3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.7K

Stars

Rust

Language

47.8K

Lines of Code

244

Files

170

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 11.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 115 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 55 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 16.5/100 · LOW

Which changes need focused human review? 170 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 1LOW 169

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 170 distinct pattern matches across 3 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 Block114 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	imessage-database/src/tables/chat_handle.rs	41	}	COMMENT
LOW	imessage-database/src/tables/chat_handle.rs	101	///	COMMENT
LOW	imessage-database/src/tables/chat_handle.rs	241	///	COMMENT
LOW	imessage-database/src/tables/chat_handle.rs	261	///	COMMENT
LOW	imessage-database/src/tables/chat_handle.rs	401	/// We query `chat_message_join.message_date` when that column exists.	COMMENT
LOW	imessage-database/src/tables/chat_handle.rs	441	/// Choose one chat row to represent each deduplicated conversation.	COMMENT
LOW	imessage-database/src/tables/handle.rs	41	// MARK: Rows	COMMENT
LOW	imessage-database/src/tables/handle.rs	61	/// let conn = get_connection(&db_path).unwrap();	COMMENT
LOW	imessage-database/src/tables/handle.rs	101	/// Groups of `handle` rows that belong to one person.	COMMENT
LOW	imessage-database/src/tables/handle.rs	121	///	COMMENT
LOW	imessage-database/src/tables/handle.rs	201	}	COMMENT
LOW	imessage-database/src/tables/table.rs	41	// MARK: Traits	COMMENT
LOW	imessage-database/src/tables/table.rs	101	/// # Example:	COMMENT
LOW	imessage-database/src/tables/table.rs	181	/// };	COMMENT
LOW	imessage-database/src/tables/capabilities.rs	21	},	COMMENT
LOW	imessage-database/src/tables/capabilities.rs	41	pub(crate) utf16_text: bool,	COMMENT
LOW	imessage-database/src/tables/chat.rs	101	}	COMMENT
LOW	imessage-database/src/tables/chat.rs	141		COMMENT
LOW	imessage-database/src/tables/attachment.rs	61	// MARK: MediaType	COMMENT
LOW	imessage-database/src/tables/attachment.rs	141	/// Whether the app bundle ID identifies the Messages drawing board.	COMMENT
LOW	imessage-database/src/tables/attachment.rs	281		COMMENT
LOW	imessage-database/src/tables/attachment.rs	361		COMMENT
LOW	imessage-database/src/tables/attachment.rs	401		COMMENT
LOW	imessage-database/src/tables/attachment.rs	621		COMMENT
LOW	imessage-database/src/tables/messages/message.rs	281	/// Indicates the first message in a thread of replies in [`get_replies()`](crate::tables::messages::Message::get_re	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	301	pub num_replies: i32,	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	321	// MARK: Rows	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	361	}	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	521	fn marks_unattributed(summary: &Value) -> bool {	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	661		COMMENT
LOW	imessage-database/src/tables/messages/message.rs	861	/// `true` when the message is present in the recoverable deleted-message table.	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1001	if !filters.is_empty() {	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1041	} else {	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1061	/// use imessage_database::util::query_context::QueryContext;	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1361	///	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1441	None => Expressive::None,	COMMENT
LOW	imessage-database/src/tables/messages/message.rs	1461	///	COMMENT
LOW	imessage-database/src/tables/messages/body.rs	61	#[derive(Debug, PartialEq)]	COMMENT
LOW	imessage-database/src/tables/messages/columns.rs	61	/// Size of the stack buffer used to case-fold column names. The two longest	COMMENT
LOW	imessage-database/src/tables/messages/columns.rs	121		COMMENT
LOW	…atabase/src/tables/messages/models/attributed_range.rs	1	/*!	COMMENT
LOW	…atabase/src/tables/messages/models/attributed_range.rs	21	/// [`BubbleComponent::Run`](crate::tables::messages::models::BubbleComponent::Run). For example, message text with a	COMMENT
LOW	…atabase/src/tables/messages/models/attributed_range.rs	41	pub struct AttributedRange {	COMMENT
LOW	…atabase/src/tables/messages/models/bubble_component.rs	1	/*!	COMMENT
LOW	…atabase/src/tables/messages/models/bubble_component.rs	21	///	COMMENT
LOW	imessage-database/src/util/size.rs	1	/*!	COMMENT
LOW	imessage-database/src/util/query_context.rs	21	pub selected_handle_ids: Option<BTreeSet<i32>>,	COMMENT
LOW	imessage-database/src/util/query_context.rs	61	/// let mut context = QueryContext::default();	COMMENT
LOW	imessage-database/src/util/query_context.rs	81	/// ```	COMMENT
LOW	imessage-database/src/util/data_detected.rs	21		COMMENT
LOW	imessage-database/src/util/data_detected.rs	121	}	COMMENT
LOW	imessage-database/src/util/streamtyped.rs	21	///	COMMENT
LOW	imessage-database/src/util/streamtyped.rs	41	///	COMMENT
LOW	imessage-database/src/util/plist.rs	41	/// ```xml	COMMENT
LOW	imessage-database/src/util/plist.rs	61	///	COMMENT
LOW	imessage-database/src/util/dirs.rs	21	/// use imessage_database::util::dirs::default_db_path;	COMMENT
LOW	imessage-database/src/util/dirs.rs	81	///	COMMENT
LOW	imessage-database/src/util/bundle_id.rs	1	/*!	COMMENT
LOW	imessage-database/src/util/dates.rs	21	pub const TIMESTAMP_FACTOR: i64 = 1_000_000_000;	COMMENT
LOW	imessage-database/src/util/path_hint.rs	41		COMMENT
54 more matches not shown…

Fake / Example Data55 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW⚡	imessage-exporter/src/app/runtime.rs	915	.insert(0, Name::fake_name(&"A".repeat(200)));	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	917	.insert(1, Name::fake_name(&"B".repeat(200)));	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	919	.insert(2, Name::fake_name(&"C".repeat(200)));	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1156	Name::fake_name("Person With An Extremely and Excessively Long Name 10"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1160	Name::fake_name("Person With An Extremely and Excessively Long Name 11"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1164	Name::fake_name("Person With An Extremely and Excessively Long Name 12"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1168	Name::fake_name("Person With An Extremely and Excessively Long Name 13"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1172	Name::fake_name("Person With An Extremely and Excessively Long Name 14"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1176	Name::fake_name("Person With An Extremely and Excessively Long Name 15"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1180	Name::fake_name("Person With An Extremely and Excessively Long Name 16"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1184	Name::fake_name("Person With An Extremely and Excessively Long Name 17"),	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1620	app.participants.insert(10, Name::fake_name("Person 10")); // Included	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1621	app.participants.insert(11, Name::fake_name("Person 11")); // Included	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1622	app.participants.insert(12, Name::fake_name("Person 12")); // Included	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1623	app.participants.insert(13, Name::fake_name("Person 13")); // Excluded	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1672	app.participants.insert(10, Name::fake_name("Person 10")); // Excluded	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1673	app.participants.insert(11, Name::fake_name("Person 11")); // Excluded	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1674	app.participants.insert(12, Name::fake_name("Person 12")); // Excluded	CODE
LOW⚡	imessage-exporter/src/app/runtime.rs	1675	app.participants.insert(13, Name::fake_name("Person 13")); // Included	CODE
LOW	imessage-exporter/src/app/runtime.rs	875	app.participants.insert(10, Name::fake_name("Person 10"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	876	app.participants.insert(11, Name::fake_name("Person 11"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	894	app.participants.insert(0, Name::fake_name("Person A"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	895	app.participants.insert(1, Name::fake_name("Person B"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	939	app.participants.insert(0, Name::fake_name("Person A"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	940	app.participants.insert(1, Name::fake_name("Person B"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	978	app.participants.insert(i, Name::fake_name(&name));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1016	.insert(i, Name::fake_name(&format!("{i}{}", "n".repeat(width))));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1035	app.participants.insert(0, Name::fake_name("Person A"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1036	app.participants.insert(1, Name::fake_name("Person B"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1202	app.participants.insert(10, Name::fake_name("He slipped his key into the lock, and we all very quietly entered t	CODE
LOW	imessage-exporter/src/app/runtime.rs	1227	app.participants.insert(10, Name::fake_name(&first));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1228	app.participants.insert(11, Name::fake_name(&second));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1284	app.participants.insert(10, Name::fake_name("Person 10"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1285	app.participants.insert(11, Name::fake_name("Person 11"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1332	app.participants.insert(10, Name::fake_name(&emoji_name));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1354	app.participants.insert(i, Name::fake_name(&emoji_name));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1372	app.participants.insert(10, Name::fake_name(&cjk_name));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1398	app.participants.insert(10, Name::fake_name("Person 10"));	CODE
LOW	imessage-exporter/src/app/runtime.rs	1724	let mut alice = Name::fake_name("+15551234567");	CODE
LOW	imessage-exporter/src/app/runtime.rs	1731	let mut bob = Name::fake_name("+15559876543");	CODE
LOW	imessage-exporter/src/app/contacts.rs	112	pub fn fake_name(name: &str) -> Name {	CODE
LOW	imessage-exporter/src/app/compatibility/models.rs	237	assert!(!exists("fake_name"));	CODE
LOW	…sage-exporter/src/exporters/txt/tests/announcements.rs	17	config.participants.insert(0, Name::fake_name(ME));	CODE
LOW	…sage-exporter/src/exporters/txt/tests/announcements.rs	638	let mut business = Name::fake_name("Business");	CODE
LOW	…age-exporter/src/exporters/html/tests/announcements.rs	666	let mut business = Name::fake_name("Business");	CODE
LOW	imessage-exporter/src/exporters/shared/edited.rs	335	config.participants.insert(7, Name::fake_name("Alice"));	CODE
LOW	imessage-exporter/src/exporters/shared/test_support.rs	24	config.participants.insert(0, Name::fake_name(ME));	CODE
LOW	imessage-exporter/src/exporters/shared/test_support.rs	30	config.participants.insert(handle, Name::fake_name(name));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	282	config.participants.insert(42, Name::fake_name("Alice"));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	304	config.participants.insert(7, Name::fake_name("Bob"));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	350	config.participants.insert(7, Name::fake_name("Bob"));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	394	config.participants.insert(7, Name::fake_name("Bob"));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	428	config.participants.insert(handle, Name::fake_name(name));	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	494	let mut business = Name::fake_name("Business");	CODE
LOW	imessage-exporter/src/exporters/shared/announcement.rs	498	let mut alice = Name::fake_name("Alice");	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…atabase/src/message_types/business_chat/list_picker.rs	45	// robust signal.	COMMENT

ReagentX/imessage-exporter

Open-Source Code Quality, Security and Technical Debt Review