Giskard-AI/giskard-oss

35.8

Adjusted Score

35.8

Raw Score

100%

Time Factor

2026-07-13

Last Push

5.5K

Stars

Python

Language

46.5K

Lines of Code

317

Files

1.6K

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 3MEDIUM 25LOW 1611

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 1639 distinct pattern matches across 15 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 Identifiers1134 hits · 1130 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/tests/conftest.py	7	def isolated_vulnerability_registry():	CODE
LOW	libs/giskard-scan/tests/conftest.py	18	def isolated_quality_registry():	CODE
LOW	libs/giskard-scan/tests/test_public_import_surface.py	47	def test_scan_src_imports_upstream_libs_only_from_package_roots():	CODE
LOW	libs/giskard-scan/tests/test_generators_concrete.py	5	def test_prompt_injection_generator_is_importable():	CODE
LOW	libs/giskard-scan/tests/test_generators_concrete.py	10	async def test_prompt_injection_scenarios_have_tags():	CODE
LOW⚡	libs/giskard-scan/tests/test_public_api.py	23	def test_all_public_symbols_importable():	CODE
LOW⚡	libs/giskard-scan/tests/test_public_api.py	33	def test_vulnerability_suite_generator_registry_contains_builtin_generators():	CODE
LOW⚡	libs/giskard-scan/tests/test_public_api.py	41	def test_vulnerability_scan_accepts_target_mode_param():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	52	def test_quality_scan_accepts_target_mode_param():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	63	def test_quality_suite_generator_registry_contains_builtin_generators():	CODE
LOW	libs/giskard-scan/tests/test_generators_base.py	19	def test_scenario_generator_is_importable():	CODE
LOW	libs/giskard-scan/tests/test_generators_base.py	24	async def test_scenario_generator_generate_scenario_accepts_target_mode():	CODE
LOW	libs/giskard-scan/tests/test_generators_base.py	44	def test_dataset_generator_has_dataset_name_field():	CODE
LOW	libs/giskard-scan/tests/test_vulnerability.py	39	async def test_vulnerability_scan_runs_registry_scenarios_and_returns_suite_result(	CODE
LOW	libs/giskard-scan/tests/test_vulnerability.py	92	async def test_vulnerability_scan_forwards_parallel_and_max_concurrency(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	71	async def test_quality_scan_runs_registry_scenarios_and_returns_suite_result(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	139	async def test_quality_scan_forwards_parallel_and_max_concurrency(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	188	async def test_quality_scan_uses_empty_registry_by_default(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	218	async def test_quality_scan_warns_and_skips_empty_raw_knowledge_base(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	268	async def test_quality_scan_configures_knowledge_base_generator(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	328	async def test_quality_scan_does_not_generate_recommendation_without_failures(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	353	async def test_quality_scan_hides_recommendation_when_generation_fails(	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	30	def test_knowledge_base_from_texts_does_not_compute_embeddings():	CODE
LOW⚡	libs/giskard-scan/tests/test_knowledge_base.py	43	def test_normalize_knowledge_base_accepts_existing_instance_and_texts():	CODE
LOW⚡	libs/giskard-scan/tests/test_knowledge_base.py	53	def test_normalize_knowledge_base_rejects_single_string():	CODE
LOW⚡	libs/giskard-scan/tests/test_knowledge_base.py	59	def test_knowledge_base_drops_empty_documents():	CODE
LOW⚡	libs/giskard-scan/tests/test_knowledge_base.py	68	def test_knowledge_base_rejects_all_empty_documents():	CODE
LOW⚡	libs/giskard-scan/tests/test_knowledge_base.py	73	async def test_closest_documents_computes_missing_embeddings_lazily_in_batch():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	99	async def test_closest_documents_initializes_embeddings_once_for_concurrent_callers():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	123	async def test_closest_documents_recomputes_all_embeddings_when_any_is_missing():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	150	async def test_closest_documents_to_text_embeds_query_against_cached_documents():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	172	async def test_closest_documents_to_text_rejects_empty_query_without_embedding():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	188	async def test_closest_documents_rejects_non_finite_embeddings():	CODE
LOW	libs/giskard-scan/tests/test_knowledge_base.py	201	def test_knowledge_base_documents_are_immutable():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	38	def test_register_bare_type_adds_instance():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	45	def test_register_instance_adds_instance():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	51	def test_register_bare_type_equivalent_to_default_instance():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	57	def test_register_duplicate_bare_type_raises():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	64	def test_register_duplicate_instance_raises():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	71	def test_register_different_parameterized_instances_both_succeed():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	78	def test_register_bare_type_same_as_default_param_raises():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	86	def test_register_non_generator_type_raises():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	95	def test_unregister_bare_type_removes_instance():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	102	def test_unregister_instance_removes_it():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	109	def test_unregister_not_registered_raises():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	118	def test_clear_empties_registry():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	126	def test_clear_on_empty_registry_is_noop():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_registry.py	135	def test_generators_returns_copy():	CODE
LOW	libs/giskard-scan/tests/generators/test_registry.py	161	def test_generators_commercial_use_false_returns_all():	CODE
LOW	libs/giskard-scan/tests/generators/test_registry.py	168	def test_generators_commercial_use_true_excludes_non_commercial():	CODE
LOW	…giskard-scan/tests/generators/test_prompt_injection.py	7	async def test_prompt_injection_generator_loads_scenarios():	CODE
LOW	…giskard-scan/tests/generators/test_prompt_injection.py	15	async def test_prompt_injection_generator_injects_annotations():	CODE
LOW	…giskard-scan/tests/generators/test_prompt_injection.py	36	async def test_prompt_injection_multiturn_keeps_dataset_max_steps():	CODE
LOW	libs/giskard-scan/tests/generators/test_catalog.py	48	async def test_generate_suite_requires_explicit_generators():	CODE
LOW	libs/giskard-scan/tests/generators/test_catalog.py	57	async def test_generate_suite_does_not_read_vulnerability_registry(	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_catalog.py	69	async def test_generate_suite_generators_bare_type_is_normalized():	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_catalog.py	79	async def test_generate_suite_empty_generators_returns_empty_suite(	CODE
LOW⚡	libs/giskard-scan/tests/generators/test_catalog.py	87	async def test_generate_suite_max_scenarios_limits_output():	CODE
LOW	libs/giskard-scan/tests/generators/test_catalog.py	100	async def test_generate_suite_max_scenarios_distributed_across_generators():	CODE
LOW	libs/giskard-scan/tests/generators/test_catalog.py	130	async def test_generate_suite_no_max_passes_none_to_generators():	CODE
1074 more matches not shown…

Unused Imports383 hits · 328 pts

Severity	File	Line	Context
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	8	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	9	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	10	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	10	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	11	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	12	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	13	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	14	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	22	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	23	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	23	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	24	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	25	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	26	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	26	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	27	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	27	CODE
LOW	libs/giskard-scan/src/giskard/scan/utils/__init__.py	3	CODE
LOW	libs/giskard-scan/src/giskard/scan/utils/__init__.py	3	CODE
LOW	libs/giskard-scan/src/giskard/scan/utils/__init__.py	3	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	3	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	4	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	4	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	4	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	5	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	6	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	7	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	15	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	3	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	3	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	3	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	3	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	9	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	10	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	11	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	11	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	11	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	16	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	17	CODE
LOW	libs/giskard-llm/tests/test_providers.py	29	CODE
LOW	libs/giskard-llm/tests/test_providers.py	30	CODE
LOW	libs/giskard-llm/tests/test_smoke.py	15	CODE
LOW	libs/giskard-llm/tests/test_smoke.py	36	CODE
LOW	libs/giskard-llm/tests/test_smoke.py	36	CODE
LOW	libs/giskard-llm/tests/test_smoke.py	36	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	5	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	6	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	6	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	6	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	6	CODE
323 more matches not shown…

Decorative Section Separators21 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/giskard-agents/tests/test_generator.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-agents/tests/test_generator.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-agents/tests/test_tools.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-agents/tests/test_tools.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-agents/tests/test_tools.py	255	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-agents/tests/test_tools.py	257	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-agents/tests/test_tools.py	355	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-agents/tests/test_tools.py	357	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…d-agents/src/giskard/agents/tools/_docstring_parser.py	2	# ==============================================================================	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	247	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	249	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	311	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	355	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	357	# ---------------------------------------------------------------------------	COMMENT

Modern Structural Boilerplate43 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	33	__all__ = [	CODE
LOW	libs/giskard-scan/src/giskard/scan/quality.py	22	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-scan/src/giskard/scan/utils/__init__.py	5	__all__ = [	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	17	__all__ = [	CODE
LOW	…iskard-scan/src/giskard/scan/generators/huggingface.py	18	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-scan/src/giskard/scan/generators/base.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…/giskard/scan/generators/knowledge_base/multi_topic.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…src/giskard/scan/generators/knowledge_base/__init__.py	19	__all__ = [	CODE
LOW	…giskard/scan/generators/knowledge_base/out_of_scope.py	25	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/__init__.py	40	__all__ = [	CODE
LOW	…giskard-llm/src/giskard/llm/translators/openai_chat.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…giskard-llm/src/giskard/llm/translators/google_chat.py	59	logger = logging.getLogger(__name__)	CODE
LOW	…ard-llm/src/giskard/llm/translators/google_response.py	56	logger = logging.getLogger(__name__)	CODE
LOW	…ard-llm/src/giskard/llm/translators/openai_response.py	22	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/types/__init__.py	68	__all__ = [	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	94	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/openai.py	84	logger = logging.getLogger(__name__)	CODE
LOW	…/giskard-llm/src/giskard/llm/providers/azure_openai.py	47	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/anthropic.py	78	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/azure_ai.py	58	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-llm/src/giskard/llm/utils/__init__.py	7	__all__ = [	CODE
LOW	libs/giskard-core/src/giskard/core/__init__.py	46	__all__ = [	CODE
LOW	…bs/giskard-core/src/giskard/core/telemetry/__init__.py	11	__all__ = [	CODE
LOW	…s/giskard-core/src/giskard/core/telemetry/telemetry.py	82	def _set_tags() -> None:	CODE
LOW	…giskard-core/src/giskard/core/rate_limiter/__init__.py	9	__all__ = [	CODE
LOW	libs/giskard-agents/src/giskard/agents/__init__.py	21	__all__ = [	CODE
LOW	libs/giskard-agents/src/giskard/agents/pipeline.py	5	__all__ = ["Pipeline"]	CODE
LOW	…bs/giskard-agents/src/giskard/agents/tools/__init__.py	5	__all__ = ["Tool", "tool", "Function", "ToolCall"]	CODE
LOW	…skard-agents/src/giskard/agents/embeddings/__init__.py	7	__all__ = [	CODE
LOW	…iskard-agents/src/giskard/agents/templates/__init__.py	12	__all__ = [	CODE
LOW	…skard-agents/src/giskard/agents/generators/__init__.py	20	__all__ = [	CODE
LOW	…s/giskard-agents/src/giskard/agents/errors/__init__.py	4	__all__ = ["ModelRefusalError", "WorkflowError", "Error"]	CODE
LOW	libs/giskard-checks/tests/generators/conftest.py	3	__all__ = ["LLMTrace", "MockGenerator"]	CODE
LOW	libs/giskard-checks/src/giskard/checks/__init__.py	82	__all__ = [	CODE
LOW	libs/giskard-checks/src/giskard/checks/settings.py	65	def set_default_generator(generator: BaseGenerator) -> None:	CODE
LOW	libs/giskard-checks/src/giskard/checks/core/__init__.py	19	__all__ = [	CODE
LOW	…checks/src/giskard/checks/core/interaction/__init__.py	6	__all__ = ["InteractionSpec", "Interact", "Interaction", "Trace"]	CODE
LOW	…s/giskard-checks/src/giskard/checks/judges/__init__.py	11	__all__ = [	CODE
LOW	…/giskard-checks/src/giskard/checks/testing/__init__.py	3	__all__ = ["WithSpy"]	CODE
LOW	…iskard-checks/src/giskard/checks/scenarios/__init__.py	4	__all__ = [	CODE
LOW	…skard-checks/src/giskard/checks/generators/__init__.py	7	__all__ = [	CODE
LOW	…s/giskard-checks/src/giskard/checks/export/__init__.py	4	__all__ = ["to_hub_format", "to_junit_xml"]	CODE
LOW	…/giskard-checks/src/giskard/checks/builtin/__init__.py	35	__all__ = [	CODE

Structural Annotation Overuse8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-checks/README.md	243	### Step 1: Define a custom check	COMMENT
LOW	libs/giskard-checks/README.md	263	### Step 2: Define a custom interaction specification	COMMENT
LOW	libs/giskard-checks/README.md	284	### Step 3: Verify registration	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	681	# Step 1: interaction0, check1	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	682	# Step 2: interaction2, check3	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	683	# Step 3: interaction4, check5	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	684	# Step 4: interaction6, check7	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	685	# Step 5: interaction8, check9	COMMENT

Excessive Try-Catch Wrapping14 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/src/giskard/scan/quality.py	98	except Exception:	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	148	except Exception as exc:	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	281	except Exception as e: # Broad catch: _map_error checks SDK types first, then applies timeout heuristic, then r	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	314	except Exception as e: # Broad catch: _map_error checks SDK types first, then applies timeout heuristic, then r	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	377	except Exception as e: # Broad catch: _map_error checks SDK types first, then applies timeout heuristic, then r	CODE
MEDIUM	libs/giskard-llm/src/giskard/llm/providers/google.py	104	def _import_genai() -> Any:	CODE
LOW	…s/giskard-core/src/giskard/core/telemetry/telemetry.py	193	except Exception as e:	CODE
LOW	libs/giskard-agents/src/giskard/agents/workflow.py	474	except Exception as err:	CODE
LOW	libs/giskard-agents/src/giskard/agents/tools/tool.py	192	except Exception as error:	CODE
LOW	…s/giskard-checks/src/giskard/checks/utils/inference.py	18	except Exception:	CODE
LOW	…s/giskard-checks/src/giskard/checks/utils/inference.py	31	except Exception:	CODE
LOW	…bs/giskard-checks/src/giskard/checks/testing/runner.py	30	except Exception as e:	CODE
LOW	…skard-checks/src/giskard/checks/builtin/nlp_metrics.py	147	except Exception as exc:	CODE
LOW	…iskard-checks/src/giskard/checks/builtin/comparison.py	95	except Exception:	CODE

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	libs/giskard-scan/tests/test_public_import_surface.py	29	CODE
LOW	…iskard-scan/src/giskard/scan/generators/huggingface.py	49	CODE
LOW	…iskard-scan/src/giskard/scan/generators/huggingface.py	121	CODE
LOW	libs/giskard-llm/tests/conftest.py	49	CODE
LOW	…ard-llm/src/giskard/llm/translators/google_response.py	273	CODE
LOW	…s/giskard-core/src/giskard/core/telemetry/telemetry.py	176	CODE
LOW	libs/giskard-agents/tests/conftest.py	32	CODE
LOW	libs/giskard-checks/tests/test_public_import_surface.py	29	CODE
LOW	…giskard-checks/tests/core/test_jsonpath_enforcement.py	55	CODE
LOW	libs/giskard-checks/src/giskard/checks/core/result.py	678	CODE
LOW	…s/giskard-checks/src/giskard/checks/generators/base.py	72	CODE
LOW	libs/giskard-checks/src/giskard/checks/export/junit.py	58	CODE

Verbosity Indicators5 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	681	# Step 1: interaction0, check1	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	682	# Step 2: interaction2, check3	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	683	# Step 3: interaction4, check5	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	684	# Step 4: interaction6, check7	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	685	# Step 5: interaction8, check9	COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-core/src/giskard/core/discriminated.py	77	# Check if the class is directly registered	COMMENT
LOW	libs/giskard-core/src/giskard/core/__init__.py	33	# Check if the legacy package is installed	COMMENT
LOW	libs/giskard-agents/src/giskard/agents/tools/tool.py	81	# Check if this parameter is a RunContext	COMMENT
LOW	libs/giskard-agents/src/giskard/agents/tools/tool.py	273	# Check if this is a class method by looking for 'self' as first parameter	COMMENT
LOW	…ard-checks/src/giskard/checks/builtin/text_matching.py	292	# Check if extraction failed	COMMENT
LOW	…ard-checks/src/giskard/checks/builtin/text_matching.py	308	# Check if keyword appears in text	COMMENT
LOW	…ard-checks/src/giskard/checks/builtin/text_matching.py	450	# Check if extraction failed	STRING

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	171	### [RAGET](https://legacy-docs.giskard.ai/en/stable/open_source/testset_generation/index.html) — generate evaluation da	COMMENT
MEDIUM	…skard-agents/src/giskard/agents/embeddings/__init__.py	4	# Default embedding model uses Litellm	COMMENT

Fake / Example Data5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-checks/tests/integration/test_stateless.py	123	expected_value="test@test.com",	STRING
LOW	libs/giskard-checks/tests/integration/test_stateful.py	149	expected_value="test@test.com",	STRING
LOW⚡	libs/giskard-checks/tests/generators/test_dataset.py	41	with pytest.raises(ValueError, match="placeholder"):	CODE
LOW⚡	libs/giskard-checks/tests/generators/test_dataset.py	123	with pytest.raises(ValueError, match="placeholder"):	CODE
LOW⚡	libs/giskard-checks/tests/generators/test_dataset.py	240	with pytest.raises(ValueError, match="placeholder"):	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.pre-commit-config.yaml	39	args: ["--baseline", ".secrets.baseline", "--exclude-secrets", "YOUR_API_KEY"]	CODE

Cross-Language Confusion2 hits · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…skard-llm/tests/translators/test_openai_chat_return.py	158	"""Tool-only turn: `content` is null, `tool_calls` populated, `finish_reason` is `tool_calls`."""	STRING
HIGH	…skard-checks/src/giskard/checks/builtin/rego_policy.py	162	undefined, error if evaluation fails or the rule value is not	STRING

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/giskard-core/src/giskard/core/rate_limiter/base.py	145		CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…d-agents/src/giskard/agents/tools/_docstring_parser.py	1	# THIS MODULE IS TAKEN FROM Pydantic AI, with only slight modifications.	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings