag/config.py	421	def load_ignore_patterns(repo_path: Path) -> CgrignorePatterns:	COMMENT
LOW	codebase_rag/graph_updater.py	561	# (H) Optional libclang C++ pre-pass when a compile_commands.json is	COMMENT
LOW	codebase_rag/parsers/call_processor.py	701	# (H) be decorated too, so include captured class nodes.	COMMENT
LOW	codebase_rag/parsers/call_processor.py	1501	case cs.TS_NEW_EXPRESSION if language in _JS_TS_LANGUAGES:	COMMENT
LOW	codebase_rag/parsers/call_processor.py	1541	object_text = object_node.text.decode(cs.ENCODING_UTF8)	COMMENT
LOW	codebase_rag/parsers/call_processor.py	1801	call_name = get_target(call_node, language)	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2121	and call_node.type == cs.TS_OBJECT_CREATION_EXPRESSION	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2201	# (H) A bare Go call resolves to one file's copy of a package-level	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2461	# (H) interleaves parens (`api.setState = ((s, r) => {...}) as	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2601	boundary_types: frozenset[str],	COMMENT
LOW	codebase_rag/parsers/call_processor.py	2781	def _ingest_collection_function_references(	COMMENT
LOW	codebase_rag/parsers/call_processor.py	3741	# (H) A function/method passed as an argument is a first-class value the	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4001	return f"{module_qn}{cs.SEPARATOR_DOT}{cs.SEPARATOR_DOT.join(path_parts)}{cs.SEPARATOR_DOT}{func_name}"	COMMENT
LOW	codebase_rag/parsers/call_processor.py	4041	self, func_nodes: list[Node], language: cs.SupportedLanguage	COMMENT
LOW	codebase_rag/parsers/python_source_roots.py	61		COMMENT
LOW	codebase_rag/parsers/definition_processor.py	61	self.function_registry = function_registry	COMMENT
LOW	codebase_rag/parsers/definition_processor.py	81	# (H) C# override tracking. `csharp_methods` is every C# method qn;	COMMENT
LOW	codebase_rag/parsers/definition_processor.py	101	# (H) make (the method lives on an unrelated static class). Populated at	COMMENT
LOW	codebase_rag/parsers/definition_processor.py	121	self._deferred_cpp_methods: list = []	COMMENT
LOW	codebase_rag/parsers/definition_processor.py	141	self.cpp_definition_spans: dict[str, list[CppDefinitionSpan]] = {}	COMMENT
LOW	codebase_rag/parsers/call_resolver.py	481	# (H) permits an external test package (`package p_test`) in a `_test.go` file	COMMENT
LOW	codebase_rag/parsers/call_resolver.py	521	# (H) When the receiver does NOT resolve to a first-party class, fan the call out	COMMENT
LOW	codebase_rag/parsers/call_resolver.py	701	# (H) not a first-party class is a call on an external object (e.g. a	COMMENT
LOW	codebase_rag/parsers/call_resolver.py	801	return False	COMMENT
LOW	codebase_rag/parsers/import_processor.py	181	def _has_aliased_scheme(specifier: str) -> bool:	COMMENT
LOW	codebase_rag/parsers/import_processor.py	241	self.function_registry = function_registry	COMMENT
LOW	codebase_rag/parsers/import_processor.py	261	# (H) module. A PHP namespace path never matches cgr's file-path qualified	COMMENT
LOW	codebase_rag/parsers/flow_access/processor.py	141	self._resolver = resolver	COMMENT
LOW	codebase_rag/parsers/flow_access/processor.py	201	# (H) write sink emits a resource->resource flow, a tainted value passed to a	COMMENT
LOW	codebase_rag/parsers/flow_access/processor.py	261	for node in statements:	COMMENT
LOW	codebase_rag/parsers/class_ingest/mixin.py	521	candidates = self.function_registry.find_ending_with(simple)	COMMENT
LOW	codebase_rag/parsers/class_ingest/mixin.py	621	language,	COMMENT
LOW	codebase_rag/parsers/class_ingest/mixin.py	781	# (H) Record Go struct field types so a field-hop receiver	COMMENT
LOW	codebase_rag/parsers/cpp_frontend/frontend.py	101	self.covered: set[str] = set()	COMMENT
LOW	codebase_rag/parsers/cpp/preproc_recovery.py	1	# (H) Recovery for the conditional-brace preprocessor pattern that collapses a	COMMENT
LOW	codebase_rag/parsers/cpp/utils.py	301		COMMENT
LOW	codebase_rag/parsers/csharp/utils.py	101	) -> None:	COMMENT
LOW	codebase_rag/parsers/io_access/descriptor.py	21	# (H) Nested definitions whose body is a separate caller: the walk prunes them	COMMENT
LOW	codebase_rag/parsers/io_access/descriptor.py	41	# (H) `statement_list`); None where a block's children ARE the statements (JS,	COMMENT
LOW	codebase_rag/parsers/io_access/descriptor.py	61	# (H) The declaration-statement node whose declarators must be scoped in source	COMMENT
LOW	codebase_rag/parsers/io_access/processor.py	101	descriptor,	COMMENT
LOW	codebase_rag/parsers/io_access/processor.py	901	# (H) form. Expand the head segment through the import map on `::` (`use std::fs;	COMMENT
LOW	codebase_rag/constants/ast_csharp.py	1	# (H) C# tree-sitter node types and field names (tree-sitter-c-sharp).	COMMENT
LOW	codebase_rag/constants/ast_csharp.py	81	# (H) strip type args to the identifier), a `qualified_name` (`System.Exception`),	COMMENT
LOW	codebase_rag/constants/ast_js.py	41	JS_MODULE_RECEIVERS = frozenset({"exports", "module", "this"})	COMMENT
LOW	codebase_rag/constants/graph.py	361	# (H) Inbound reference edges (from unchanged files) into symbols defined in one	COMMENT
LOW	codebase_rag/constants/deadcode_roots.py	181	# (H) Base classes that mark a class as a structural interface: its method stubs	COMMENT
LOW	codebase_rag/constants/ast_rust.py	81	# (H) both for macro-token receiver reconstruction and value-chain base flattening).	COMMENT
40 more matches not shown…

Overly Generic Function Names75 hits · 73 pts

Severity	File	Line	Snippet	Context
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	…_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_flow_edges.py	84	"def helper(v):\n pass\n\n"	CODE
LOW⚡	codebase_rag/tests/test_flow_edges.py	96	"def helper(v):\n pass\n\n"	CODE
LOW⚡	codebase_rag/tests/test_flow_edges.py	205	"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⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	21	"def helper(stream):\n return stream\n",	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	31	" def helper(stream):\n"	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	59	"def helper(stream):\n return stream\n",	CODE
LOW⚡	…ebase_rag/tests/test_py_conditional_import_fallback.py	63	"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_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	196	(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_higher_order_calls.py	20	MODULE_SRC = """def helper(node):	CODE
LOW	codebase_rag/tests/test_higher_order_calls.py	41	def helper(self) -> int:	CODE
LOW	codebase_rag/tests/test_graph_export_integration.py	145	def helper():	CODE
LOW⚡	codebase_rag/tests/test_is_exported_roots.py	169	src = "def outer():\n def helper():\n return 1\n return helper()\n"	STRING
LOW	codebase_rag/tests/test_retrieval_eval.py	28	def helper():	CODE
LOW	codebase_rag/tests/test_javascript_modules.py	254	export default function processData(data) {	CODE
LOW	codebase_rag/tests/test_ast_cache_eviction_calls.py	32	"def helper():\n return 1\n\n\ndef top():\n return helper()\n",	CODE
LOW	codebase_rag/tests/test_javascript_spread_rest.py	443	function processData(operation, ...data) {	CODE
LOW	codebase_rag/tests/test_javascript_spread_rest.py	463	function handleRequest({ method, url }, ...middleware) {	CODE
LOW	…ase_rag/tests/test_py_variable_analyzer_integration.py	461	def process_data(	CODE
LOW	codebase_rag/tests/test_function_local_definitions.py	22	def helper(self) -> str:	CODE
LOW	codebase_rag/tests/test_external_module_label.py	42	(tmp_path / "util.py").write_text("def helper() -> None: ...\n", encoding="utf-8")	CODE
LOW	codebase_rag/tests/test_javascript_closures_scoping.py	875	function processData(data) {	CODE
LOW	codebase_rag/tests/test_nested_class_method_qn.py	37	"def helper():\n"	CODE
LOW	codebase_rag/tests/test_nested_class_method_qn.py	61	"def helper():\n"	CODE
15 more matches not shown…

Decorative Section Separators19 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	realtime_updater.py	88	# (H) ┌─────────────────────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	realtime_updater.py	90	# (H) ├─────────────────────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	realtime_updater.py	100	# (H) └─────────────────────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_cross_file_methods.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	codebase_rag/tests/test_cpp_cross_file_methods.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	162	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	164	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	231	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	233	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	308	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	310	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	378	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	380	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	434	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	codebase_rag/tests/test_cpp_cross_file_methods.py	436	# ---------------------------------------------------------------------------	STRING

Cross-File Repetition10 hits · 50 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

Magic Placeholder Names8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	672	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/claude-code-setup.md	109	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/claude-code-setup.md	116	--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	113	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/guide/mcp-server.md	120	--env CYPHER_API_KEY=your-api-key \	CODE
HIGH	docs/sdk/cypher-generator.md	30	CYPHER_API_KEY=your-api-key	CODE

Modern AI Meta-Vocabulary9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	55	# Code-Graph-RAG: A Graph-Based RAG System for Any Codebases	COMMENT
MEDIUM	CONTRIBUTING.md	1	# Contributing to Code Graph RAG	COMMENT
MEDIUM	PYPI_README.md	1	# Code-Graph-RAG	COMMENT
MEDIUM	evals/constants.py	630	# (H) never exercise this; cgr's headline is monorepo RAG. Graded on synthetic	COMMENT
MEDIUM	evals/README.md	1077	### Next step: agentic resolved-rate (out of scope here)	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 Boilerplate22 hits · 22 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	26	__all__ = [	CODE
LOW	codebase_rag/cli.py	81	def _update_and_validate_models(orchestrator: str \| None, cypher: str \| None) -> None:	CODE
LOW	codebase_rag/main.py	1259	def _update_single_model_setting(role: cs.ModelRole, model_string: str) -> None:	CODE
LOW	codebase_rag/parsers/__init__.py	9	__all__ = [	CODE
LOW	codebase_rag/parsers/flow_access/__init__.py	6	__all__ = [	CODE
LOW	codebase_rag/parsers/js_ts/__init__.py	3	__all__ = [	CODE
LOW	codebase_rag/parsers/py/__init__.py	7	__all__ = [	CODE
LOW	codebase_rag/parsers/go/__init__.py	9	__all__ = [	CODE
LOW	codebase_rag/parsers/class_ingest/__init__.py	3	__all__ = ["ClassIngestMixin"]	CODE
LOW	codebase_rag/parsers/cpp_frontend/__init__.py	9	__all__ = [	CODE
LOW	codebase_rag/parsers/dart/__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	32	__all__ = [	CODE
LOW	codebase_rag/parsers/handlers/__init__.py	5	__all__ = [	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

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

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	README.md	351	### Step 1: Parse a Repository	COMMENT
LOW	README.md	375	### Step 2: Query the Codebase	COMMENT
LOW	README.md	478	### Step 3: Export Graph Data	COMMENT
LOW	README.md	530	### Step 4: Code Optimization	COMMENT
LOW	README.md	613	### Step 5: Dead Code Detection	COMMENT
LOW	docs/getting-started/quickstart.md	9	## Step 1: Parse a Repository	COMMENT
LOW	docs/getting-started/quickstart.md	34	## Step 2: Query the Codebase	COMMENT
LOW	docs/getting-started/quickstart.md	67	## Step 3: Export Graph Data	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	818	Why this rule exists: AI tools (like code assistants and LLMs) tend to generate redundant, obvious comments that clu	CODE

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	codebase_rag/cli.py	313	CODE
LOW	codebase_rag/cli.py	651	CODE
LOW	codebase_rag/cli.py	1079	CODE
LOW	codebase_rag/parsers/utils.py	689	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