3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.9K

Stars

Rust

Language

225.7K

Lines of Code

1.5K

Files

803

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 15.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 776 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 16.7/100 · LOW

Which changes need focused human review? 803 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 10LOW 793

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 803 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block741 hits · 670 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	/// # Container attributes	COMMENT
LOW	sea-orm-macros/src/lib.rs	501	/// # #[sea_orm(primary_key)]	COMMENT
LOW	sea-orm-macros/src/lib.rs	521	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	541		COMMENT
LOW	sea-orm-macros/src/lib.rs	561	/// # fn table_name(&self) -> &'static str {	COMMENT
LOW	sea-orm-macros/src/lib.rs	581	/// # true	COMMENT
LOW	sea-orm-macros/src/lib.rs	601	/// # panic!("No Relation");	COMMENT
LOW	sea-orm-macros/src/lib.rs	621	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	641	/// - `string_value` or `num_value`:	COMMENT
LOW	sea-orm-macros/src/lib.rs	661	#[cfg(feature = "derive")]	COMMENT
LOW	sea-orm-macros/src/lib.rs	681	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	701	/// #[sea_orm(alias = "bakery_name")]	COMMENT
LOW	sea-orm-macros/src/lib.rs	721	#[cfg(feature = "derive")]	COMMENT
LOW	sea-orm-macros/src/lib.rs	741	/// pub enum Relation {	COMMENT
LOW	sea-orm-macros/src/lib.rs	761	.unwrap_or_else(Error::into_compile_error)	COMMENT
LOW	sea-orm-macros/src/lib.rs	781	/// Payment,	COMMENT
LOW	sea-orm-macros/src/lib.rs	801	/// The DeriveMigrationName derive macro will implement `sea_orm_migration::MigrationName` for a migration.	COMMENT
LOW	sea-orm-macros/src/lib.rs	841	/// Since 2.0, this macro cannot be used with the `FromQueryResult` macro.	COMMENT
LOW	sea-orm-macros/src/lib.rs	861	/// # pub enum Relation {}	COMMENT
LOW	sea-orm-macros/src/lib.rs	881	/// };	COMMENT
LOW	sea-orm-macros/src/lib.rs	901	/// # pub struct Model {	COMMENT
LOW	sea-orm-macros/src/lib.rs	921	/// # pub enum Relation {}	COMMENT
LOW	sea-orm-macros/src/lib.rs	941	/// title: String,	COMMENT
LOW	sea-orm-macros/src/lib.rs	961	/// }	COMMENT
LOW	sea-orm-macros/src/lib.rs	981	/// FROM "cake"	COMMENT
LOW	sea-orm-macros/src/lib.rs	1001	/// # #[derive(Copy, Clone, Debug, DeriveRelation, EnumIter)]	COMMENT
LOW	sea-orm-macros/src/lib.rs	1021	/// #[sea_orm(entity = "worker::Entity")]	COMMENT
LOW	sea-orm-macros/src/lib.rs	1041	/// .join_as(JoinType::LeftJoin, bakery::Relation::Manager.def(), "manager")	COMMENT
LOW	sea-orm-macros/src/lib.rs	1061	///	COMMENT
LOW	sea-orm-macros/src/lib.rs	1141		COMMENT
LOW	sea-orm-macros/src/lib.rs	1161	/// use sea_orm::DeriveValueType;	COMMENT
LOW	sea-orm-macros/src/lib.rs	1181	/// Hard,	COMMENT
LOW	sea-orm-macros/src/lib.rs	1201	/// fn from_str(s: &str) -> Result<Self, Self::Err> {	COMMENT
LOW	sea-orm-macros/src/lib.rs	1221	/// to_str = "Tag::to_str"	COMMENT
LOW	sea-orm-macros/src/lib.rs	1261	Err(e) => e.to_compile_error().into(),	COMMENT
LOW	sea-orm-macros/src/lib.rs	1281	/// #[derive(DeriveIden)]	COMMENT
LOW	sea-orm-macros/src/lib.rs	1301	/// The DeriveArrowSchema derive macro generates an `arrow_schema()` method	COMMENT
LOW	sea-orm-macros/src/derives/util.rs	321	} else if RUST_SPECIAL_KEYWORDS.iter().any(\|s\| s.eq(&string)) {	COMMENT
LOW	sea-orm-macros/src/derives/util.rs	341	/// and cause the above panic;	COMMENT
LOW	sea-orm-macros/src/derives/attributes.rs	81	}	COMMENT
LOW	sea-orm-macros/src/derives/attributes.rs	101	/// Allows to specify RelationDef	COMMENT
LOW	sea-orm-sync/tests/active_enum_tests.rs	261		COMMENT
681 more matches not shown…

Fake / Example Data26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	sea-orm-sync/tests/query_tests.rs	267	"phone": "555-1234",	CODE
LOW	sea-orm-sync/tests/query_tests.rs	286	"phone": "555-1234",	CODE
LOW	sea-orm-sync/tests/query_tests.rs	322	"phone": "555-1234",	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	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	tests/query_tests.rs	285	"phone": "555-1234",	CODE
LOW	tests/query_tests.rs	306	"phone": "555-1234",	CODE
LOW	tests/query_tests.rs	344	"phone": "555-1234",	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

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

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

SeaQL/sea-orm

Open-Source Code Quality, Security and Technical Debt Review