SeaQL/sea-orm

3.3

Adjusted Score

3.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

9.8K

Stars

Rust

Language

218.4K

Lines of Code

1.5K

Files

760

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 10LOW 750

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 760 distinct pattern matches across 9 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.

Over-Commented Block703 hits · 631 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-macros/src/lib.rs	21	}	COMMENT
LOW	sea-orm-macros/src/lib.rs	41	/// # pub id: i32,	COMMENT
LOW	sea-orm-macros/src/lib.rs	61	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	81	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	101	/// use sea_orm::entity::prelude::*;	COMMENT
LOW	sea-orm-macros/src/lib.rs	121	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	221		COMMENT
LOW	sea-orm-macros/src/lib.rs	241	/// # fn table_name(&self) -> &'static str {	COMMENT
LOW	sea-orm-macros/src/lib.rs	261	/// # impl ColumnTrait for Column {	COMMENT
LOW	sea-orm-macros/src/lib.rs	281	/// # fn def(&self) -> RelationDef {	COMMENT
LOW	sea-orm-macros/src/lib.rs	301	/// The EnumIter is also derived, allowing iteration over all enum variants.	COMMENT
LOW	sea-orm-macros/src/lib.rs	321	Err(e) => e.to_compile_error().into(),	COMMENT
LOW	sea-orm-macros/src/lib.rs	341	/// # pub struct Entity;	COMMENT
LOW	sea-orm-macros/src/lib.rs	361	/// # type ValueType = i32;	COMMENT
LOW	sea-orm-macros/src/lib.rs	381	/// #	COMMENT
LOW	sea-orm-macros/src/lib.rs	401		COMMENT
LOW	sea-orm-macros/src/lib.rs	421	/// # "cake"	COMMENT
LOW	sea-orm-macros/src/lib.rs	441	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	481	/// an entity's ActiveModel but may omit some fields or provide optional values with defaults.	COMMENT
LOW	sea-orm-macros/src/lib.rs	501	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	521	/// # pub cake_id: Option<i32>,	COMMENT
LOW	sea-orm-macros/src/lib.rs	541	/// # use sea_orm::entity::prelude::*;	COMMENT
LOW	sea-orm-macros/src/lib.rs	561	/// name: Option<String>,	COMMENT
LOW	sea-orm-macros/src/lib.rs	581	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	601	/// Models that a user can override	COMMENT
LOW	sea-orm-macros/src/lib.rs	621	/// # "cake"	COMMENT
LOW	sea-orm-macros/src/lib.rs	641	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	661	/// # }	COMMENT
LOW	sea-orm-macros/src/lib.rs	681	/// # Macro Attributes	COMMENT
LOW	sea-orm-macros/src/lib.rs	701	/// - For `string_value`, value should be passed as string, i.e. `string_value = "A"`	COMMENT
LOW	sea-orm-macros/src/lib.rs	721	#[proc_macro_derive(DeriveActiveEnum, attributes(sea_orm))]	COMMENT
LOW	sea-orm-macros/src/lib.rs	741	/// For more complete examples, please refer to https://github.com/SeaQL/sea-orm/blob/master/tests/from_query_result_tes	COMMENT
LOW	sea-orm-macros/src/lib.rs	761	/// title: String,	COMMENT
LOW	sea-orm-macros/src/lib.rs	781	#[proc_macro_derive(FromQueryResult, attributes(sea_orm))]	COMMENT
LOW	sea-orm-macros/src/lib.rs	801	/// #[sea_orm(	COMMENT
LOW	sea-orm-macros/src/lib.rs	821	.into()	COMMENT
LOW	sea-orm-macros/src/lib.rs	841	/// #[sea_orm(entity = "super::rental::Entity")]	COMMENT
LOW	sea-orm-macros/src/lib.rs	861	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	901	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	921	/// # impl ActiveModelBehavior for ActiveModel {}	COMMENT
LOW	sea-orm-macros/src/lib.rs	941	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	961	/// # #[sea_orm(primary_key)]	COMMENT
LOW	sea-orm-macros/src/lib.rs	981	/// # impl ActiveModelBehavior for ActiveModel {}	COMMENT
LOW	sea-orm-macros/src/lib.rs	1001	/// }	COMMENT
LOW	sea-orm-macros/src/lib.rs	1021	/// ```	COMMENT
LOW	sea-orm-macros/src/lib.rs	1041	/// LEFT JOIN "bakery" AS "factory" ON "cake"."bakery_id" = "factory"."id"	COMMENT
LOW	sea-orm-macros/src/lib.rs	1061	/// # pub enum Relation {}	COMMENT
LOW	sea-orm-macros/src/lib.rs	1081	/// struct Worker {	COMMENT
LOW	sea-orm-macros/src/lib.rs	1101	/// .join_as(JoinType::LeftJoin, bakery::Relation::Cashier.def(), "cashier")	COMMENT
LOW	sea-orm-macros/src/lib.rs	1121	/// ```compile_fail	COMMENT
LOW	sea-orm-macros/src/lib.rs	1201	strum::enum_iter::enum_iter_inner(&ast)	COMMENT
LOW	sea-orm-macros/src/lib.rs	1221	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	1241	/// Soft,	COMMENT
LOW	sea-orm-macros/src/lib.rs	1261	/// Ok(match s {	COMMENT
LOW	sea-orm-macros/src/lib.rs	1281	/// )]	COMMENT
LOW	sea-orm-macros/src/lib.rs	1321	}	COMMENT
LOW	sea-orm-macros/src/lib.rs	1341	/// struct MyOther;	COMMENT
LOW	sea-orm-macros/src/lib.rs	1361	/// that returns an Apache Arrow schema from a SeaORM entity definition.	COMMENT
LOW	sea-orm-macros/src/derives/util.rs	241	}	COMMENT
LOW	sea-orm-macros/src/derives/util.rs	261	/// - `"A_ B"`	COMMENT
643 more matches not shown…

Self-Referential Comments8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	sea-orm-sync/src/entity/mod.rs	24	//! # Defining an Entity (2.0 dense format)	COMMENT
MEDIUM	sea-orm-sync/src/entity/mod.rs	66	//! # Defining an Entity (1.0 compact format)	COMMENT
MEDIUM	examples/loco_seaography/config/development.yaml	11	# Define the logging format. options: compact, pretty or Json	COMMENT
MEDIUM	examples/loco_starter/config/development.yaml	11	# Define the logging format. options: compact, pretty or Json	COMMENT
MEDIUM	examples/loco_example/config/development.yaml	9	# Define the logging format. options: compact, pretty or Json	COMMENT
MEDIUM	examples/react_admin/backend/config/development.yaml	11	# Define the logging format. options: compact, pretty or Json	COMMENT
MEDIUM	src/entity/mod.rs	24	//! # Defining an Entity (2.0 dense format)	COMMENT
MEDIUM	src/entity/mod.rs	66	//! # Defining an Entity (1.0 compact format)	COMMENT

Fake / Example Data20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-sync/examples/quickstart/src/main.rs	230	.set_title("Lorem ipsum dolor sit amet, consectetur adipiscing elit"),	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	230	.set_title("Lorem ipsum dolor sit amet, consectetur adipiscing elit"),	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	248	assert!(bob.posts[0].title.starts_with("Lorem ipsum"));	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	289	assert!(posts[0].title.starts_with("Lorem ipsum"));	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	304	post.title = Set("Lorem ipsum dolor sit amet".into()); // shorten it	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	304	post.title = Set("Lorem ipsum dolor sit amet".into()); // shorten it	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	315	assert_eq!(post.title, "Lorem ipsum dolor sit amet");	CODE
LOW	sea-orm-sync/examples/quickstart/src/main.rs	315	assert_eq!(post.title, "Lorem ipsum dolor sit amet");	CODE
LOW	sea-orm-sync/src/value.rs	105	match V::try_from(V::null().dummy_value()) {	CODE
LOW	examples/quickstart/src/main.rs	237	.set_title("Lorem ipsum dolor sit amet, consectetur adipiscing elit"),	CODE
LOW	examples/quickstart/src/main.rs	237	.set_title("Lorem ipsum dolor sit amet, consectetur adipiscing elit"),	CODE
LOW	examples/quickstart/src/main.rs	256	assert!(bob.posts[0].title.starts_with("Lorem ipsum"));	CODE
LOW	examples/quickstart/src/main.rs	299	assert!(posts[0].title.starts_with("Lorem ipsum"));	CODE
LOW	examples/quickstart/src/main.rs	314	post.title = Set("Lorem ipsum dolor sit amet".into()); // shorten it	CODE
LOW	examples/quickstart/src/main.rs	314	post.title = Set("Lorem ipsum dolor sit amet".into()); // shorten it	CODE
LOW	examples/quickstart/src/main.rs	326	assert_eq!(post.title, "Lorem ipsum dolor sit amet");	CODE
LOW	examples/quickstart/src/main.rs	326	assert_eq!(post.title, "Lorem ipsum dolor sit amet");	CODE
LOW	examples/react_admin/frontend/src/users.json	7	"fullName": "Jane Doe",	CODE
LOW	examples/react_admin/frontend/src/users.json	14	"fullName": "John Doe",	CODE
LOW	src/value.rs	105	match V::try_from(V::null().dummy_value()) {	CODE

Structural Annotation Overuse12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-sync/examples/pi_spigot/README.md	24	### Step 1: Define your state as a SeaORM entity	COMMENT
LOW	sea-orm-sync/examples/pi_spigot/README.md	52	### Step 2: Write `to_state` / `from_state`	COMMENT
LOW	sea-orm-sync/examples/pi_spigot/README.md	77	### Step 3: Checkpoint with transactions	COMMENT
LOW	sea-orm-sync/examples/pi_spigot/README.md	91	### Step 4: Resume on startup	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	34	// Step 1: Generate 100 random rows	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	63	// Step 2: Convert to Arrow RecordBatch and write to Parquet	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	83	// Step 3: Read the Parquet file back into a RecordBatch	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	105	// Step 4: Dump into SQLite	COMMENT
LOW	examples/parquet_example/src/main.rs	35	// Step 1: Generate 100 random rows	COMMENT
LOW	examples/parquet_example/src/main.rs	64	// Step 2: Convert to Arrow RecordBatch and write to Parquet	COMMENT
LOW	examples/parquet_example/src/main.rs	84	// Step 3: Read the Parquet file back into a RecordBatch	COMMENT
LOW	examples/parquet_example/src/main.rs	106	// Step 4: Dump into SQLite	COMMENT

Slop Phrases6 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/rocket_okapi_example/Rocket.toml	6	# make sure to enable "sqlx-mysql" feature in Cargo.toml, i.e default = ["sqlx-mysql"]	COMMENT
LOW⚡	examples/rocket_okapi_example/Rocket.toml	10	# make sure to enable "sqlx-postgres" feature in Cargo.toml, i.e default = ["sqlx-postgres"]	COMMENT
LOW⚡	examples/rocket_okapi_example/Rocket.toml	14	# make sure to enable "sqlx-sqlite" feature in Cargo.toml, i.e default = ["sqlx-sqlite"]	COMMENT
LOW⚡	examples/rocket_example/Rocket.toml	6	# make sure to enable "sqlx-mysql" feature in Cargo.toml, i.e default = ["sqlx-mysql"]	COMMENT
LOW⚡	examples/rocket_example/Rocket.toml	10	# make sure to enable "sqlx-postgres" feature in Cargo.toml, i.e default = ["sqlx-postgres"]	COMMENT
LOW⚡	examples/rocket_example/Rocket.toml	14	# make sure to enable "sqlx-sqlite" feature in Cargo.toml, i.e default = ["sqlx-sqlite"]	COMMENT

Verbosity Indicators8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	34	// Step 1: Generate 100 random rows	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	63	// Step 2: Convert to Arrow RecordBatch and write to Parquet	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	83	// Step 3: Read the Parquet file back into a RecordBatch	COMMENT
LOW	sea-orm-sync/examples/parquet_example/src/main.rs	105	// Step 4: Dump into SQLite	COMMENT
LOW	examples/parquet_example/src/main.rs	35	// Step 1: Generate 100 random rows	COMMENT
LOW	examples/parquet_example/src/main.rs	64	// Step 2: Convert to Arrow RecordBatch and write to Parquet	COMMENT
LOW	examples/parquet_example/src/main.rs	84	// Step 3: Read the Parquet file back into a RecordBatch	COMMENT
LOW	examples/parquet_example/src/main.rs	106	// Step 4: Dump into SQLite	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	sea-orm-macros/src/derives/attributes.rs	106	/// will utilize `impl Related` trait	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/rust.yml	3	# --------------------------------------------------------------------------------	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-macros/src/lib.rs	483	/// ## Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings