Giskard-AI/giskard-oss

35.7

Adjusted Score

35.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

5.8K

Stars

Python

Language

58.1K

Lines of Code

391

Files

2.0K

Pattern Hits

2026-08-29

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 5MEDIUM 28LOW 1985

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 2018 distinct pattern matches across 18 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 Identifiers1461 hits · 1476 pts

Severity	File	Line	Snippet	Context
LOW	tools/test_check_extra_pins.py	13	def test_matching_lower_bound_is_ok() -> None:	CODE
LOW	tools/test_check_extra_pins.py	61	def test_stale_lib_pin_is_ignored_by_root_only_check(tmp_path: Path) -> None:	CODE
LOW	tools/test_check_extra_pins.py	67	def test_stale_giskard_scan_pin_is_a_package_mismatch(tmp_path: Path) -> None:	CODE
LOW⚡	tools/test_check_extra_pins.py	85	def test_package_pins_reject_non_ge_operators(tmp_path: Path, scan_req: str) -> None:	CODE
LOW⚡	tools/test_check_extra_pins.py	92	def test_package_pins_ok_when_root_and_lib_match(tmp_path: Path) -> None:	CODE
LOW⚡	tools/test_check_extra_pins.py	97	def test_package_pins_ok_when_no_requirement_names_package(tmp_path: Path) -> None:	CODE
LOW	tools/test_check_extra_pins.py	110	def test_current_tree_giskard_has_no_versioned_pins() -> None:	CODE
LOW	tools/test_lint_readme_snippets.py	6	def test_lint_markdown_checks_spaced_python_fences(tmp_path: Path) -> None:	CODE
LOW	tools/test_lint_readme_snippets.py	18	def test_lint_markdown_checks_positional_f_strings(tmp_path: Path) -> None:	CODE
LOW	tools/test_bump_workspace_pins.py	12	def test_rewrite_preserves_extras_comments_and_other_packages() -> None:	CODE
LOW	tools/test_bump_workspace_pins.py	27	def test_rewrite_does_not_match_package_name_prefix() -> None:	CODE
LOW	tools/test_bump_workspace_pins.py	42	def test_bump_pins_updates_root_and_downstream_libs(tmp_path: Path) -> None:	CODE
LOW	tools/test_bump_workspace_pins.py	72	def test_simulated_checks_release_keeps_root_pins_aligned() -> None:	CODE
LOW	tools/check_extra_pins.py	82	def _iter_project_requirements(	CODE
LOW	tools/check_extra_pins.py	153	def collect_package_pin_mismatches(	CODE
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	28	def _registry_generator_types(registry: SuiteGeneratorRegistry) -> set[type]:	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	32	def test_default_registry_generators_are_public():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	43	def test_all_public_symbols_importable():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	56	def test_vulnerability_suite_generator_registry_contains_builtin_generators():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	64	def test_vulnerability_scan_accepts_target_mode_param():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	75	def test_quality_scan_accepts_target_mode_param():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	86	def test_quality_suite_generator_registry_contains_builtin_generators():	CODE
LOW	libs/giskard-scan/tests/test_public_api.py	96	def test_list_scan_items_giskard():	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_scan_options.py	28	def test_resolve_scan_options_matches_for_identical_shared_kwargs():	CODE
LOW	libs/giskard-scan/tests/test_scan_options.py	50	def test_scan_entrypoints_expose_shared_explicit_kwargs():	CODE
LOW	libs/giskard-scan/tests/test_scan_options.py	70	def test_scan_entrypoints_require_keyword_only_options_after_languages():	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_run_options(	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_run_options(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	192	async def test_quality_scan_uses_empty_registry_by_default(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	222	async def test_quality_scan_warns_and_skips_empty_raw_knowledge_base(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	273	async def test_quality_scan_configures_knowledge_base_generator(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	334	async def test_quality_scan_does_not_generate_recommendation_without_failures(	CODE
LOW	libs/giskard-scan/tests/test_quality.py	359	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⚡	…iskard-scan/tests/integrations/test_list_scan_items.py	7	def test_list_scan_items_rejects_unknown_tool() -> None:	CODE
LOW⚡	…iskard-scan/tests/integrations/test_list_scan_items.py	14	def test_list_scan_items_garak() -> None:	CODE
LOW⚡	…iskard-scan/tests/integrations/test_list_scan_items.py	23	def test_list_scan_items_deepteam() -> None:	CODE
LOW	…iskard-scan/tests/integrations/garak/test_garak_e2e.py	40	def test_resolve_probes_empty_list_returns_no_probes() -> None:	CODE
LOW	…iskard-scan/tests/integrations/garak/test_garak_e2e.py	47	async def test_run_actual_garak_probe() -> None:	CODE
1401 more matches not shown…

Unused Imports408 hits · 351 pts

Severity	File	Line	Context
LOW	tools/lint_readme_snippets.py	3	CODE
LOW	…iskard-scan/tests/integrations/garak/test_garak_e2e.py	26	CODE
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	10	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	10	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	16	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	17	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	18	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	19	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	20	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	28	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	29	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	29	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	29	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	30	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	30	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	31	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	32	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	33	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	33	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	34	CODE
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	34	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	…giskard-scan/src/giskard/scan/integrations/__init__.py	3	CODE
LOW	…giskard-scan/src/giskard/scan/integrations/__init__.py	4	CODE
LOW	…giskard-scan/src/giskard/scan/integrations/__init__.py	4	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	28	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/__init__.py	3	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/__init__.py	3	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/__init__.py	3	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/__init__.py	3	CODE
LOW	…d-scan/src/giskard/scan/integrations/lidar/__init__.py	3	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/__init__.py	3	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/__init__.py	3	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/__init__.py	4	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/__init__.py	4	CODE
LOW	…giskard/scan/integrations/deepteam/_judge_generator.py	17	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	8	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	9	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	9	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	9	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	9	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	9	CODE
348 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	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	310	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	408	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libs/giskard-checks/tests/builtin/test_composition.py	410	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	59	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	452	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libs/giskard-checks/tests/builtin/test_composition.py	454	# ---------------------------------------------------------------------------	COMMENT

Modern Structural Boilerplate52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/src/giskard/scan/__init__.py	40	__all__ = [	CODE
LOW	libs/giskard-scan/src/giskard/scan/quality.py	23	logger = logging.getLogger(__name__)	CODE
LOW	libs/giskard-scan/src/giskard/scan/utils/__init__.py	5	__all__ = [	CODE
LOW	…giskard-scan/src/giskard/scan/integrations/__init__.py	6	__all__ = ["ScanTool", "list_scan_items", "third_party_scan"]	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/__init__.py	5	__all__ = [	CODE
LOW	…d-scan/src/giskard/scan/integrations/lidar/_adapter.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…d-scan/src/giskard/scan/integrations/lidar/__init__.py	5	__all__ = [	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/_adapter.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…can/src/giskard/scan/integrations/deepteam/__init__.py	6	__all__ = [	CODE
LOW	…s/giskard-scan/src/giskard/scan/generators/__init__.py	19	__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	…s/giskard-llm/src/giskard/llm/translators/anthropic.py	50	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	96	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	71	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	20	__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	11	__all__ = [	CODE
LOW	…skard-agents/src/giskard/agents/generators/__init__.py	20	__all__ = [	CODE
LOW	…skard-agents/src/giskard/agents/errors/serializable.py	5	__all__ = ["Error"]	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	86	__all__ = [	CODE
LOW	libs/giskard-checks/src/giskard/checks/settings.py	65	def set_default_generator(generator: BaseGenerator \| str) -> None:	CODE
LOW	libs/giskard-checks/src/giskard/checks/core/__init__.py	22	__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	22	__all__ = [	CODE

Excessive Try-Catch Wrapping23 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/src/giskard/scan/quality.py	133	except Exception:	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	171	except Exception as exc: # noqa: BLE001 — one bad plugin must not abort	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	199	except Exception as exc: # noqa: BLE001 — one bad plugin must not abort the scan	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	276	except Exception: # noqa: BLE001 — unknown module: fall back to instance path	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	369	except Exception as exc: # noqa: BLE001 — one bad detector must not abort the scan	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	441	except Exception as exc: # noqa: BLE001 — a broken detector skips, not aborts	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	514	except Exception as exc: # noqa: BLE001 — one bad probe must not abort the scan	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	150	except Exception as exc:	CODE
LOW	libs/giskard-llm/src/giskard/llm/providers/google.py	286	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	319	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	382	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	106	def _import_genai() -> Any:	CODE
LOW	libs/giskard-core/src/giskard/core/welcome.py	31	except Exception:	CODE
LOW	…s/giskard-core/src/giskard/core/telemetry/telemetry.py	186	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	…rd-checks/src/giskard/checks/core/interaction/trace.py	170	except Exception as error:	CODE
LOW	…s/giskard-checks/src/giskard/checks/utils/inference.py	19	except Exception:	CODE
LOW	…s/giskard-checks/src/giskard/checks/utils/inference.py	32	except Exception:	CODE
LOW	…bs/giskard-checks/src/giskard/checks/testing/runner.py	30	except Exception as e:	CODE
LOW	…/giskard-checks/src/giskard/checks/scenarios/runner.py	184	except Exception as caught:	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	99	except Exception:	CODE

Structural Annotation Overuse8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-checks/README.md	248	### Step 1: Define a custom check	COMMENT
LOW	libs/giskard-checks/README.md	270	### Step 2: Define a custom interaction specification	COMMENT
LOW	libs/giskard-checks/README.md	291	### Step 3: Verify registration	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	787	# Step 1: interaction0, check1	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	788	# Step 2: interaction2, check3	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	789	# Step 3: interaction4, check5	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	790	# Step 4: interaction6, check7	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	791	# Step 5: interaction8, check9	COMMENT

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	libs/giskard-scan/tests/test_public_import_surface.py	29	CODE
LOW	…d-scan/src/giskard/scan/integrations/garak/_adapter.py	139	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	278	CODE
LOW	…s/giskard-core/src/giskard/core/telemetry/telemetry.py	169	CODE
LOW	libs/giskard-agents/tests/conftest.py	32	CODE
LOW	libs/giskard-checks/tests/test_public_import_surface.py	29	CODE
LOW	libs/giskard-checks/src/giskard/checks/core/result.py	747	CODE
LOW	…/giskard-checks/src/giskard/checks/scenarios/runner.py	138	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	787	# Step 1: interaction0, check1	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	788	# Step 2: interaction2, check3	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	789	# Step 3: interaction4, check5	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	790	# Step 4: interaction6, check7	COMMENT
LOW⚡	libs/giskard-checks/tests/core/test_scenario.py	791	# Step 5: interaction8, check9	COMMENT

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…ard-scan/src/giskard/scan/integrations/_entry_point.py	63	Run an external security scanner against a Giskard target. Requires the scanner's optional extra: ``pip install gis	STRING
HIGH	…giskard-scan/src/giskard/scan/integrations/_listing.py	28	List selectable item names for a scan tool. Args: tool: ``"giskard"`` returns scenario generator class name	STRING

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-core/src/giskard/core/discriminated.py	100	# 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	296	# Check if extraction failed	COMMENT
LOW	…ard-checks/src/giskard/checks/builtin/text_matching.py	312	# Check if keyword appears in text	COMMENT
LOW	…ard-checks/src/giskard/checks/builtin/text_matching.py	454	# Check if extraction failed	STRING

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	205	### [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

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…can/tests/integrations/garak/test_resolve_detectors.py	151	# Create a minimal probe with only a skipped detector	COMMENT
MEDIUM	…can/tests/integrations/garak/test_resolve_detectors.py	166	# Create a minimal attempt with 2 conversations (_evaluate_attempt only	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 Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	libs/giskard-core/src/giskard/core/rate_limiter/base.py	162		CODE
MEDIUM	libs/giskard-checks/tests/core/test_scenario.py	142		CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	libs/giskard-scan/src/giskard/scan/vulnerability.py	35		CODE
LOW	libs/giskard-scan/src/giskard/scan/quality.py	38		CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…rd-scan/src/giskard/scan/integrations/lidar/_target.py	41		COMMENT
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