0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

14.7K

Stars

Rust

Language

101.3K

Lines of Code

765

Files

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 85 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 86 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 85

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 86 distinct pattern matches across 5 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 Block74 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	crates/db_schema/src/lib.rs	61	#[derive(Debug, Serialize, Deserialize, Clone, Copy, Default, PartialEq, Eq, Hash)]	COMMENT
LOW	crates/db_schema/src/lib.rs	101		COMMENT
LOW	crates/db_schema/src/source/local_site_rate_limit.rs	1	use chrono::{DateTime, Utc};	COMMENT
LOW	crates/db_schema/src/source/local_site_rate_limit.rs	41	#[derive(Clone, derive_new::new)]	COMMENT
LOW	crates/db_schema/src/source/oauth_provider.rs	21	/// The issuer url of the OAUTH provider.	COMMENT
LOW	crates/db_schema/src/source/oauth_provider.rs	61	#[skip_serializing_none]	COMMENT
LOW	crates/db_schema/src/source/comment.rs	121	pub locked: Option<bool>,	COMMENT
LOW	crates/db_schema/src/source/person.rs	121	#[skip_serializing_none]	COMMENT
LOW	crates/db_schema/src/source/post.rs	221	derive(Identifiable, Queryable, Selectable, Associations, CursorKeysModule)	COMMENT
LOW	crates/db_schema/src/source/instance.rs	61	#[cfg_attr(feature = "full", diesel(check_for_backend(diesel::pg::Pg)))]	COMMENT
LOW	crates/db_schema/src/source/multi_community.rs	121	#[skip_serializing_none]	COMMENT
LOW	crates/db_schema/src/source/local_site.rs	21	#[derive(PartialEq, Eq, Debug, Clone, Serialize, Deserialize, Default)]	COMMENT
LOW	crates/db_schema/src/source/images.rs	41	}	COMMENT
LOW	crates/db_schema/src/source/login_token.rs	1	use chrono::{DateTime, Utc};	COMMENT
LOW	crates/db_schema/src/source/community.rs	241	#[cfg_attr(feature = "full", diesel(check_for_backend(diesel::pg::Pg)))]	COMMENT
LOW	crates/db_schema/src/source/community.rs	261	pub follow_state: Option<CommunityFollowerState>,	COMMENT
LOW	crates/db_schema/src/source/community_tag.rs	61	}	COMMENT
LOW	crates/db_schema/src/impls/community.rs	201	type_: &Option<ListingType>,	COMMENT
LOW	crates/db_views/post/src/impls.rs	321	pub search_title_only: Option<bool>,	COMMENT
LOW	crates/db_views/post/src/api.rs	101	#[cfg_attr(feature = "ts-rs", derive(ts_rs::TS))]	COMMENT
LOW	crates/db_views/post/src/api.rs	161	/// The site metadata response.	COMMENT
LOW	crates/db_views/post/src/api.rs	241	#[skip_serializing_none]	COMMENT
LOW	crates/db_views/post/src/db_perf/series.rs	21	/// For example, if there's a `numbers` table with a `number` column, this inserts all numbers from	COMMENT
LOW	crates/db_views/modlog/src/lib.rs	21	#[skip_serializing_none]	COMMENT
LOW	crates/db_views/person/src/api.rs	21	#[cfg_attr(feature = "ts-rs", ts(optional_fields, export))]	COMMENT
LOW	crates/db_views/person/src/api.rs	61		COMMENT
LOW	crates/db_views/comment/src/api.rs	61		COMMENT
LOW	crates/db_views/report_combined/src/api.rs	41		COMMENT
LOW	crates/db_views/site/src/lib.rs	21	pub mod impls;	COMMENT
LOW	crates/db_views/site/src/lib.rs	41	#[derive(Debug, Serialize, Deserialize, Clone)]	COMMENT
LOW	crates/db_views/site/src/api.rs	281	pub oauth_registration: Option<bool>,	COMMENT
LOW	crates/db_views/site/src/api.rs	361	pub captcha_enabled: bool,	COMMENT
LOW	crates/db_views/site/src/api.rs	401	#[cfg_attr(feature = "ts-rs", ts(optional_fields, export))]	COMMENT
LOW	crates/db_views/site/src/api.rs	421	pub struct GenerateTotpSecretResponse {	COMMENT
LOW	crates/db_views/site/src/api.rs	441	pub username_or_email: SensitiveString,	COMMENT
LOW	crates/db_views/site/src/api.rs	501	#[cfg_attr(feature = "ts-rs", ts(optional_fields, export))]	COMMENT
LOW	crates/db_views/site/src/api.rs	621		COMMENT
LOW	crates/db_views/site/src/api.rs	681	}	COMMENT
LOW	crates/db_views/site/src/api.rs	741	#[cfg_attr(feature = "ts-rs", derive(ts_rs::TS))]	COMMENT
LOW	crates/db_views/site/src/api.rs	781	#[serde(default)]	COMMENT
LOW	crates/db_views/community/src/lib.rs	21	#[cfg(feature = "full")]	COMMENT
LOW	crates/db_views/community/src/api.rs	81		COMMENT
LOW	crates/db_views/community/src/api.rs	161	#[skip_serializing_none]	COMMENT
LOW	crates/server/src/lib.rs	61	static GLOBAL: tikv_jemallocator::Jemalloc = tikv_jemallocator::Jemalloc;	COMMENT
LOW	crates/server/src/lib.rs	81	/// If you are running multiple Lemmy server processes, you probably want to disable scheduled	COMMENT
LOW	crates/server/src/lib.rs	101	///	COMMENT
LOW	crates/utils/src/settings/structs.rs	21	#[doku(example = "Some(Default::default())")]	COMMENT
LOW	crates/utils/src/settings/structs.rs	81	#[serde(default, deny_unknown_fields)]	COMMENT
LOW	crates/utils/src/settings/structs.rs	101	#[serde(default, deny_unknown_fields)]	COMMENT
LOW	crates/utils/src/settings/structs.rs	121	/// Name of the site, can be changed later. Maximum 20 characters. Only used if `admin_username`	COMMENT
LOW	crates/utils/src/settings/structs.rs	141	pub struct PrometheusConfig {	COMMENT
LOW	crates/utils/src/settings/structs.rs	161	}	COMMENT
LOW	crates/utils/src/utils/slurs.rs	81	}	COMMENT
LOW	crates/db_schema_file/src/enums.rs	81	)]	COMMENT
LOW	crates/db_schema_file/src/enums.rs	101	#[cfg_attr(	COMMENT
LOW	crates/db_schema_file/src/enums.rs	121	#[cfg_attr(feature = "full", derive(DbEnum))]	COMMENT
LOW	crates/db_schema_file/src/enums.rs	161	ExistingTypePath = "crate::schema::sql_types::VoteSettingsEnum"	COMMENT
LOW	crates/db_schema_file/src/enums.rs	181	#[cfg_attr(	COMMENT
LOW	crates/db_schema_file/src/newtypes.rs	61	}	COMMENT
LOW	crates/db_schema_file/src/newtypes.rs	81	/// The community report id.	COMMENT
14 more matches not shown…

Slop Phrases4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	18	# out temporarily, but make sure to leave this in the main branch.	COMMENT
LOW	docker/docker-compose.yml	42	# use "image" to pull down an already compiled lemmy-ui. make sure to comment out "build".	COMMENT
LOW	docker/docker-compose.yml	45	# use "build" to build your local lemmy ui image for development. make sure to comment out "image".	COMMENT
LOW	scripts/install.sh	5	# Don't forget to change this string to your actual database parameters	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	api_tests/src/shared.ts	772	export async function saveUserSettingsFederated(api: LemmyHttp) {	CODE
LOW	api_tests/src/shared.ts	933	export function userBlockInstanceCommunities(	CODE
LOW	api_tests/src/shared.ts	957	export function listCommunityPendingFollows(api: LemmyHttp) {	CODE
LOW	api_tests/src/shared.ts	966	export function approveCommunityPendingFollow(	CODE
LOW	api_tests/src/shared.ts	1113	export function assertCommunityFederation(	CODE
LOW	api_tests/src/image.spec.ts	45	async function expectProxiedImageContentDisposition(	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/release.bash	5	# Creating the new tag	COMMENT

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/utils/src/settings/structs.rs	127	#[doku(example = "user@example.com")]	COMMENT

LemmyNet/lemmy

Open-Source Code Quality, Security and Technical Debt Review