genkit-ai/genkit

9.4

Adjusted Score

9.4

Raw Score

100%

Time Factor

2026-08-28

Last Push

6.4K

Stars

TypeScript

Language

644.5K

Lines of Code

2.3K

Files

4.8K

Pattern Hits

2026-08-29

Scan Date

0.06

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 1HIGH 136MEDIUM 391LOW 4312

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 4840 distinct pattern matches across 23 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 Identifiers2245 hits · 2205 pts

Severity	File	Line	Snippet	Context
LOW	py/samples/basic-flows/src/main.py	211	async def flow_multi_step_caught_error(input: str) -> str:	CODE
LOW	py/samples/context/src/main.py	92	async def context_propagation_chain(input: ContextInput) -> str:	CODE
LOW	py/samples/tool-interrupts/src/approval_example.py	65	def _print_scripted_user_turn() -> None:	CODE
LOW	py/samples/tool-interrupts/src/approval_example.py	81	def _print_transfer_approval_prompt(summary: str) -> None:	CODE
LOW	py/samples/agents/testapp/client_state_agent.py	53	async def test_weather_agent_stateless(input: StatelessTurn, ctx: ActionRunContext) -> dict[str, Any]:	CODE
LOW	py/samples/agents/testapp/file_store_agent.py	94	async def test_file_store_chain_pruning(user_name: str, ctx: ActionRunContext) -> dict[str, Any]:	CODE
LOW	py/samples/agents/testapp/weather_agent.py	80	async def test_weather_agent_stream(text: str, ctx: ActionRunContext) -> str:	CODE
LOW	py/samples/agents/basic/14_abort_failure_store_drift.py	175	async def detached_turn_reload_to_resync() -> None:	CODE
LOW	py/samples/anthropic-sample/src/main.py	122	async def beta_without_default_headers(data: TopicInput) -> str:	CODE
LOW	py/samples/anthropic-sample/src/main.py	133	async def beta_plugin_default_stream(data: TopicInput, ctx: ActionRunContext) -> str:	CODE
LOW	py/samples/output-formats/src/main.py	136	async def create_story_characters_jsonl(input: ThemeInput):	CODE
LOW	py/packages/genkit-django/tests/django_exports_test.py	25	def test_handler_module_importable(self) -> None:	CODE
LOW	py/packages/genkit-django/tests/django_exports_test.py	31	def test_genkit_django_handler_signature(self) -> None:	CODE
LOW⚡	py/packages/genkit-django/tests/django_exports_test.py	52	def test_request_data_is_importable(self) -> None:	CODE
LOW⚡	py/packages/genkit-django/tests/django_exports_test.py	56	def test_request_data_is_a_class(self) -> None:	CODE
LOW⚡	py/packages/genkit-django/tests/django_exports_test.py	60	def test_request_data_has_init(self) -> None:	CODE
LOW	py/packages/genkit-django/tests/django_test.py	37	def _assert_is_error_response(parsed: dict) -> None:	CODE
LOW	py/packages/genkit-django/tests/django_handler_test.py	28	def test_rejects_plain_function(self) -> None:	CODE
LOW	py/packages/genkit-django/tests/django_handler_test.py	62	def test_genkit_django_handler_is_callable(self) -> None:	CODE
LOW	py/packages/genkit-django/tests/django_handler_test.py	66	def test_handler_accepts_context_provider(self) -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	41	def test_enable_google_cloud_telemetry_wraps_with_gcp_adjusting_exporter() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	85	def test_enable_google_cloud_telemetry_with_log_input_and_output_enabled() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	108	def test_enable_google_cloud_telemetry_with_project_id() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	131	def test_enable_google_cloud_telemetry_skips_in_dev_without_force() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	148	def test_enable_google_cloud_telemetry_exports_in_dev_with_force() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	171	def test_enable_google_cloud_telemetry_disable_traces() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	193	def test_enable_google_cloud_telemetry_disable_metrics() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	218	def test_enable_google_cloud_telemetry_custom_metric_interval() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	243	def test_enable_google_cloud_telemetry_enforces_minimum_interval() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	267	def test_resolve_project_id_from_env_vars() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	298	def test_resolve_project_id_explicit_takes_precedence() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	310	def test_resolve_project_id_from_credentials() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	320	def test_legacy_force_export_parameter() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	348	def test_add_gcp_telemetry_deprecated_alias() -> None:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	372	def test_enable_google_cloud_telemetry_is_fail_safe() -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	52	def test_empty_string_returns_empty(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	56	def test_short_text_unchanged(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	60	def test_text_at_limit_unchanged(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	65	def test_text_exceeding_limit_truncated(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	82	def test_short_path_unchanged(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	109	def test_empty_string_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	113	def test_unknown_string_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	117	def test_no_flow_type_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	154	def test_empty_string_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	158	def test_unknown_string_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	162	def test_single_segment_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	166	def test_unrecognized_type_returns_unknown(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	195	def test_no_exception_returns_none(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	200	def test_empty_events_returns_none(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	204	def test_truncates_long_error_type(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	212	def test_missing_type_attribute_returns_none(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	247	def test_no_exception_returns_none(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	251	def test_truncates_long_stack(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	266	def test_creates_attributes_with_project(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	289	def test_none_context_returns_empty(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	316	def test_empty_string_returns_empty(self) -> None:	CODE
LOW⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	320	def test_plain_segments_not_matched(self) -> None:	CODE
LOW	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	226	def test_no_exception_returns_none(self) -> None:	CODE
LOW	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	230	def test_truncates_long_message(self) -> None:	CODE
LOW	…enkit-google-cloud/tests/gcp_telemetry_metrics_test.py	59	def test_nested_path_extracts_outer(self) -> None:	CODE
2185 more matches not shown…

Over-Commented Block1354 hits · 1296 pts

Severity	File	Line	Snippet	Context
LOW	taplo.toml	1	# Copyright 2025 Google LLC	COMMENT
LOW	.prettierrc.yaml	1	# Copyright 2024 Google LLC	COMMENT
LOW	py/pyproject.toml	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/.pysentry.toml	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/noxfile.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/bin/_common.sh	1	#!/usr/bin/env bash	COMMENT
LOW	py/tests/smoke/pyproject.toml	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/tests/smoke/package_test.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/middleware/src/main.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/basic-flows/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/context/src/main.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/gemini-context-caching/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/tool-interrupts/src/respond_example.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/tool-interrupts/src/approval_example.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/gemini-code-execution/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/agents/pyproject.toml	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/banking_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/server.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/_ai.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/client_state_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/file_store_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/workspace_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/trip_planner_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/coding_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/task_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/background_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/research_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/weather_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/branching_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/testapp/orchestrator_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/agents/basic/16_time_travel_artifacts.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/15_branching.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/05_define_prompt_agent.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/18_turn_context_workspace.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/17_client_transform.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/11_write_artifact_tool.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/08_graceful_failure.py	1	#!/usr/bin/env python3	COMMENT
LOW	…samples/agents/basic/03_interrupt_resume_with_store.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/04_interrupt_resume_no_store.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/14_abort_failure_store_drift.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/02_define_agent_no_store.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/01_define_agent_with_store.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/10_abort.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/12_abort_client_and_server.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/13_deadline_timeout.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/06_define_custom_agent.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/07_artifacts_custom_patch.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/agents/basic/09_detach.py	1	#!/usr/bin/env python3	COMMENT
LOW	py/samples/amazon-bedrock-sample/src/main.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/manage.py	1	#!/usr/bin/env python	COMMENT
LOW	py/samples/django-hello/myproject/asgi.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/myproject/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/myproject/settings.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/myproject/urls.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/recipes/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/recipes/apps.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/django-hello/recipes/views.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	py/samples/evaluators/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/anthropic-sample/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
LOW	py/samples/flask-hello/src/main.py	1	# Copyright 2025 Google LLC	COMMENT
1294 more matches not shown…

Decorative Section Separators336 hits · 1038 pts

Severity	File	Line	Snippet	Context
MEDIUM	py/samples/basic-flows/src/main.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	173	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	241	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	243	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	315	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	317	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	379	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	py/samples/basic-flows/src/main.py	381	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	296	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	298	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	326	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	328	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/genkit-google-cloud/tests/gcp_telemetry_utils_test.py	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/core/schema_test.py	78	# =============================================================================	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/core/schema_test.py	81	# =============================================================================	COMMENT
MEDIUM	py/packages/genkit/tests/genkit/core/registry_test.py	194	# =============================================================================	COMMENT
MEDIUM	py/packages/genkit/tests/genkit/core/registry_test.py	196	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	51	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	53	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	93	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	95	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	126	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	128	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	430	# =============================================================================	COMMENT
MEDIUM⚡	…enkit/tests/genkit/core/trace/default_exporter_test.py	432	# =============================================================================	COMMENT
MEDIUM	…enkit/tests/genkit/core/trace/default_exporter_test.py	612	# =============================================================================	COMMENT
MEDIUM	…enkit/tests/genkit/core/trace/default_exporter_test.py	614	# =============================================================================	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	65	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	246	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	248	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	1288	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	1290	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	1322	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	1329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/ai/json_patch_test.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/ai/json_patch_test.py	49	# ---------------------------------------------------------------------------	COMMENT
276 more matches not shown…

Unused Imports390 hits · 349 pts

Severity	File	Line	Context
LOW	py/samples/basic-flows/src/main.py	32	CODE
LOW	py/samples/agents/testapp/banking_agent.py	27	CODE
LOW	py/samples/agents/testapp/server.py	31	CODE
LOW	py/samples/agents/testapp/_ai.py	26	CODE
LOW	py/samples/agents/testapp/client_state_agent.py	27	CODE
LOW	py/samples/agents/testapp/file_store_agent.py	32	CODE
LOW	py/samples/agents/testapp/workspace_agent.py	27	CODE
LOW	py/samples/agents/testapp/trip_planner_agent.py	27	CODE
LOW	py/samples/agents/testapp/coding_agent.py	28	CODE
LOW	py/samples/agents/testapp/task_agent.py	27	CODE
LOW	py/samples/agents/testapp/background_agent.py	27	CODE
LOW	py/samples/agents/testapp/research_agent.py	28	CODE
LOW	py/samples/agents/testapp/weather_agent.py	27	CODE
LOW	py/samples/agents/testapp/branching_agent.py	28	CODE
LOW	py/samples/agents/testapp/orchestrator_agent.py	28	CODE
LOW	py/samples/agents/basic/16_time_travel_artifacts.py	30	CODE
LOW	py/samples/agents/basic/15_branching.py	32	CODE
LOW	py/samples/agents/basic/05_define_prompt_agent.py	25	CODE
LOW	py/samples/agents/basic/18_turn_context_workspace.py	32	CODE
LOW	py/samples/agents/basic/17_client_transform.py	34	CODE
LOW	py/samples/agents/basic/11_write_artifact_tool.py	25	CODE
LOW	py/samples/agents/basic/08_graceful_failure.py	27	CODE
LOW	…samples/agents/basic/03_interrupt_resume_with_store.py	27	CODE
LOW	py/samples/agents/basic/04_interrupt_resume_no_store.py	25	CODE
LOW	py/samples/agents/basic/14_abort_failure_store_drift.py	50	CODE
LOW	py/samples/agents/basic/02_define_agent_no_store.py	26	CODE
LOW	py/samples/agents/basic/01_define_agent_with_store.py	30	CODE
LOW	py/samples/agents/basic/10_abort.py	25	CODE
LOW	py/samples/agents/basic/12_abort_client_and_server.py	28	CODE
LOW	py/samples/agents/basic/13_deadline_timeout.py	28	CODE
LOW	py/samples/agents/basic/06_define_custom_agent.py	26	CODE
LOW	py/samples/agents/basic/07_artifacts_custom_patch.py	30	CODE
LOW	py/samples/agents/basic/09_detach.py	26	CODE
LOW	py/samples/ollama-sample/src/main.py	28	CODE
LOW	py/scripts/schema_to_typing.py	7	CODE
LOW	…kit-google-cloud/tests/firestore_session_store_test.py	19	CODE
LOW	…enkit-google-cloud/src/genkit_google_cloud/__init__.py	59	CODE
LOW	…enkit-google-cloud/src/genkit_google_cloud/__init__.py	60	CODE
LOW	…enkit-google-cloud/src/genkit_google_cloud/__init__.py	60	CODE
LOW	…le-cloud/src/genkit_google_cloud/telemetry/generate.py	38	CODE
LOW	…le-cloud/src/genkit_google_cloud/telemetry/__init__.py	43	CODE
LOW	…le-cloud/src/genkit_google_cloud/telemetry/__init__.py	43	CODE
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/feature.py	34	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/action.py	35	CODE
LOW	…oogle-cloud/src/genkit_google_cloud/telemetry/utils.py	33	CODE
LOW	…google-cloud/src/genkit_google_cloud/telemetry/path.py	34	CODE
LOW	…-cloud/src/genkit_google_cloud/telemetry/gcp_logger.py	36	CODE
LOW	…-cloud/src/genkit_google_cloud/telemetry/engagement.py	34	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	33	CODE
LOW	py/packages/genkit-openai/tests/image_model_test.py	19	CODE
LOW	py/packages/genkit-openai/tests/audio_model_test.py	19	CODE
LOW	py/packages/genkit-openai/src/genkit_openai/__init__.py	51	CODE
LOW	py/packages/genkit-openai/src/genkit_openai/__init__.py	52	CODE
LOW	py/packages/genkit-openai/src/genkit_openai/__init__.py	52	CODE
LOW	py/packages/genkit-openai/src/genkit_openai/__init__.py	53	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	20	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	20	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	20	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	20	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	26	CODE
330 more matches not shown…

Magic Placeholder Names48 hits · 245 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	65	export GOOGLE_GENAI_API_KEY=<your-api-key>	CODE
HIGH	py/README.md	16	export GEMINI_API_KEY="your-api-key"	CODE
HIGH	py/samples/middleware/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/tracing/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/context/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/fastapi-bugbot/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/gemini-context-caching/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/tool-interrupts/README.md	20	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/gemini-code-execution/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/django-hello/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/evaluators/README.md	25	export GEMINI_API_KEY=your-api-key # Only needed for byo/* LLM evaluators	CODE
HIGH	py/samples/flask-hello/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/google-genai-media/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/prompts/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/samples/output-formats/README.md	6	export GEMINI_API_KEY=your-api-key	CODE
HIGH	py/packages/genkit-google-genai/README.md	18	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	…/genkit-google-genai/src/genkit_google_genai/google.py	627	' export GEMINI_API_KEY="your-api-key"\n\n'	CODE
HIGH	go/README.md	69	export GEMINI_API_KEY="your-api-key"	CODE
HIGH	go/plugins/anthropic/README.md	17	export ANTHROPIC_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/openrouter/README.md	12	export OPENROUTER_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/deepseek/README.md	11	export DEEPSEEK_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/xai/README.md	10	export XAI_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/anthropic/README.md	20	export ANTHROPIC_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/dashscope/README.md	11	export DASHSCOPE_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/kimi/README.md	11	export KIMI_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/zai/README.md	11	export ZAI_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/compat_oai/openai/README.md	11	export OPENAI_API_KEY=<your-api-key>	CODE
HIGH	go/plugins/googlegenai/README.md	41	APIKey: "your-api-key", // Optional: defaults to GEMINI_API_KEY or GOOGLE_API_KEY env var	CODE
HIGH	go/plugins/googlegenai/README.md	589	- Google AI: Typically returns a public URI for the video. To download it via HTTP, you must append your API key to	CODE
HIGH	go/samples/telemetry-test/README.md	16	export GEMINI_API_KEY="your-api-key"	CODE
HIGH	js/index.typedoc.md	17	export GOOGLE_API_KEY=your-api-key	CODE
HIGH	js/testapps/next/README.md	24	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/model-tester/README.md	28	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/express/README.md	27	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/format-tester/README.md	35	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/flow-simple-ai/README.md	35	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/rag/README.md	29	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/multimodal/README.md	30	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/dev-ui-gallery/README.md	30	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/multiagents-demo/README.md	52	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/multiagents-demo/README.md	58	GEMINI_API_KEY=<your-api-key>	CODE
HIGH	js/testapps/model-armor/README.md	25	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/basic-gemini/README.md	47	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/testapps/prompt-file/README.md	37	export GEMINI_API_KEY='<your-api-key>'	CODE
HIGH	js/genkit/README.md	19	export GOOGLE_API_KEY=your-api-key	CODE
HIGH	js/plugins/google-genai/README.md	41	// googleAI({ apiKey: 'your-api-key' }),	COMMENT
HIGH	js/plugins/anthropic/src/index.ts	101	* anthropic({ apiKey: 'your-api-key' })	COMMENT
HIGH	js/doc-snippets/src/dotprompt/minimal.ts	27	apiKey: 'your-api-key', // Or (preferred): export GEMINI_API_KEY=...	CODE

Cross-File Repetition46 hits · 230 pts

Severity	File	Snippet	Context
HIGH	py/packages/genkit-django/src/genkit_django/__init__.py	get the package name for the flask plugin. returns: the fully qualified package name as a string.	STRING
HIGH	py/packages/genkit-ollama/src/genkit_ollama/__init__.py	get the package name for the flask plugin. returns: the fully qualified package name as a string.	STRING
HIGH	py/packages/genkit-flask/src/genkit_flask/__init__.py	get the package name for the flask plugin. returns: the fully qualified package name as a string.	STRING
HIGH	py/packages/genkit-openai/tests/model_refs_test.py	a default config passed at construction survives into the ref.	STRING
HIGH	…ges/genkit-google-genai/test/models/model_refs_test.py	a default config passed at construction survives into the ref.	STRING
HIGH	py/packages/genkit-anthropic/tests/model_refs_test.py	a default config passed at construction survives into the ref.	STRING
HIGH	py/packages/genkit-openai/tests/model_refs_test.py	a bare prefix with no id left is an invalid argument.	STRING
HIGH	…ges/genkit-google-genai/test/models/model_refs_test.py	a bare prefix with no id left is an invalid argument.	STRING
HIGH	py/packages/genkit-anthropic/tests/model_refs_test.py	a bare prefix with no id left is an invalid argument.	STRING
HIGH	py/packages/genkit-openai/tests/model_refs_test.py	a non-string must not become a name via str() (none → 'none').	STRING
HIGH	…ges/genkit-google-genai/test/models/model_refs_test.py	a non-string must not become a name via str() (none → 'none').	STRING
HIGH	py/packages/genkit-anthropic/tests/model_refs_test.py	a non-string must not become a name via str() (none → 'none').	STRING
HIGH	py/packages/genkit-openai/tests/model_refs_test.py	quote autocomplete and the catalog are the same set of ids.	STRING
HIGH	…ges/genkit-google-genai/test/models/model_refs_test.py	quote autocomplete and the catalog are the same set of ids.	STRING
HIGH	py/packages/genkit-anthropic/tests/model_refs_test.py	quote autocomplete and the catalog are the same set of ids.	STRING
HIGH	…kages/genkit-openai/src/genkit_openai/openai_plugin.py	create an action object for an ollama embedder. args: name: the namespaced name of the embedder. returns: action object	STRING
HIGH	…packages/genkit-ollama/src/genkit_ollama/plugin_api.py	create an action object for an ollama embedder. args: name: the namespaced name of the embedder. returns: action object	STRING
HIGH	…ckages/genkit-anthropic/src/genkit_anthropic/plugin.py	create an action object for an ollama embedder. args: name: the namespaced name of the embedder. returns: action object	STRING
HIGH	…packages/genkit-ollama/src/genkit_ollama/plugin_api.py	resolve an action by creating and returning an action object. args: action_type: the kind of action to resolve. name: th	STRING
HIGH	…src/genkit_vertexai/model_garden/modelgarden_plugin.py	resolve an action by creating and returning an action object. args: action_type: the kind of action to resolve. name: th	STRING
HIGH	…/genkit-google-genai/src/genkit_google_genai/google.py	resolve an action by creating and returning an action object. args: action_type: the kind of action to resolve. name: th	STRING
HIGH	…ckages/genkit-anthropic/src/genkit_anthropic/plugin.py	resolve an action by creating and returning an action object. args: action_type: the kind of action to resolve. name: th	STRING
HIGH	…packages/genkit-ollama/src/genkit_ollama/plugin_api.py	generate a list of available actions or models. returns: list[actionmetadata]: a list of actionmetadata objects, each wi	STRING
HIGH	…src/genkit_vertexai/model_garden/modelgarden_plugin.py	generate a list of available actions or models. returns: list[actionmetadata]: a list of actionmetadata objects, each wi	STRING
HIGH	…/genkit-google-genai/src/genkit_google_genai/google.py	generate a list of available actions or models. returns: list[actionmetadata]: a list of actionmetadata objects, each wi	STRING
HIGH	…/packages/genkit/tests/genkit/ai/formats/jsonl_test.py	test that no instructions are generated without schema.	STRING
HIGH	py/packages/genkit/tests/genkit/ai/formats/enum_test.py	test that no instructions are generated without schema.	STRING
HIGH	py/packages/genkit/tests/genkit/ai/formats/json_test.py	test that no instructions are generated without schema.	STRING
HIGH	…/packages/genkit/tests/genkit/ai/formats/array_test.py	test that no instructions are generated without schema.	STRING
HIGH	…/packages/genkit-fastapi/src/genkit_fastapi/handler.py	convert object to dict if it's a pydantic model, otherwise return as-is.	STRING
HIGH	…-google-genai/src/genkit_google_genai/models/gemini.py	convert object to dict if it's a pydantic model, otherwise return as-is.	STRING
HIGH	…-google-genai/src/genkit_google_genai/models/imagen.py	convert object to dict if it's a pydantic model, otherwise return as-is.	STRING
HIGH	py/packages/genkit-flask/src/genkit_flask/handler.py	convert object to dict if it's a pydantic model, otherwise return as-is.	STRING
HIGH	py/packages/genkit-amazon-bedrock/tests/rerank_test.py	stands in for bedrocktransport; records the invokemodel kwargs.	STRING
HIGH	py/packages/genkit-amazon-bedrock/tests/image_test.py	stands in for bedrocktransport; records the invokemodel kwargs.	STRING
HIGH	py/packages/genkit-amazon-bedrock/tests/plugin_test.py	stands in for bedrocktransport; records the invokemodel kwargs.	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/rerank.py	routes a model id to its image family, or none if it is not one.	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/embedders.py	routes a model id to its image family, or none if it is not one.	STRING
HIGH	…nkit-amazon-bedrock/src/genkit_amazon_bedrock/image.py	routes a model id to its image family, or none if it is not one.	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/rerank.py	initializes the image model handler. args: model_id: bedrock model id, inference-profile id, or arn, sent to the invokem	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/models.py	initializes the image model handler. args: model_id: bedrock model id, inference-profile id, or arn, sent to the invokem	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/embedders.py	initializes the image model handler. args: model_id: bedrock model id, inference-profile id, or arn, sent to the invokem	STRING
HIGH	…nkit-amazon-bedrock/src/genkit_amazon_bedrock/image.py	initializes the image model handler. args: model_id: bedrock model id, inference-profile id, or arn, sent to the invokem	STRING
HIGH	…it-google-genai/test/models/googlegenai_gemini_test.py	a dict at the dump leaf means action never produced the family instance.	STRING
HIGH	…it-google-genai/test/models/googlegenai_imagen_test.py	a dict at the dump leaf means action never produced the family instance.	STRING
HIGH	py/packages/genkit-google-genai/tests/veo_test.py	a dict at the dump leaf means action never produced the family instance.	STRING

Docstring Block Structure31 hits · 155 pts

Severity	File	Line	Snippet	Context
HIGH	…ages/genkit-openai/src/genkit_openai/models/handler.py	73	Factory method to initialize the model handler for the specified OpenAI model. OpenAI models in this context ar	STRING
HIGH	…ages/genkit-openai/src/genkit_openai/models/handler.py	116	Processes the request using OpenAI's chat completion API. Args: request: The request containing mes	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/model.py	100	Converts the request messages into the format required by OpenAI's API. Args: messages: A list of t	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/utils.py	80	Extract text content from the first message. Args: request: The generate request. Returns: The	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/utils.py	101	Extract the content type from a data URI. Parses the header part of a ``data:`` URI to extract the media type.	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/utils.py	131	Decode the payload of a data URI or raw base64 string to bytes. Supports three formats: - ``data:`` URIs — extr	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/utils.py	184	Extract media content from the first message. Finds the first part with a MediaPart root and returns its URL and	STRING
HIGH	…ckages/genkit-openai/src/genkit_openai/models/utils.py	432	Converts an OpenAI-style message into a Genkit `Message` object. Handles tool calls, reasoning content (from De	STRING
HIGH	py/packages/genkit-ollama/src/genkit_ollama/_errors.py	37	Translate transport failures into an actionable OllamaConnectionError. Catches two flavours of unreachable-server f	STRING
HIGH	…enkit/tests/genkit/core/trace/default_exporter_test.py	636	Create a mock ReadableSpan for testing. Args: trace_id: The trace ID. span_id: The span ID.	STRING
HIGH	py/packages/genkit/src/genkit/_core/_background.py	372	Check the status of a background operation. Matches JS checkOperation from js/ai/src/check-operation.ts. Args:	STRING
HIGH	py/packages/genkit/src/genkit/_core/_registry.py	640	Resolve an action using its combined key string. The key format is ``/<kind>/<name>``, where kind must be a val	STRING
HIGH	py/packages/genkit/src/genkit/_core/_action.py	525	Execute the action with optional input validation. Args: input: The input to the action. Will be va	STRING
HIGH	py/packages/genkit/src/genkit/_ai/_formats/_enum.py	70	Creates a Formatter for handling Enum values. Args: schema: The JSON schema. Must be type 'string'	STRING
HIGH	py/packages/genkit/src/genkit/_ai/_formats/_array.py	76	Creates a Formatter for handling JSON array data. Args: schema: The JSON schema for the array. Must	STRING
HIGH	py/packages/genkit/src/genkit/_ai/_formats/_jsonl.py	73	Creates a Formatter for handling JSONL data. Args: schema: The JSON schema. Must be type 'array' co	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/rerank.py	172	Coerces a request's raw options into ``BedrockRerankOptions``. Accepts the typed value or a mapping, keyed by eithe	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/rerank.py	251	Maps the scored results back onto the original documents. Both families answer with the same ``results`` shape, so	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/rerank.py	308	Ranks the request's documents by relevance to its query. The body is built from the model ID, since the two fam	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/transport.py	173	Calls the Converse API on a worker thread. Args: kwargs: Keyword arguments passed verbatim to ``con	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/transport.py	202	Calls ConverseStream and yields raw event dicts. botocore hands back a blocking ``EventStream``, so both the in	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/transport.py	271	Calls the InvokeModel API on a worker thread. Args: kwargs: Keyword arguments passed verbatim to ``	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/embedders.py	209	Returns the MIME type and raw base64 of the first image media part. Deliberately not ``converters._decode_media_pay	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/embedders.py	253	Decodes a Cohere embedding response into float vectors. Handles both the flat shape (``{"embeddings": [[...]]}``) a	STRING
HIGH	…-amazon-bedrock/src/genkit_amazon_bedrock/embedders.py	357	Embeds every document in the request. ``request.options`` is ignored: the per-request config surface is not	STRING
HIGH	…kit-amazon-bedrock/src/genkit_amazon_bedrock/plugin.py	305	Rerank documents by relevance to a query. A helper rather than a registered action: Genkit Python has no	STRING
HIGH	…amazon-bedrock/src/genkit_amazon_bedrock/converters.py	164	Coerces the request config into a BedrockConfig. Accepts a BedrockConfig, any pydantic model (e.g. the core ModelCo	STRING
HIGH	…nkit-amazon-bedrock/src/genkit_amazon_bedrock/image.py	191	Coerces the request config into a plain dict. Deliberately not ``converters.normalize_config``: that returns a	STRING
HIGH	…nkit-amazon-bedrock/src/genkit_amazon_bedrock/image.py	256	Runs an InvokeModel call and returns the generated images. Args: request: The Genkit model request.	STRING
HIGH	…t-google-genai/src/genkit_google_genai/models/utils.py	425	Downloads media content from a URL and returns raw bytes with MIME type. Args: url: The URL to down	STRING
HIGH	…genai/src/genkit_google_genai/evaluators/evaluation.py	157	Call the Vertex AI evaluateInstances API. Args: request_body: The request body for the API.	STRING

Excessive Try-Catch Wrapping126 hits · 136 pts

Severity	File	Line	Snippet	Context
LOW	py/samples/tracing/src/main.py	48	except Exception as error:	CODE
LOW	py/samples/context/src/main.py	112	except Exception as error:	CODE
LOW	py/samples/gemini-context-caching/src/main.py	77	except Exception as error:	CODE
LOW	py/samples/gemini-code-execution/src/main.py	51	except Exception as error:	CODE
LOW	py/samples/amazon-bedrock-sample/src/main.py	765	except Exception as error:	CODE
LOW	py/samples/anthropic-sample/src/main.py	290	except Exception as error:	CODE
LOW	py/samples/middleware-coding-agent/src/main.py	139	except Exception as e: # noqa: BLE001 - top-level REPL: surface, don't crash	CODE
MEDIUM	py/samples/middleware-coding-agent/src/main.py	140	print(f'Error during generation: {e}') # noqa: T201	CODE
LOW	py/samples/google-genai-media/src/main.py	161	except Exception as error:	CODE
LOW	py/samples/prompts/src/main.py	114	except Exception as error:	CODE
LOW	py/samples/vertexai-imagen/src/main.py	62	except Exception as error:	CODE
LOW	py/samples/output-formats/src/main.py	155	except Exception as error:	CODE
LOW	py/scripts/check_consistency.py	51	except Exception:	CODE
LOW	py/packages/genkit-django/src/genkit_django/handler.py	170	except Exception as e:	CODE
LOW	py/packages/genkit-django/src/genkit_django/handler.py	187	except Exception as e:	CODE
LOW	py/packages/genkit-django/src/genkit_django/handler.py	199	except Exception as e:	CODE
MEDIUM	py/packages/genkit-django/src/genkit_django/handler.py	179	def event_stream() -> AsyncIterator[str]:	CODE
LOW	py/packages/genkit-google-cloud/tests/tracing_test.py	387	except Exception as e:	CODE
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/metrics.py	225	except Exception as e:	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/config.py	230	except Exception as e:	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/config.py	249	except Exception as e:	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/config.py	270	except Exception as e:	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/config.py	293	except Exception as e:	CODE
LOW	…ud/src/genkit_google_cloud/telemetry/trace_exporter.py	92	except Exception as ex:	CODE
LOW	…ud/src/genkit_google_cloud/telemetry/trace_exporter.py	251	except Exception as e:	CODE
LOW	…/src/genkit_google_cloud/telemetry/metrics_exporter.py	109	except Exception as e:	CODE
LOW	…-cloud/src/genkit_google_cloud/telemetry/gcp_logger.py	141	except Exception as e:	CODE
LOW	…-cloud/src/genkit_google_cloud/telemetry/gcp_logger.py	190	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	264	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	280	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	710	except Exception: # noqa: BLE001	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	874	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	990	except Exception:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1194	except Exception:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1286	except Exception:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1307	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1378	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1418	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1430	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1517	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1525	except Exception as e:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1727	except Exception:	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	478	except Exception as e:	STRING
LOW	…s/genkit/tests/genkit/veneer/reflection_server_test.py	96	except Exception as e:	CODE
LOW⚡	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	885	except Exception as e:	CODE
LOW	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	740	except Exception as e: # noqa: BLE001 - spec asserts on the raised error	CODE
LOW	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	786	except Exception as e: # noqa: BLE001 - spec asserts on the raised error	CODE
LOW	py/packages/genkit/src/genkit/_core/_tracing.py	132	except Exception:	CODE
LOW	py/packages/genkit/src/genkit/_core/_tracing.py	208	except Exception as e:	CODE
LOW	py/packages/genkit/src/genkit/_core/_base.py	33	except Exception:	CODE
LOW	py/packages/genkit/src/genkit/_core/_reflection.py	164	except Exception as e:	CODE
LOW	py/packages/genkit/src/genkit/_core/_reflection.py	257	except Exception:	CODE
MEDIUM	py/packages/genkit/src/genkit/_core/_reflection.py	113	def execute(self) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_core/_http_client.py	67	except Exception as e:	CODE
LOW	py/packages/genkit/src/genkit/_core/_extract_json.py	79	except Exception as e:	CODE
LOW	py/packages/genkit/src/genkit/_core/_extract_json.py	139	except Exception: # noqa: S110	CODE
LOW	py/packages/genkit/src/genkit/_core/_registry.py	309	except Exception:	CODE
LOW	py/packages/genkit/src/genkit/_core/_registry.py	333	except Exception:	CODE
LOW	py/packages/genkit/src/genkit/_core/_registry.py	532	except Exception as e:	CODE
LOW	py/packages/genkit/src/genkit/_core/_registry.py	564	except Exception as e:	CODE
66 more matches not shown…

Deep Nesting84 hits · 76 pts

Severity	File	Line	Context
LOW	py/samples/agents/basic/07_artifacts_custom_patch.py	58	CODE
LOW	py/samples/agents/basic/07_artifacts_custom_patch.py	135	CODE
LOW	py/samples/agents/basic/07_artifacts_custom_patch.py	59	CODE
LOW	py/samples/anthropic-sample/src/main.py	64	CODE
LOW	py/scripts/schema_to_typing.py	167	CODE
LOW	py/scripts/schema_to_typing.py	274	CODE
LOW	py/scripts/schema_to_typing.py	341	CODE
LOW	py/scripts/schema_to_typing.py	178	CODE
LOW	py/scripts/check_consistency.py	36	CODE
LOW	…kit-google-cloud/tests/firestore_session_store_test.py	76	CODE
LOW	…kit-google-cloud/tests/firestore_session_store_test.py	111	CODE
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/metrics.py	163	CODE
LOW	…/src/genkit_google_cloud/telemetry/metrics_exporter.py	114	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	669	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	837	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	922	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	1644	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	862	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	960	CODE
LOW	…ckages/genkit-openai/src/genkit_openai/models/model.py	343	CODE
LOW	…ckages/genkit-openai/src/genkit_openai/models/utils.py	346	CODE
LOW	py/packages/genkit-ollama/src/genkit_ollama/models.py	933	CODE
LOW	py/packages/genkit-ollama/src/genkit_ollama/models.py	739	CODE
LOW	…ackages/genkit/tests/genkit/core/reflection_v2_test.py	699	CODE
LOW	py/packages/genkit/tests/genkit/ai/generate_test.py	2272	CODE
LOW	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	570	CODE
LOW	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	856	CODE
LOW	py/packages/genkit/tests/genkit/ai/model_ref_test.py	225	CODE
LOW	py/packages/genkit/src/genkit/_core/_extract_json.py	33	CODE
LOW	py/packages/genkit/src/genkit/_core/_extract_json.py	97	CODE
LOW	py/packages/genkit/src/genkit/_core/_registry.py	581	CODE
LOW	py/packages/genkit/src/genkit/_core/_action.py	62	CODE
LOW	py/packages/genkit/src/genkit/_core/_middleware.py	213	CODE
LOW	py/packages/genkit/src/genkit/_core/_reflection_v2.py	331	CODE
LOW	py/packages/genkit/src/genkit/_core/_model.py	679	CODE
LOW	py/packages/genkit/src/genkit/_core/_model.py	646	CODE
LOW	py/packages/genkit/src/genkit/_core/_model.py	687	CODE
LOW	py/packages/genkit/src/genkit/_ai/_generate.py	508	CODE
LOW	py/packages/genkit/src/genkit/_ai/_generate.py	973	CODE
LOW	py/packages/genkit/src/genkit/_ai/_json_patch.py	66	CODE
LOW	py/packages/genkit/src/genkit/_ai/_json_patch.py	128	CODE
LOW	py/packages/genkit/src/genkit/_ai/_prompt.py	1103	CODE
LOW	py/packages/genkit/src/genkit/_ai/_prompt.py	1334	CODE
LOW	py/packages/genkit/src/genkit/_ai/_prompt.py	1405	CODE
LOW	py/packages/genkit/src/genkit/_ai/_resource.py	106	CODE
LOW	py/packages/genkit/src/genkit/_ai/_resource.py	117	CODE
LOW	py/packages/genkit/src/genkit/_ai/_evaluator.py	96	CODE
LOW	py/packages/genkit/src/genkit/_ai/_evaluator.py	127	CODE
LOW	py/packages/genkit/src/genkit/_ai/_testing.py	247	CODE
LOW	py/packages/genkit/src/genkit/_ai/_model.py	285	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_runtime.py	798	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_runtime.py	816	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_session.py	300	CODE
LOW	py/packages/genkit/src/genkit/_ai/_formats/_schema.py	29	CODE
LOW	py/packages/genkit/src/genkit/_ai/_formats/_jsonl.py	72	CODE
LOW	py/packages/genkit/src/genkit/_ai/_formats/_jsonl.py	112	CODE
LOW	py/packages/genkit-middleware/tests/artifacts_test.py	44	CODE
LOW	…genkit-middleware/src/genkit_middleware/_filesystem.py	163	CODE
LOW	…ages/genkit-middleware/src/genkit_middleware/_retry.py	55	CODE
LOW	…kit-amazon-bedrock/src/genkit_amazon_bedrock/stream.py	71	CODE
24 more matches not shown…

Self-Referential Comments20 hits · 64 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kages/genkit-openai/src/genkit_openai/openai_plugin.py	367	# Create the model handler	COMMENT
MEDIUM	py/packages/genkit-ollama/tests/conftest.py	126	# Create an AsyncMock instance with async methods	COMMENT
MEDIUM	…kages/genkit-ollama/tests/models/ollama_models_test.py	451	# Create a streaming context with a callback	COMMENT
MEDIUM	py/packages/genkit/tests/genkit/testing_test.py	511	# Define an echo model that will pass the basic hi test	COMMENT
MEDIUM	…kit/tests/genkit/core/trace/realtime_processor_test.py	69	# Create a mock span	COMMENT
MEDIUM	…kit/tests/genkit/core/trace/realtime_processor_test.py	88	# Create a mock ReadableSpan (completed span)	COMMENT
MEDIUM⚡	…ages/genkit/tests/genkit/ai/generate_operation_test.py	95	# Define a standard model without long_running support	COMMENT
MEDIUM	…ages/genkit/tests/genkit/ai/generate_operation_test.py	127	# Define a model without any ModelInfo	COMMENT
MEDIUM	…ages/genkit/tests/genkit/ai/generate_operation_test.py	151	# Define a model that claims to support long_running but doesn't return an operation	COMMENT
MEDIUM	…ages/genkit/tests/genkit/ai/generate_operation_test.py	186	# Define a model that supports long_running and returns an operation	COMMENT
MEDIUM	…ages/genkit/tests/genkit/ai/generate_operation_test.py	241	# Create a new Genkit instance with the default model set	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/ai/prompt_test.py	388	# Define a partial programmatically	COMMENT
MEDIUM⚡	py/packages/genkit/tests/genkit/ai/prompt_test.py	391	# Create a prompt that uses the partial	COMMENT
MEDIUM	py/packages/genkit/tests/genkit/ai/prompt_test.py	775	# Create a prompt file	COMMENT
MEDIUM	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	979	# Define a simple agent	COMMENT
MEDIUM	…kages/genkit/tests/genkit/ai/agent_chat_client_test.py	1131	# Define a simple agent that uses this tool	COMMENT
MEDIUM	…/genkit/tests/genkit/ai/dynamic_tools_generate_test.py	187	# Create an Action directly — NOT registered in root via register_action	COMMENT
MEDIUM	py/packages/genkit/src/genkit/_ai/_messages.py	75	# Create a copy of the content	COMMENT
MEDIUM	py/packages/genkit/src/genkit/_ai/_messages.py	88	out_messages = messages[:] # Create a copy of the messages list	CODE
MEDIUM	…kit-google-genai/src/genkit_google_genai/models/veo.py	262	# Create a GenerateVideosOperation object from the operation ID	COMMENT

Cross-Language Confusion11 hits · 54 pts

Severity	File	Line	Snippet	Context
HIGH	py/packages/genkit/tests/genkit/veneer/veneer_test.py	1235	'"default": null,\n "description": "foo field",\n '	CODE
HIGH	py/packages/genkit/tests/genkit/veneer/veneer_test.py	1239	'"default": null,\n "description": "bar field",\n '	CODE
HIGH	py/packages/genkit/tests/genkit/veneer/veneer_test.py	1490	'{"type": "null"}], "default": null, "description": "foo field", '	CODE
HIGH	py/packages/genkit/tests/genkit/veneer/veneer_test.py	1492	'{"type": "null"}], "default": null, "description": "bar field", '	CODE
HIGH	…nkit/tests/genkit/ai/generate_interrupt_resume_test.py	485	``metadata.resumed`` (matching JS ``resumed: resume.metadata \|\| true``), rather than	STRING
HIGH	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	814	# The key being present (even as YAML ~ / null) means we should assert.	COMMENT
HIGH	…kages/genkit/tests/genkit/ai/agent_conformance_test.py	333	Unset fields stay off the object. A field that was set to null stays null,	STRING
HIGH	…ackages/genkit/tests/genkit/ai/agent_http_wire_test.py	62	content = b'{"result": null}'	CODE
HIGH	…ackages/genkit/tests/genkit/ai/agent_http_wire_test.py	63	text = '{"result": null}'	CODE
HIGH⚡	py/packages/genkit-fastapi/tests/fastapi_test.py	69	"""Explicit ``{"data": null}`` is equivalent to a missing input."""	STRING
HIGH	…/packages/genkit-fastapi/src/genkit_fastapi/handler.py	118	# Match Express: ``request.body.data`` is undefined, not a wire error.	COMMENT

AI Slop Vocabulary13 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	py/pyproject.toml	228	"ASYNC", # flake8-async (async best practices)	CODE
LOW	…/packages/genkit-ollama/tests/models/embedders_test.py	142	# The current implementation will just use whatever embeddings are returned.	COMMENT
LOW	py/packages/genkit/src/genkit/_ai/_agents/_base.py	170	# just return None, so there's nothing to special-case here.	COMMENT
MEDIUM	go/ai/exp/jsonpatch.go	38	// deltas stays robust.	COMMENT
MEDIUM	go/ai/exp/jsonpatch.go	121	// It is lenient to keep streaming robust: an add or replace whose parent	COMMENT
MEDIUM	js/plugins/a2ui/src/middleware.ts	443	// still contain ``` characters mid-line; a fully robust emitter would use a	COMMENT
MEDIUM	js/plugins/google-genai/src/common/utils.ts	697	// Essentially newPart[key] = part[key] with type safety.	COMMENT
MEDIUM	js/plugins/anthropic/src/runner/stable.ts	127	// This is intentional. `part.metadata?.cache_control` is unknown, and casting it to the relevant type of the pr	COMMENT
MEDIUM⚡	tests/specs/agent.yaml	9	# See docs/agents-conformance-testing.md for harness requirements and	COMMENT
MEDIUM⚡	tests/specs/agent.yaml	12	# Every capability a test may name in `requires`. A harness skips a test	COMMENT
MEDIUM⚡	tests/specs/agent.yaml	15	# fails every harness instead of silently skipping in all of them.	COMMENT
MEDIUM	samples/js-chatbot/genkit-app/package-lock.json	12992	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	genkit-tools/cli/src/utils/runtime-detector.ts	142	// Definitely Node.js	COMMENT

Structural Annotation Overuse23 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	py/packages/genkit/src/genkit/_core/_registry.py	456	# IMPORTANT: Do not hold `_lock` across any `await`. The critical section	COMMENT
LOW⚡	go/genkit/genkit.go	532	// // Step 1: Process input (traced as "process-input")	COMMENT
LOW⚡	go/genkit/genkit.go	541	// // Step 2: Generate response (traced as "generate-response")	COMMENT
LOW⚡	go/samples/mcp-server/README.md	14	#### Step 1: Test the server works	COMMENT
LOW⚡	go/samples/mcp-server/README.md	20	#### Step 2: Configure client.	COMMENT
LOW⚡	go/samples/mcp-server/README.md	23	#### Step 4: Test your assistant's connection to the MCP server with these quries:	COMMENT
LOW	js/testapps/vertexai-vector-search-custom/README.md	15	### Step 1: Clone the Repository and Install Dependencies	COMMENT
LOW	js/testapps/vertexai-vector-search-custom/README.md	26	### Step 3: Set Up Environment Variables	COMMENT
LOW	js/testapps/vertexai-vector-search-custom/README.md	43	### Step 4: Run the Sample	COMMENT
LOW	js/testapps/vertexai-vector-search-bigquery/README.md	16	### Step 1: Clone the Repository and Install Dependencies	COMMENT
LOW	js/testapps/vertexai-vector-search-bigquery/README.md	27	### Step 3: Set Up Environment Variables	COMMENT
LOW	js/testapps/vertexai-vector-search-bigquery/README.md	47	### Step 4: Run the Sample	COMMENT
LOW	js/testapps/vertexai-reranker/README.md	15	### Step 1: Clone the Repository and Install Dependencies	COMMENT
LOW	js/testapps/vertexai-reranker/README.md	23	### Step 2: Set Up Environment Variables	COMMENT
LOW	js/testapps/vertexai-reranker/README.md	34	### Step 3: Run the Sample	COMMENT
LOW	js/testapps/vertexai-vector-search-firestore/README.md	16	### Step 1: Clone the Repository and Install Dependencies	COMMENT
LOW	js/testapps/vertexai-vector-search-firestore/README.md	27	### Step 3: Set Up Environment Variables	COMMENT
LOW	js/testapps/vertexai-vector-search-firestore/README.md	44	### Step 4: Run the Sample	COMMENT
LOW	js/testapps/ollama/README.md	12	### Step 1: Install Ollama	COMMENT
LOW	js/testapps/ollama/README.md	23	### Step 2: Pull the Required Models	COMMENT
LOW	js/testapps/ollama/src/index.ts	72	// Step 1: Embed each Pokemon's description	COMMENT
LOW	js/testapps/ollama/src/index.ts	84	// Step 2: Find top 3 Pokemon closest to the input	COMMENT
LOW	js/testapps/ollama/src/index.ts	108	// Step 3: Generate response with RAG results in context	COMMENT

Modern Structural Boilerplate36 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	py/packages/genkit-django/src/genkit_django/__init__.py	94	__all__ = ['package_name', genkit_django_handler.__name__]	CODE
LOW	…enkit-google-cloud/src/genkit_google_cloud/__init__.py	72	__all__ = [	CODE
LOW	…le-cloud/src/genkit_google_cloud/telemetry/__init__.py	45	__all__ = ['add_gcp_telemetry', 'enable_google_cloud_telemetry']	CODE
LOW	…oud/src/genkit_google_cloud/session_store/firestore.py	86	logger = logging.getLogger(__name__)	CODE
LOW	…kages/genkit-openai/src/genkit_openai/openai_plugin.py	566	__all__ = ['OpenAI', 'openai_model']	CODE
LOW	py/packages/genkit-openai/src/genkit_openai/__init__.py	61	__all__ = ['KnownGpt', 'OpenAI', 'OpenAIConfig', 'openai_model', 'package_name']	CODE
LOW	…ges/genkit-openai/src/genkit_openai/models/__init__.py	40	__all__ = [	CODE
LOW	py/packages/genkit-ollama/src/genkit_ollama/__init__.py	71	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/__init__.py	84	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/middleware/__init__.py	76	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/evaluator/__init__.py	46	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/_core/_protocols.py	102	async def update_custom(self, fn: Callable[[Any], Any]) -> None: # noqa: ANN401	CODE
LOW	py/packages/genkit/src/genkit/_core/_channel.py	95	def set_close_future(self, future: asyncio.Future[R]) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_core/_action.py	998	def set_action_name(action: Action[Any, Any, Any], name: str) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_runtime.py	221	async def set_messages(self, messages: list[MessageData]) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_runtime.py	236	async def update_custom(self, fn: Callable[[StateT \| None], StateT]) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_session.py	281	async def set_messages(self, messages: list[MessageData]) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_session.py	290	async def update_custom(self, fn: Callable[[StateT \| None], StateT]) -> None:	CODE
LOW⚡	py/packages/genkit/src/genkit/_ai/_agents/_client.py	1263	def _set_state(self, state: SessionStateSchema) -> None:	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_client.py	1354	def _update_from_output(self, *, raw: AgentOutput, message_count_before: int) -> None:	CODE
LOW	py/packages/genkit/src/genkit/embedder/__init__.py	44	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/plugin_api/__init__.py	57	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/agent/__init__.py	61	__all__ = [	CODE
LOW	py/packages/genkit/src/genkit/model/__init__.py	49	__all__ = [	CODE
LOW	…packages/genkit-fastapi/src/genkit_fastapi/__init__.py	71	__all__ = [	CODE
LOW	…es/genkit-middleware/src/genkit_middleware/__init__.py	113	__all__ = [	CODE
LOW	…t-amazon-bedrock/src/genkit_amazon_bedrock/__init__.py	30	__all__ = [	CODE
LOW	…ckages/genkit-vertexai/src/genkit_vertexai/__init__.py	64	__all__ = [	CODE
LOW	…-vertexai/src/genkit_vertexai/model_garden/__init__.py	23	__all__ = ['ModelGarden', 'ModelGardenPlugin', 'model_garden_name']	CODE
LOW	…enkit-google-genai/src/genkit_google_genai/__init__.py	110	__all__ = [	CODE
LOW	…t-google-genai/src/genkit_google_genai/models/utils.py	72	logger = logging.getLogger(__name__)	CODE
LOW	…e-genai/src/genkit_google_genai/evaluators/__init__.py	56	__all__ = [	CODE
LOW	…es/genkit-evaluators/src/genkit_evaluators/__init__.py	21	__all__ = ['genkit_eval_name', 'register_genkit_evaluators']	CODE
LOW	py/packages/genkit-flask/src/genkit_flask/__init__.py	70	__all__ = ['genkit_flask_handler', 'package_name']	CODE
LOW	…ages/genkit-anthropic/src/genkit_anthropic/__init__.py	64	__all__ = [	CODE
LOW	…ackages/genkit-anthropic/src/genkit_anthropic/utils.py	45	__all__ = [	CODE

Modern AI Meta-Vocabulary11 hits · 31 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	11	It offers a unified interface for integrating AI models from providers like [Google](https://genkit.dev/docs/plugins/goo	CODE
MEDIUM	README.md	46	structured output</a>, <a href="https://genkit.dev/docs/tool-calling">agentic tool calling</a>, <a href="https://gen	CODE
MEDIUM	py/packages/genkit-ollama/README.md	117	# Reasoning model with a 32k context window kept warm for an hour	COMMENT
MEDIUM	py/packages/genkit-ollama/src/genkit_ollama/models.py	508	# ``think`` chain-of-thought arrives on ``message.thinking``; surface it	COMMENT
MEDIUM	…es/genkit-anthropic/src/genkit_anthropic/model_info.py	130	# and enterprise workflows. Supports 1M context window (beta).	COMMENT
MEDIUM	go/plugins/compat_oai/xai/xai.go	230	// The agentic coding model, also served as "grok-code-fast-1". Outside the	COMMENT
MEDIUM	js/testapps/angular/README.md	15	## Code scaffolding	COMMENT
MEDIUM	js/testapps/rag/README.md	1	# RAG (Retrieval-Augmented Generation)	COMMENT
MEDIUM	js/testapps/multimodal/README.md	1	# Multimodal RAG	COMMENT
MEDIUM	samples/js-angular/genkit-app/README.md	9	## Code scaffolding	COMMENT
MEDIUM	samples/js-chatbot/genkit-app/README.md	9	## Code scaffolding	COMMENT

AI Structural Patterns33 hits · 22 pts

Severity	File	Line	Context
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/tracing.py	59	CODE
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/tracing.py	169	CODE
LOW	…ogle-cloud/src/genkit_google_cloud/telemetry/config.py	98	CODE
LOW	py/packages/genkit/src/genkit/_core/_action.py	514	CODE
LOW	py/packages/genkit/src/genkit/_ai/_prompt.py	244	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	468	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	495	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	523	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	550	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	578	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	605	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	633	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	660	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	686	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	850	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	869	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	887	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1132	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1159	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1186	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1213	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1238	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1304	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1332	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1360	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1388	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1414	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1646	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1669	CODE
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1691	CODE
LOW	py/packages/genkit/src/genkit/_ai/_agents/_base.py	336	CODE
LOW	…kit-amazon-bedrock/src/genkit_amazon_bedrock/plugin.py	94	CODE
LOW	…/genkit-google-genai/src/genkit_google_genai/google.py	930	CODE

Redundant / Tautological Comments12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…gle-cloud/src/genkit_google_cloud/telemetry/metrics.py	173	# Check if this is a model action	COMMENT
LOW	py/packages/genkit/tests/genkit/ai/embedding_test.py	233	# Check if config from EmbedderRef and options are merged correctly	COMMENT
LOW	py/packages/genkit/src/genkit/_ai/_aio.py	1727	# Check if model supports long-running operations	COMMENT
LOW	py/packages/genkit/src/genkit/_ai/_model.py	303	# Check if metadata has model info	COMMENT
LOW	…-google-genai/src/genkit_google_genai/models/gemini.py	1811	# Check if the model supports constrained generation with this configuration	COMMENT
LOW	scripts/release_main.sh	26	# Set RELEASE_SCOPE to control what gets published:	COMMENT
LOW	scripts/cli-releases/promote_cli_gcs.sh	122	# Check if gh CLI is available	COMMENT
LOW	scripts/cli-releases/promote_cli_gcs.sh	192	# Check if file exists	COMMENT
LOW	scripts/cli-releases/promote_cli_gcs.sh	200	# Check if versioned file already exists.	COMMENT
LOW	.github/workflows/build-cli-binaries.yml	183	# Check if it started successfully by looking for the expected output	COMMENT
LOW	.github/workflows/build-cli-binaries.yml	198	# Check if process is still running	COMMENT
LOW	.github/workflows/build-cli-binaries.yml	252	# Check if process is still running	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/genkit-google-genai/tests/google_genai_plugin_test.py	389	mock_client.return_value.aio.models.generate_videos.assert_not_called()	CODE

Verbosity Indicators5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	go/genkit/genkit.go	532	// // Step 1: Process input (traced as "process-input")	COMMENT
LOW⚡	go/genkit/genkit.go	541	// // Step 2: Generate response (traced as "generate-response")	COMMENT
LOW	js/testapps/ollama/src/index.ts	72	// Step 1: Embed each Pokemon's description	COMMENT
LOW	js/testapps/ollama/src/index.ts	84	// Step 2: Find top 3 Pokemon closest to the input	COMMENT
LOW	js/testapps/ollama/src/index.ts	108	// Step 3: Generate response with RAG results in context	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	go/genkit/genkit.go	1943	// Example usage:	COMMENT
LOW	go/plugins/firebase/telemetry.go	81	// Example usage:	COMMENT
LOW	go/plugins/googlecloud/googlecloud.go	63	// Example usage:	COMMENT
LOW	go/internal/cmd/weave/weave.go	20	// Example usage:	COMMENT
LOW⚡	.github/actions/setup-ollama/action.yml	25	# Usage:	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	py/samples/context/src/main.py	28	123: {'name': 'Jane Doe', 'plan': 'enterprise'},	CODE
LOW	go/ai/generate_test.go	238	"street": "123 Main St",	CODE
LOW	…lugins/google-cloud/tests/logs_no_input_output_test.ts	43	serviceAccountEmail: 'test@test.com',	CODE
LOW	js/plugins/google-cloud/tests/metrics_test.ts	51	serviceAccountEmail: 'test@test.com',	CODE
LOW	js/plugins/google-cloud/tests/logs_test.ts	46	serviceAccountEmail: 'test@test.com',	CODE
LOW	js/plugins/google-cloud/tests/traces_test.ts	44	serviceAccountEmail: 'test@test.com',	CODE
LOW	js/plugins/compat-oai/src/index.ts	127	apiKey: apiKey === false ? 'placeholder' : apiKey,	CODE

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kages/genkit-ollama/tests/models/ollama_models_test.py	557		CODE
MEDIUM	…es/genkit-google-genai/tests/vertexai_location_test.py	762		CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	js/testapps/flow-simple-ai/src/index.ts	48	// These are configured for demonstration purposes. Sensible defaults are	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings