3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.4K

Stars

Rust

Language

33.0K

Lines of Code

189

Files

Pattern Hits

2026-10-31

Scan Date

0.05

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 7.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 53 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 6.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 17.0/100 · LOW

Which changes need focused human review? 78 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 9MEDIUM 0LOW 69

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 78 distinct pattern matches across 4 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 Block52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	cliff.toml	81	[git]	COMMENT
LOW	cliff.toml	121	protect_breaking_commits = false	COMMENT
LOW	git-cliff-core/Cargo.toml	41	## Enable integration with Gitea.	COMMENT
LOW	git-cliff-core/src/commit.rs	21	#[derive(Debug, Clone, Eq, PartialEq, Deserialize, Serialize)]	COMMENT
LOW	git-cliff-core/src/commit.rs	121	#[serde(skip_deserializing)]	COMMENT
LOW	git-cliff-core/src/commit.rs	141	/// Arbitrary data to be used with the `--from-context` CLI option.	COMMENT
LOW	git-cliff-core/src/error.rs	1	use thiserror::Error as ThisError;	COMMENT
LOW	git-cliff-core/src/error.rs	21	#[cfg(feature = "repo")]	COMMENT
LOW	git-cliff-core/src/error.rs	41	/// Error that may occur while grouping commits.	COMMENT
LOW	git-cliff-core/src/error.rs	61	ArgumentError(String),	COMMENT
LOW	git-cliff-core/src/error.rs	81	/// value matchers.	COMMENT
LOW	git-cliff-core/src/error.rs	101	HttpHeaderError(#[from] reqwest::header::InvalidHeaderValue),	COMMENT
LOW	git-cliff-core/src/config.rs	121	///	COMMENT
LOW	git-cliff-core/src/config.rs	141	pub commit_parsers: Vec<CommitParser>,	COMMENT
LOW	git-cliff-core/src/config.rs	161	/// Regex to count matched tags.	COMMENT
LOW	git-cliff-core/src/config.rs	181	/// Exclude unrelated commits with changes at the specified paths.	COMMENT
LOW	git-cliff-core/src/config.rs	241	/// GitHub remote.	COMMENT
LOW	git-cliff-core/src/config.rs	401	/// Configures automatic minor version increments for feature changes.	COMMENT
LOW	git-cliff-core/src/config.rs	421	///	COMMENT
LOW	git-cliff-core/src/config.rs	441	pub custom_minor_increment_regex: Option<String>,	COMMENT
LOW	git-cliff-core/src/config.rs	481	#[serde(with = "serde_regex", default)]	COMMENT
LOW	git-cliff-core/src/release.rs	21	pub struct Release<'a> {	COMMENT
LOW	git-cliff-core/src/release.rs	41	/// Submodule commits.	COMMENT
LOW	git-cliff-core/src/lib.rs	1	//! A highly customizable changelog generator ⛰️	COMMENT
LOW	git-cliff-core/src/lib.rs	21	/// Config file parser.	COMMENT
LOW	git-cliff-core/src/lib.rs	41	pub mod repo;	COMMENT
LOW	git-cliff-core/src/embed.rs	1	use std::path::{Component, Path};	COMMENT
LOW	git-cliff-core/src/statistics.rs	21	pub count: usize,	COMMENT
LOW	git-cliff-core/src/markdown.rs	1	//! Markdown post-processing for the generated changelog.	COMMENT
LOW	git-cliff-core/src/template.rs	61	/// Behaves like Tera's built-in `group_by(attribute="group")` filter, but	COMMENT
LOW	git-cliff-core/src/contributor.rs	1	use std::hash::{Hash, Hasher};	COMMENT
LOW	git-cliff-core/src/changelog.rs	241	} else if release_index == self.releases.len() - 1 {	COMMENT
LOW	git-cliff-core/src/changelog.rs	341	tracing::debug!("Number of GitLab commits: {}", commits.len());	COMMENT
LOW	git-cliff-core/src/changelog.rs	441	/// Returns the Azure DevOps metadata needed for the changelog.	COMMENT
LOW	git-cliff-core/src/remote/azure_devops.rs	61	#[derive(Default, Debug, Clone, PartialEq, Serialize, Deserialize)]	COMMENT
LOW	git-cliff-core/src/remote/gitlab.rs	21	/// Optional Description of project	COMMENT
LOW	git-cliff-core/src/remote/bitbucket.rs	41	/// Bitbucket Pagination Header	COMMENT
LOW	git-cliff-core/src/remote/bitbucket.rs	61	/// Author of a commit or a pull request.	COMMENT
LOW	git-cliff-core/src/remote/github.rs	61	/// Label of the pull request.	COMMENT
LOW	config/cliff.toml	41	# See https://www.conventionalcommits.org	COMMENT
LOW	website/blog/git-cliff-2.2.0.md	41	#	COMMENT
LOW	examples/github.toml	1	# git-cliff ~ configuration file	COMMENT
LOW	examples/azure-devops-keepachangelog.toml	1	# git-cliff ~ configuration file	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/test-fixtures.yml	161	previous-release-timestamp: "2022-04-06 01:25:12"	COMMENT
LOW	git-cliff/src/config_path.rs	1	//! Resolution of the configuration file path.	COMMENT
LOW	git-cliff/src/lib.rs	321		COMMENT
LOW	git-cliff/src/lib.rs	581	.rfind(\|release\| !release.commits.is_empty())	COMMENT
LOW	git-cliff/src/lib.rs	601	/// Ok(())	COMMENT
LOW	git-cliff/src/lib.rs	621	/// let args = Opt::parse();	COMMENT
LOW	git-cliff/src/args.rs	161	// `value_delimiter` here: a commit message legitimately contains spaces	COMMENT
LOW	git-cliff/src/args.rs	241	value_name = "TEMPLATE",	COMMENT

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	examples/scoped.toml	# changelog\n all notable changes to this project will be documented in this file.\n	STRING
HIGH	examples/scopesorted.toml	# changelog\n all notable changes to this project will be documented in this file.\n	STRING
HIGH	examples/detailed.toml	# changelog\n all notable changes to this project will be documented in this file.\n	STRING
HIGH	examples/unconventional.toml	# changelog\n all notable changes to this project will be documented in this file.\n	STRING
HIGH	examples/statistics.toml	# changelog\n all notable changes to this project will be documented in this file.\n	STRING
HIGH	examples/gitlab-keepachangelog.toml	# changelog\n all notable changes to this project will be documented in this file. the format is based on [keep a change	STRING
HIGH	examples/keepachangelog.toml	# changelog\n all notable changes to this project will be documented in this file. the format is based on [keep a change	STRING
HIGH	examples/azure-devops-keepachangelog.toml	# changelog\n all notable changes to this project will be documented in this file. the format is based on [keep a change	STRING
HIGH	examples/github-keepachangelog.toml	# changelog\n all notable changes to this project will be documented in this file. the format is based on [keep a change	STRING

Fake / Example Data16 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	git-cliff-core/tests/integration_test.rs	118	pattern: Regex::new("John Doe").ok(),	CODE
LOW	git-cliff-core/tests/integration_test.rs	157	name: Some("John Doe".to_string()),	CODE
LOW	git-cliff-core/src/commit.rs	840	name: Some("John Doe".to_string()),	CODE
LOW	git-cliff-core/src/commit.rs	904	name: Some("John Doe".to_string()),	CODE
LOW	git-cliff-core/src/commit.rs	943	pattern: Regex::new("John Doe").ok(),	CODE
LOW	git-cliff-core/src/commit.rs	1545	name: Some("John Doe".to_string()),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	160	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	170	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	180	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	190	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	202	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	212	name: Some(String::from("John Doe")),	CODE
LOW⚡	git-cliff-core/src/statistics.rs	222	name: Some(String::from("John Doe")),	CODE
LOW	git-cliff-core/src/statistics.rs	267	name: Some(String::from("John Doe")),	CODE
LOW	website/docs/configuration/git.md	291	- `{ field = "author.name", pattern = "John Doe", group = "John's stuff" }`	CODE
LOW	website/docs/configuration/git.md	292	- If the author's name attribute of the commit matches the pattern "John Doe" (as a regex), override the scope with "J	CODE

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/test-fixtures.yml	176	# NOTE: The following four include-path tests all use identical	COMMENT

orhun/git-cliff

Open-Source Code Quality, Security and Technical Debt Review