fastapi/fastapi

6.2

Adjusted Score

6.2

Raw Score

100%

Time Factor

2026-07-13

Last Push

100.5K

Stars

Python

Language

369.4K

Lines of Code

2.8K

Files

1.8K

Pattern Hits

2026-07-14

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 18MEDIUM 113LOW 1705

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 1836 distinct pattern matches across 16 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 Identifiers1414 hits · 1519 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_datastructures.py	16	def test_default_placeholder_equals():	CODE
LOW⚡	tests/test_datastructures.py	23	def test_default_placeholder_bool():	CODE
LOW⚡	tests/test_datastructures.py	30	def test_upload_file_is_closed(tmp_path: Path):	CODE
LOW	tests/test_starlette_exception.py	23	async def no_body_status_code_exception():	CODE
LOW	tests/test_starlette_exception.py	28	async def no_body_status_code_with_detail_exception():	CODE
LOW⚡	tests/test_starlette_exception.py	61	def test_get_starlette_item_not_found():	CODE
LOW⚡	tests/test_starlette_exception.py	68	def test_no_body_status_code_exception_handlers():	CODE
LOW⚡	tests/test_starlette_exception.py	74	def test_no_body_status_code_with_detail_exception_handlers():	CODE
LOW	tests/test_multi_body_errors.py	40	def test_jsonable_encoder_requiring_error():	CODE
LOW	tests/test_multi_body_errors.py	56	def test_put_incorrect_body_multiple():	CODE
LOW⚡	tests/test_security_http_digest_description.py	19	def test_security_http_digest():	CODE
LOW⚡	tests/test_security_http_digest_description.py	25	def test_security_http_digest_no_credentials():	CODE
LOW⚡	tests/test_security_http_digest_description.py	32	def test_security_http_digest_incorrect_scheme_credentials():	CODE
LOW	tests/test_union_body_discriminator_annotated.py	48	def test_union_body_discriminator_assignment(client: TestClient) -> None:	CODE
LOW	tests/test_union_body_discriminator_annotated.py	54	def test_union_body_discriminator_annotated(client: TestClient) -> None:	CODE
LOW	tests/test_security_oauth2.py	64	def test_strict_login_no_data():	CODE
LOW	tests/test_security_oauth2.py	91	def test_strict_login_no_grant_type():	CODE
LOW	tests/test_security_oauth2.py	114	def test_strict_login_incorrect_grant_type(grant_type: str):	CODE
LOW	tests/test_security_oauth2.py	133	def test_strict_login_correct_grant_type():	CODE
LOW⚡	tests/test_security_http_basic_optional.py	29	def test_security_http_basic_no_credentials():	CODE
LOW⚡	tests/test_security_http_basic_optional.py	35	def test_security_http_basic_invalid_credentials():	CODE
LOW⚡	tests/test_security_http_basic_optional.py	44	def test_security_http_basic_non_basic_credentials():	CODE
LOW⚡	tests/test_response_model_invalid.py	10	def test_invalid_response_model_raises():	CODE
LOW⚡	tests/test_response_model_invalid.py	19	def test_invalid_response_model_sub_type_raises():	CODE
LOW⚡	tests/test_response_model_invalid.py	28	def test_invalid_response_model_in_responses_raises():	CODE
LOW⚡	tests/test_response_model_invalid.py	37	def test_invalid_response_model_sub_type_in_responses_raises():	CODE
LOW	tests/test_dependency_yield_scope.py	54	def get_named_regular_func_session(session: SessionFuncDep) -> Any:	CODE
LOW	tests/test_dependency_yield_scope.py	128	def get_regular_function_scope(sessions: RegularSessionsDep) -> Any:	CODE
LOW⚡	tests/test_dependency_yield_scope.py	193	def test_named_function_scope() -> None:	CODE
LOW⚡	tests/test_dependency_yield_scope.py	201	def test_regular_function_scope() -> None:	CODE
LOW⚡	tests/test_dependency_yield_scope.py	209	def test_router_level_dep_scope_function() -> None:	CODE
LOW⚡	tests/test_dependency_yield_scope.py	215	def test_router_level_dep_scope_request() -> None:	CODE
LOW⚡	tests/test_dependency_yield_scope.py	222	def test_app_level_dep_scope_function() -> None:	CODE
LOW	tests/test_dependency_yield_scope.py	235	def test_app_level_dep_scope_request() -> None:	CODE
LOW	tests/test_multi_query_errors.py	22	def test_multi_query_incorrect():	CODE
LOW	tests/test_response_change_status_code.py	23	def test_dependency_set_status_code():	CODE
LOW⚡	tests/test_forms_from_non_typing_sequences.py	25	def test_python_list_param_as_form():	CODE
LOW⚡	tests/test_forms_from_non_typing_sequences.py	33	def test_python_set_param_as_form():	CODE
LOW⚡	tests/test_forms_from_non_typing_sequences.py	41	def test_python_tuple_param_as_form():	CODE
LOW⚡	tests/test_strict_content_type_app_level.py	24	def test_default_strict_rejects_no_content_type():	CODE
LOW⚡	tests/test_strict_content_type_app_level.py	29	def test_default_strict_accepts_json_content_type():	CODE
LOW⚡	tests/test_strict_content_type_app_level.py	35	def test_lax_accepts_no_content_type():	CODE
LOW⚡	tests/test_strict_content_type_app_level.py	41	def test_lax_accepts_json_content_type():	CODE
LOW	tests/test_security_scopes_dont_propagate.py	38	def test_security_scopes_dont_propagate():	CODE
LOW	tests/test_default_response_class_router.py	202	def test_router_b_a_c_override():	CODE
LOW	tests/test_frontend.py	29	def test_frontend_exact_prefix_path_serves_index(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	41	def test_apirouter_frontend_with_router_prefix_and_frontend_subpath(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	55	def test_frontend_fallback_rejects_invalid_fallback(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	64	def test_index_fallback_ignores_invalid_q_value(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	78	def test_frontend_static_files_lookup_errors(monkeypatch, tmp_path: Path):	CODE
LOW	tests/test_frontend.py	116	def test_frontend_route_group_helpers(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	156	def test_included_low_priority_routes_cache_is_reused():	CODE
LOW	tests/test_frontend.py	180	def test_low_priority_api_route_handles_with_context():	CODE
LOW	tests/test_frontend.py	196	def test_included_low_priority_api_route_handles_with_context():	CODE
LOW	tests/test_frontend.py	214	def test_normal_route_partial_match_returns_before_frontend(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	235	def test_normal_route_partial_match_wins_before_frontend(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	270	def test_app_frontend_dependencies_protect_root_asset_and_fallback(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	305	def test_apirouter_frontend_dependencies_protect_prefixed_frontend(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	338	def test_included_frontend_does_not_block_url_path_for(tmp_path: Path):	CODE
LOW	tests/test_frontend.py	366	def test_include_router_frontend_dependencies_apply_in_nested_order(tmp_path: Path):	CODE
1354 more matches not shown…

Decorative Section Separators106 hits · 388 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…s/test_request_params/test_cookie/test_required_str.py	176	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_cookie/test_required_str.py	282	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_cookie/test_required_str.py	12	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_cookie/test_required_str.py	79	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_cookie/test_optional_str.py	150	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_cookie/test_optional_str.py	233	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_cookie/test_optional_str.py	11	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_cookie/test_optional_str.py	72	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_form/test_list.py	183	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_form/test_list.py	294	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_form/test_list.py	13	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_form/test_list.py	84	# =====================================================================================	COMMENT
MEDIUM⚡	…sts/test_request_params/test_form/test_required_str.py	170	# =====================================================================================	COMMENT
MEDIUM⚡	…sts/test_request_params/test_form/test_required_str.py	277	# =====================================================================================	COMMENT
MEDIUM	…sts/test_request_params/test_form/test_required_str.py	13	# =====================================================================================	COMMENT
MEDIUM	…sts/test_request_params/test_form/test_required_str.py	80	# =====================================================================================	COMMENT
MEDIUM⚡	…sts/test_request_params/test_form/test_optional_str.py	148	# =====================================================================================	COMMENT
MEDIUM⚡	…sts/test_request_params/test_form/test_optional_str.py	231	# =====================================================================================	COMMENT
MEDIUM	…sts/test_request_params/test_form/test_optional_str.py	12	# =====================================================================================	COMMENT
MEDIUM	…sts/test_request_params/test_form/test_optional_str.py	72	# =====================================================================================	COMMENT
MEDIUM⚡	…ts/test_request_params/test_form/test_optional_list.py	158	# =====================================================================================	COMMENT
MEDIUM⚡	…ts/test_request_params/test_form/test_optional_list.py	244	# =====================================================================================	COMMENT
MEDIUM	…ts/test_request_params/test_form/test_optional_list.py	12	# =====================================================================================	COMMENT
MEDIUM	…ts/test_request_params/test_form/test_optional_list.py	77	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_header/test_list.py	180	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_header/test_list.py	287	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_header/test_list.py	12	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_header/test_list.py	82	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_header/test_required_str.py	170	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_header/test_required_str.py	274	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_header/test_required_str.py	12	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_header/test_required_str.py	78	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_header/test_optional_str.py	147	# =====================================================================================	COMMENT
MEDIUM⚡	…s/test_request_params/test_header/test_optional_str.py	228	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_header/test_optional_str.py	11	# =====================================================================================	COMMENT
MEDIUM	…s/test_request_params/test_header/test_optional_str.py	71	# =====================================================================================	COMMENT
MEDIUM⚡	…/test_request_params/test_header/test_optional_list.py	159	# =====================================================================================	COMMENT
MEDIUM⚡	…/test_request_params/test_header/test_optional_list.py	242	# =====================================================================================	COMMENT
MEDIUM	…/test_request_params/test_header/test_optional_list.py	11	# =====================================================================================	COMMENT
MEDIUM	…/test_request_params/test_header/test_optional_list.py	78	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_required.py	87	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_required.py	188	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_required.py	300	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_file/test_required.py	11	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_file/test_list.py	11	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_file/test_list.py	90	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_list.py	194	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_list.py	309	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_optional.py	79	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_optional.py	165	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_file/test_optional.py	256	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_file/test_optional.py	11	# =====================================================================================	COMMENT
MEDIUM⚡	…ts/test_request_params/test_file/test_optional_list.py	87	# =====================================================================================	COMMENT
MEDIUM⚡	…ts/test_request_params/test_file/test_optional_list.py	179	# =====================================================================================	COMMENT
MEDIUM⚡	…ts/test_request_params/test_file/test_optional_list.py	273	# =====================================================================================	COMMENT
MEDIUM	…ts/test_request_params/test_file/test_optional_list.py	11	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_body/test_list.py	182	# =====================================================================================	COMMENT
MEDIUM⚡	tests/test_request_params/test_body/test_list.py	293	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_body/test_list.py	13	# =====================================================================================	COMMENT
MEDIUM	tests/test_request_params/test_body/test_list.py	85	# =====================================================================================	COMMENT
46 more matches not shown…

Unused Imports104 hits · 99 pts

Severity	File	Line	Context
LOW	tests/test_security_oauth2.py	3	CODE
LOW	tests/test_stringified_annotation_dependency.py	1	CODE
LOW	…pydanticv2_dataclasses_uuid_stringified_annotations.py	1	CODE
LOW	tests/test_stringified_annotations_simple.py	1	CODE
LOW	fastapi/responses.py	5	CODE
LOW	fastapi/responses.py	6	CODE
LOW	fastapi/responses.py	7	CODE
LOW	fastapi/responses.py	9	CODE
LOW	fastapi/responses.py	10	CODE
LOW	fastapi/responses.py	11	CODE
LOW	fastapi/responses.py	12	CODE
LOW	fastapi/templating.py	1	CODE
LOW	fastapi/websockets.py	1	CODE
LOW	fastapi/websockets.py	2	CODE
LOW	fastapi/websockets.py	3	CODE
LOW	fastapi/concurrency.py	8	CODE
LOW	fastapi/concurrency.py	10	CODE
LOW	fastapi/__init__.py	5	CODE
LOW	fastapi/__init__.py	7	CODE
LOW	fastapi/__init__.py	8	CODE
LOW	fastapi/__init__.py	9	CODE
LOW	fastapi/__init__.py	10	CODE
LOW	fastapi/__init__.py	11	CODE
LOW	fastapi/__init__.py	12	CODE
LOW	fastapi/__init__.py	13	CODE
LOW	fastapi/__init__.py	14	CODE
LOW	fastapi/__init__.py	15	CODE
LOW	fastapi/__init__.py	16	CODE
LOW	fastapi/__init__.py	17	CODE
LOW	fastapi/__init__.py	18	CODE
LOW	fastapi/__init__.py	19	CODE
LOW	fastapi/__init__.py	20	CODE
LOW	fastapi/__init__.py	21	CODE
LOW	fastapi/__init__.py	22	CODE
LOW	fastapi/__init__.py	23	CODE
LOW	fastapi/__init__.py	24	CODE
LOW	fastapi/__init__.py	25	CODE
LOW	fastapi/types.py	7	CODE
LOW	fastapi/staticfiles.py	1	CODE
LOW	fastapi/utils.py	23	CODE
LOW	fastapi/testclient.py	1	CODE
LOW	fastapi/requests.py	1	CODE
LOW	fastapi/requests.py	2	CODE
LOW	fastapi/datastructures.py	12	CODE
LOW	fastapi/datastructures.py	13	CODE
LOW	fastapi/datastructures.py	14	CODE
LOW	fastapi/datastructures.py	16	CODE
LOW	fastapi/datastructures.py	17	CODE
LOW	fastapi/middleware/gzip.py	1	CODE
LOW	fastapi/middleware/cors.py	1	CODE
LOW	fastapi/middleware/__init__.py	1	CODE
LOW	fastapi/middleware/httpsredirect.py	1	CODE
LOW	fastapi/middleware/trustedhost.py	1	CODE
LOW	fastapi/middleware/wsgi.py	1	CODE
LOW	fastapi/security/__init__.py	1	CODE
LOW	fastapi/security/__init__.py	2	CODE
LOW	fastapi/security/__init__.py	3	CODE
LOW	fastapi/security/__init__.py	4	CODE
LOW	fastapi/security/__init__.py	5	CODE
LOW	fastapi/security/__init__.py	6	CODE
44 more matches not shown…

Fake / Example Data77 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_union_forms.py	31	"/form-union/", data={"name": "John Doe", "email": "john@example.com"}	CODE
LOW	tests/test_union_forms.py	35	"received": {"name": "John Doe", "email": "john@example.com"}	CODE
LOW	tests/test_stringified_annotation_dependency.py	16	return ["John Doe", "Jane Doe"]	CODE
LOW	tests/test_stringified_annotation_dependency.py	16	return ["John Doe", "Jane Doe"]	CODE
LOW	tests/test_stringified_annotation_dependency.py	46	assert response.json() == ["John Doe", "Jane Doe"]	CODE
LOW	tests/test_stringified_annotation_dependency.py	46	assert response.json() == ["John Doe", "Jane Doe"]	CODE
LOW	tests/test_get_model_definitions_formfeed_escape.py	32	address=Address(line_1="123 Main St", city="Anytown", state_province="CA"),	CODE
LOW	tests/test_get_model_definitions_formfeed_escape.py	45	"line_1": "123 Main St",	CODE
LOW	…rial/test_extra_models/test_tutorial001_tutorial002.py	32	"full_name": "John Doe",	CODE
LOW	…rial/test_extra_models/test_tutorial001_tutorial002.py	39	"full_name": "John Doe",	CODE
LOW	tests/test_tutorial/test_settings/test_app01.py	26	monkeypatch.setenv("ADMIN_EMAIL", "admin@example.com")	CODE
LOW	tests/test_tutorial/test_settings/test_app01.py	54	"admin_email": "admin@example.com",	CODE
LOW⚡	tests/test_tutorial/test_settings/test_app03.py	28	monkeypatch.setenv("ADMIN_EMAIL", "admin@example.com")	CODE
LOW⚡	tests/test_tutorial/test_settings/test_app03.py	31	assert settings.admin_email == "admin@example.com"	CODE
LOW⚡	tests/test_tutorial/test_settings/test_app03.py	36	monkeypatch.setenv("ADMIN_EMAIL", "admin@example.com")	CODE
LOW⚡	tests/test_tutorial/test_settings/test_app03.py	42	"admin_email": "admin@example.com",	CODE
LOW	tests/test_tutorial/test_settings/test_tutorial001.py	10	monkeypatch.setenv("ADMIN_EMAIL", "admin@example.com")	CODE
LOW	tests/test_tutorial/test_settings/test_tutorial001.py	21	"admin_email": "admin@example.com",	CODE
LOW	tests/test_tutorial/test_settings/test_app02.py	33	monkeypatch.setenv("ADMIN_EMAIL", "admin@example.com")	CODE
LOW	…ts/test_tutorial/test_python_types/test_tutorial010.py	5	assert get_person_name(Person("John Doe")) == "John Doe"	CODE
LOW	…ts/test_tutorial/test_python_types/test_tutorial011.py	22	"id=123 name='John Doe' signup_ts=datetime.datetime(2017, 6, 1, 12, 22) friends=[1, 2, 3]",	CODE
LOW	…rial/test_python_types/test_tutorial001_tutorial002.py	18	mock_print.assert_called_with("John Doe")	CODE
LOW	…tutorial/test_body_multiple_params/test_tutorial002.py	33	"user": {"username": "johndoe", "full_name": "John Doe"},	CODE
LOW	…tutorial/test_body_multiple_params/test_tutorial002.py	45	"user": {"username": "johndoe", "full_name": "John Doe"},	CODE
LOW⚡	…tutorial/test_body_multiple_params/test_tutorial002.py	159	"user": {"full_name": "John Doe"},	CODE
LOW⚡	…tutorial/test_body_multiple_params/test_tutorial002.py	166	"input": {"full_name": "John Doe"},	CODE
LOW	tests/test_tutorial/test_security/test_tutorial002.py	36	"full_name": "John Doe",	CODE
LOW	tests/test_tutorial/test_security/test_tutorial003.py	56	"full_name": "John Doe",	CODE
LOW	tests/test_tutorial/test_security/test_tutorial004.py	75	"full_name": "John Doe",	CODE
LOW	tests/test_tutorial/test_security/test_tutorial005.py	96	"full_name": "John Doe",	CODE
LOW	docs/zh-hant/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/zh-hant/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/zh-hant/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/ja/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/ja/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/ja/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/ru/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/ru/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/ru/docs/tutorial/security/simple-oauth2.md	231	"full_name": "John Doe",	CODE
LOW	docs/pt/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/pt/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/pt/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/zh/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/zh/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/zh/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/uk/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/uk/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/uk/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/hi/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/de/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/de/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/de/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/ko/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/ko/docs/tutorial/security/oauth2-jwt.md	231	"full_name": "John Doe",	CODE
LOW	docs/ko/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/fr/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/fr/docs/tutorial/security/oauth2-jwt.md	230	"full_name": "John Doe",	CODE
LOW	docs/fr/docs/tutorial/security/simple-oauth2.md	247	"full_name": "John Doe",	CODE
LOW	docs/es/docs/features.md	55	my_user: User = User(id=3, name="John Doe", joined="2018-07-19")	CODE
LOW	docs/es/docs/tutorial/security/oauth2-jwt.md	231	"full_name": "John Doe",	CODE
17 more matches not shown…

Cross-File Repetition16 hits · 80 pts

Severity	File	Snippet	Context
HIGH	…m_response/test_tutorial002_tutorial003_tutorial004.py	<html> <head> <title>some html in here</title> </head> <body> <h1>look ma! html!</h1> </body> </html>	STRING
HIGH	docs_src/custom_response/tutorial004_py310.py	<html> <head> <title>some html in here</title> </head> <body> <h1>look ma! html!</h1> </body> </html>	STRING
HIGH	docs_src/custom_response/tutorial002_py310.py	<html> <head> <title>some html in here</title> </head> <body> <h1>look ma! html!</h1> </body> </html>	STRING
HIGH	docs_src/custom_response/tutorial003_py310.py	<html> <head> <title>some html in here</title> </head> <body> <h1>look ma! html!</h1> </body> </html>	STRING
HIGH	…eration_configurations/test_tutorial003_tutorial004.py	create an item with all the information: - name: each item must have a name - description: a long description -	STRING
HIGH	…_src/path_operation_configuration/tutorial005_py310.py	create an item with all the information: - name: each item must have a name - description: a long description -	STRING
HIGH	…_src/path_operation_configuration/tutorial004_py310.py	create an item with all the information: - name: each item must have a name - description: a long description -	STRING
HIGH	…_operation_advanced_configuration/tutorial004_py310.py	create an item with all the information: - name: each item must have a name - description: a long description -	STRING
HIGH	fastapi/security/open_id_connect_url.py	security scheme description. it will be included in the generated openapi (e.g. visible at `/docs`).	STRING
HIGH	fastapi/security/oauth2.py	security scheme description. it will be included in the generated openapi (e.g. visible at `/docs`).	STRING
HIGH	fastapi/security/api_key.py	security scheme description. it will be included in the generated openapi (e.g. visible at `/docs`).	STRING
HIGH	fastapi/security/http.py	security scheme description. it will be included in the generated openapi (e.g. visible at `/docs`).	STRING
HIGH	docs_src/request_files/tutorial002_an_py310.py	<body> <form action="/files/" enctype="multipart/form-data" method="post"> <input name="files" type="file" multiple> <in	STRING
HIGH	docs_src/request_files/tutorial003_an_py310.py	<body> <form action="/files/" enctype="multipart/form-data" method="post"> <input name="files" type="file" multiple> <in	STRING
HIGH	docs_src/request_files/tutorial002_py310.py	<body> <form action="/files/" enctype="multipart/form-data" method="post"> <input name="files" type="file" multiple> <in	STRING
HIGH	docs_src/request_files/tutorial003_py310.py	<body> <form action="/files/" enctype="multipart/form-data" method="post"> <input name="files" type="file" multiple> <in	STRING

AI Structural Patterns48 hits · 40 pts

Severity	File	Line	Context
LOW	tests/test_dependency_after_yield_streaming.py	53	CODE
LOW	fastapi/params.py	29	CODE
LOW	fastapi/params.py	140	CODE
LOW	fastapi/params.py	224	CODE
LOW	fastapi/params.py	306	CODE
LOW	fastapi/params.py	390	CODE
LOW	fastapi/params.py	470	CODE
LOW	fastapi/params.py	582	CODE
LOW	fastapi/params.py	664	CODE
LOW	fastapi/applications.py	58	CODE
LOW	fastapi/applications.py	1165	CODE
LOW	fastapi/applications.py	1295	CODE
LOW	fastapi/applications.py	1435	CODE
LOW	fastapi/applications.py	1640	CODE
LOW	fastapi/applications.py	2013	CODE
LOW	fastapi/applications.py	2391	CODE
LOW	fastapi/applications.py	2769	CODE
LOW	fastapi/applications.py	3142	CODE
LOW	fastapi/applications.py	3515	CODE
LOW	fastapi/applications.py	3888	CODE
LOW	fastapi/applications.py	4266	CODE
LOW	fastapi/encoders.py	129	CODE
LOW	fastapi/routing.py	293	CODE
LOW	fastapi/routing.py	367	CODE
LOW	fastapi/routing.py	946	CODE
LOW	fastapi/routing.py	1146	CODE
LOW	fastapi/routing.py	1291	CODE
LOW	fastapi/routing.py	2237	CODE
LOW	fastapi/routing.py	2838	CODE
LOW	fastapi/routing.py	2922	CODE
LOW	fastapi/routing.py	3082	CODE
LOW	fastapi/routing.py	3271	CODE
LOW	fastapi/routing.py	3648	CODE
LOW	fastapi/routing.py	4030	CODE
LOW	fastapi/routing.py	4412	CODE
LOW	fastapi/routing.py	4789	CODE
LOW	fastapi/routing.py	5166	CODE
LOW	fastapi/routing.py	5548	CODE
LOW	fastapi/routing.py	5930	CODE
LOW	fastapi/param_functions.py	13	CODE
LOW	fastapi/param_functions.py	357	CODE
LOW	fastapi/param_functions.py	701	CODE
LOW	fastapi/param_functions.py	1018	CODE
LOW	fastapi/param_functions.py	1323	CODE
LOW	fastapi/param_functions.py	1653	CODE
LOW	fastapi/param_functions.py	1968	CODE
LOW	fastapi/openapi/utils.py	523	CODE
LOW	…_operation_advanced_configuration/tutorial006_py310.py	41	CODE

Deep Nesting32 hits · 27 pts

Severity	File	Line	Context
LOW	fastapi/encoders.py	129	CODE
LOW	fastapi/routing.py	367	CODE
LOW	fastapi/routing.py	946	CODE
LOW	fastapi/routing.py	398	CODE
LOW	fastapi/routing.py	1701	CODE
LOW	fastapi/routing.py	2107	CODE
LOW	fastapi/routing.py	2760	CODE
LOW	fastapi/routing.py	3082	CODE
LOW	fastapi/routing.py	516	CODE
LOW	fastapi/routing.py	551	CODE
LOW	fastapi/routing.py	581	CODE
LOW	fastapi/dependencies/utils.py	286	CODE
LOW	fastapi/dependencies/utils.py	362	CODE
LOW	fastapi/dependencies/utils.py	393	CODE
LOW	fastapi/dependencies/utils.py	598	CODE
LOW	fastapi/dependencies/utils.py	784	CODE
LOW	fastapi/dependencies/utils.py	916	CODE
LOW	fastapi/openapi/utils.py	107	CODE
LOW	fastapi/openapi/utils.py	260	CODE
LOW	fastapi/openapi/utils.py	523	CODE
LOW	fastapi/_compat/shared.py	109	CODE
LOW	fastapi/_compat/v2.py	446	CODE
LOW	scripts/contributors.py	175	CODE
LOW	scripts/notify_translations.py	306	CODE
LOW	scripts/doc_parsing_utils.py	141	CODE
LOW	scripts/doc_parsing_utils.py	482	CODE
LOW	scripts/doc_parsing_utils.py	570	CODE
LOW	scripts/docs.py	208	CODE
LOW	scripts/docs.py	600	CODE
LOW	scripts/docs.py	727	CODE
LOW	scripts/docs.py	837	CODE
LOW	scripts/people.py	268	CODE

Excessive Try-Catch Wrapping14 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_ws_router.py	220	except Exception as e: # pragma: no cover	CODE
LOW	tests/test_ws_router.py	245	except Exception as e:	CODE
MEDIUM	tests/test_ws_router.py	217	def catcher(websocket, call_next):	CODE
LOW⚡	tests/test_validation_error_context.py	91	except Exception:	CODE
LOW⚡	tests/test_validation_error_context.py	104	except Exception:	CODE
LOW⚡	tests/test_validation_error_context.py	118	except Exception:	CODE
LOW⚡	tests/test_validation_error_context.py	131	except Exception:	CODE
LOW⚡	tests/test_validation_error_context.py	145	except Exception:	CODE
LOW	fastapi/concurrency.py	30	except Exception as e:	CODE
LOW	fastapi/encoders.py	346	except Exception as e:	CODE
LOW	fastapi/encoders.py	351	except Exception as e:	CODE
LOW	fastapi/routing.py	286	except Exception:	CODE
LOW	fastapi/routing.py	461	except Exception as e:	CODE
MEDIUM	scripts/translation_fixer.py	97	print(f"Error processing {path}: {e}")	CODE

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docs/ja/docs/tutorial/first-steps.md	384	### Step 5: コンテンツの返信 { #step-5-return-the-content }	COMMENT
LOW	docs/ja/docs/tutorial/first-steps.md	394	### Step 6: デプロイする { #step-6-deploy-it }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	225	### Step 1: import `FastAPI` { #step-1-import-fastapi }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	239	### Step 2: create a `FastAPI` "instance" { #step-2-create-a-fastapi-instance }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	247	### Step 3: create a path operation { #step-3-create-a-path-operation }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	356	### Step 4: define the path operation function { #step-4-define-the-path-operation-function }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	384	### Step 5: return the content { #step-5-return-the-content }	COMMENT
LOW	docs/en/docs/tutorial/first-steps.md	394	### Step 6: Deploy it { #step-6-deploy-it }	COMMENT

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs_src/websockets_/tutorial002_an_py310.py	35	var ws = null;	CODE
HIGH	docs_src/websockets_/tutorial002_py310.py	33	var ws = null;	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/test_tutorial/test_sql_databases/test_tutorial002.py	63	# Create a hero	COMMENT
MEDIUM	…s/test_tutorial/test_sql_databases/test_tutorial001.py	63	# Create a hero	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/en/data/sponsors.yml	62	# title: Learn to build high-quality web apps with best practices	COMMENT
MEDIUM	fastapi/routing.py	340	# facilitate profiling endpoints, since inner functions are harder to profile.	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_schema_extra_examples.py	61	# def form_examples(	COMMENT
LOW	tests/test_request_params/test_cookie/test_list.py	1	# Currently, there is no way to pass multiple cookies with the same name.	COMMENT
LOW	…/test_request_params/test_cookie/test_optional_list.py	1	# Currently, there is no way to pass multiple cookies with the same name.	COMMENT
LOW	fastapi/applications.py	1041	),	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	fastapi/routing.py	866	def _update_scope(scope: Scope, child_scope: Scope) -> None:	CODE
LOW	scripts/docs.py	421	def update_languages() -> None:	STRING
LOW	scripts/docs.py	703	def update_docs_includes_py39_to_py310() -> None:	STRING
LOW	scripts/people.py	65	def update_request_info(self, cost: int, remaining: int, reset_at: str) -> None:	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	fastapi/.agents/skills/fastapi/SKILL.md	15	* Dependencies: use `Annotated[..., Depends(...)]`; see [Dependency Injection](#dependency-injection) and [the dependenc	COMMENT

Redundant / Tautological Comments2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	fastapi/dependencies/utils.py	879	# Check if it's a Union type (covers both typing.Union and types.UnionType in Python 3.10+)	COMMENT
LOW	scripts/docs.py	767	# Check if the _an counterpart (or non-_an counterpart) is referenced.	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings