fastapi/full-stack-fastapi-template

6.5

Adjusted Score

6.5

Raw Score

100%

Time Factor

2026-07-13

Last Push

44.2K

Stars

TypeScript

Language

17.0K

Lines of Code

197

Files

Pattern Hits

2026-07-14

Scan Date

0.00

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 0MEDIUM 11LOW 71

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 82 distinct pattern matches across 7 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 Identifiers48 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/utils.py	69	def generate_reset_password_email(email_to: str, email: str, token: str) -> EmailData:	CODE
LOW	backend/app/utils.py	86	def generate_new_account_email(	CODE
LOW	backend/app/utils.py	104	def generate_password_reset_token(email: str) -> str:	CODE
LOW	backend/app/utils.py	117	def verify_password_reset_token(token: str) -> str \| None:	CODE
LOW	backend/app/main.py	10	def custom_generate_unique_id(route: APIRoute) -> str:	CODE
LOW	backend/app/core/config.py	108	def _enforce_non_default_secrets(self) -> Self:	CODE
LOW	backend/app/api/deps.py	52	def get_current_active_superuser(current_user: CurrentUser) -> User:	CODE
LOW	backend/app/api/routes/login.py	105	def recover_password_html_content(email: str, session: SessionDep) -> Any:	CODE
LOW	backend/tests/conftest.py	39	def normal_user_token_headers(client: TestClient, db: Session) -> dict[str, str]:	CODE
LOW	backend/tests/utils/user.py	10	def user_authentication_headers(	CODE
LOW	backend/tests/utils/user.py	30	def authentication_token_from_email(	CODE
LOW	backend/tests/utils/utils.py	17	def get_superuser_token_headers(client: TestClient) -> dict[str, str]:	CODE
LOW	backend/tests/scripts/test_backend_pre_start.py	8	def test_init_successful_connection() -> None:	CODE
LOW	backend/tests/scripts/test_test_pre_start.py	8	def test_init_successful_connection() -> None:	CODE
LOW⚡	backend/tests/crud/test_user.py	30	def test_not_authenticate_user(db: Session) -> None:	CODE
LOW⚡	backend/tests/crud/test_user.py	37	def test_check_if_user_is_active(db: Session) -> None:	CODE
LOW⚡	backend/tests/crud/test_user.py	45	def test_check_if_user_is_active_inactive(db: Session) -> None:	CODE
LOW⚡	backend/tests/crud/test_user.py	53	def test_check_if_user_is_superuser(db: Session) -> None:	CODE
LOW⚡	backend/tests/crud/test_user.py	61	def test_check_if_user_is_superuser_normal_user(db: Session) -> None:	CODE
LOW	backend/tests/api/routes/test_login.py	28	def test_get_access_token_incorrect_password(client: TestClient) -> None:	CODE
LOW	backend/tests/api/routes/test_login.py	67	def test_recovery_password_user_not_exits(	CODE
LOW	backend/tests/api/routes/test_login.py	113	def test_reset_password_invalid_token(	CODE
LOW	backend/tests/api/routes/test_items.py	55	def test_read_item_not_enough_permissions(	CODE
LOW	backend/tests/api/routes/test_items.py	100	def test_update_item_not_found(	CODE
LOW	backend/tests/api/routes/test_items.py	114	def test_update_item_not_enough_permissions(	CODE
LOW	backend/tests/api/routes/test_items.py	142	def test_delete_item_not_found(	CODE
LOW	backend/tests/api/routes/test_items.py	154	def test_delete_item_not_enough_permissions(	CODE
LOW	backend/tests/api/routes/test_users.py	15	def test_get_users_superuser_me(	CODE
LOW	backend/tests/api/routes/test_users.py	26	def test_get_users_normal_user_me(	CODE
LOW	backend/tests/api/routes/test_users.py	37	def test_create_user_new_email(	CODE
LOW	backend/tests/api/routes/test_users.py	60	def test_get_existing_user_as_superuser(	CODE
LOW	backend/tests/api/routes/test_users.py	79	def test_get_non_existing_user_as_superuser(	CODE
LOW	backend/tests/api/routes/test_users.py	90	def test_get_existing_user_current_user(client: TestClient, db: Session) -> None:	CODE
LOW	backend/tests/api/routes/test_users.py	117	def test_get_existing_user_permissions_error(	CODE
LOW	backend/tests/api/routes/test_users.py	132	def test_get_non_existing_user_permissions_error(	CODE
LOW	backend/tests/api/routes/test_users.py	146	def test_create_user_existing_username(	CODE
LOW	backend/tests/api/routes/test_users.py	165	def test_create_user_by_normal_user(	CODE
LOW	backend/tests/api/routes/test_users.py	267	def test_update_password_me_incorrect_password(	CODE
LOW	backend/tests/api/routes/test_users.py	282	def test_update_user_me_email_exists(	CODE
LOW	backend/tests/api/routes/test_users.py	300	def test_update_password_me_same_password_error(	CODE
LOW	backend/tests/api/routes/test_users.py	342	def test_register_user_already_exists_error(client: TestClient) -> None:	CODE
LOW	backend/tests/api/routes/test_users.py	384	def test_update_user_not_exists(	CODE
LOW	backend/tests/api/routes/test_users.py	397	def test_update_user_email_exists(	CODE
LOW	backend/tests/api/routes/test_users.py	451	def test_delete_user_me_as_superuser(	CODE
LOW	backend/tests/api/routes/test_users.py	463	def test_delete_user_super_user(	CODE
LOW	backend/tests/api/routes/test_users.py	482	def test_delete_user_not_found(	CODE
LOW	backend/tests/api/routes/test_users.py	493	def test_delete_user_current_super_user_error(	CODE
LOW	backend/tests/api/routes/test_users.py	508	def test_delete_user_without_privileges(	CODE

Self-Referential Comments11 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	compose.override.yml	23	# Create an entrypoint "http" listening on port 80	COMMENT
MEDIUM	compose.override.yml	25	# Create an entrypoint "https" listening on port 443	COMMENT
MEDIUM	compose.traefik.yml	15	# Define the port inside of the Docker service to use	COMMENT
MEDIUM⚡	compose.traefik.yml	48	# Create an entrypoint "http" listening on port 80	COMMENT
MEDIUM⚡	compose.traefik.yml	50	# Create an entrypoint "https" listening on port 443	COMMENT
MEDIUM⚡	compose.traefik.yml	52	# Create the certificate resolver "le" for Let's Encrypt, uses the environment variable EMAIL	COMMENT
MEDIUM	compose.traefik.yml	70	# Create a volume to store the certificates, even if the container is recreated	COMMENT
MEDIUM	…98dd8ec85a3_edit_replace_id_integers_in_all_models_.py	25	# Create a new UUID column with a default UUID value	COMMENT
MEDIUM	backend/tests/crud/test_user.py	101	# Create a bcrypt hash directly (simulating legacy password)	COMMENT
MEDIUM	backend/tests/api/routes/test_login.py	136	# Create a bcrypt hash directly (simulating legacy password)	COMMENT
MEDIUM	backend/tests/api/routes/test_login.py	170	# Create an argon2 hash (current default)	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	README.md	200	- `first_superuser`: (default: `"admin@example.com"`) The email of the first superuser (in .env).	CODE
LOW	frontend/src/routes/login.tsx	91	placeholder="user@example.com"	CODE
LOW	frontend/src/routes/recover-password.tsx	101	placeholder="user@example.com"	CODE
LOW	frontend/src/routes/signup.tsx	122	placeholder="user@example.com"	CODE
LOW	backend/tests/api/routes/test_login.py	54	patch("app.core.config.settings.SMTP_USER", "admin@example.com"),	CODE
LOW	backend/tests/api/routes/test_users.py	43	patch("app.core.config.settings.SMTP_USER", "admin@example.com"),	CODE

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	backend/app/alembic/env.py	1	CODE
LOW	…rsions/fe56fa70289e_add_created_at_to_user_and_item.py	10	CODE
LOW	…98dd8ec85a3_edit_replace_id_integers_in_all_models_.py	10	CODE
LOW	…sions/1a31ce608336_add_cascade_delete_relationships.py	10	CODE
LOW	…ons/9c0a54914c78_add_max_length_for_string_varchar_.py	10	CODE

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	frontend/playwright.config.ts	41	storageState: 'playwright/.auth/user.json',	COMMENT
LOW	frontend/playwright.config.ts	61	// dependencies: ['setup'],	COMMENT
LOW	backend/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	backend/alembic.ini	21	# the 'revision' command, regardless of autogenerate	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/backend_pre_start.py	10	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/initial_data.py	8	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/utils.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/app/tests_pre_start.py	10	logger = logging.getLogger(__name__)	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/backend_pre_start.py	27	except Exception as e:	CODE
LOW	backend/app/tests_pre_start.py	27	except Exception as e:	CODE
LOW	backend/tests/scripts/test_backend_pre_start.py	26	except Exception:	CODE
LOW	backend/tests/scripts/test_test_pre_start.py	26	except Exception:	CODE