2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

32.3K

Stars

Rust

Language

331.2K

Lines of Code

675

Files

908

Pattern Hits

2026-10-31

Scan Date

0.01

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 12.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 882 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 13.4/100 · LOW

Which changes need focused human review? 908 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 2HIGH 4MEDIUM 5LOW 897

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 908 distinct pattern matches across 11 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 Block862 hits · 862 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	1	# This template contains all of the possible sections and their default values	COMMENT
LOW	deny.toml	21	# `target_family = "unix"` configuration, that only having windows targets in	COMMENT
LOW	deny.toml	41	#exclude = []	COMMENT
LOW	deny.toml	61		COMMENT
LOW	deny.toml	101	]	COMMENT
LOW	deny.toml	121	# The SPDX expression for the license requirements of the crate	COMMENT
LOW	deny.toml	141	# not have its license(s) checked	COMMENT
LOW	deny.toml	161	# the workspace that is being checked. This can be overridden by allowing/denying	COMMENT
LOW	deny.toml	181		COMMENT
LOW	deny.toml	201	# If true, the allowed features must exactly match the enabled feature set. If	COMMENT
LOW	deny.toml	221	# https://embarkstudios.github.io/cargo-deny/checks/sources/cfg.html	COMMENT
LOW	.config/rumdl.toml	1	# Rumdl enables these rules by default. We disable the ones that report findings	COMMENT
LOW	.config/rumdl.toml	21	# 4 findings. Heading levels should only increment by one level at a time.	COMMENT
LOW	.config/rumdl.toml	41	"commands-show-output",	COMMENT
LOW	.config/rumdl.toml	61	# https://github.com/rvben/rumdl/blob/main/docs/md031.md	COMMENT
LOW	.config/rumdl.toml	81	# 44 findings. Code blocks should use a consistent style.	COMMENT
LOW	.config/rumdl.toml	121	# [heading-increment]	COMMENT
LOW	.config/rumdl.toml	141	# code-blocks = true	COMMENT
LOW	.config/rumdl.toml	161	# [blanks-around-headings]	COMMENT
LOW	.config/rumdl.toml	181	# ol-single = 1	COMMENT
LOW	.config/rumdl.toml	201	# [fenced-code-language]	COMMENT
LOW	.config/rumdl.toml	221	# [link-fragments]	COMMENT
LOW	.config/rumdl.toml	241		COMMENT
LOW	core/src/file_util.rs	1	// Copyright 2021 The Jujutsu Authors	COMMENT
LOW	core/src/file_util.rs	101		COMMENT
LOW	core/src/commit.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/operation.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/tree_walk.rs	1	// Copyright 2026 The Jujutsu Authors	COMMENT
LOW	core/src/tree_walk.rs	121		COMMENT
LOW	core/src/merged_tree.rs	1	// Copyright 2023 The Jujutsu Authors	COMMENT
LOW	core/src/graph.rs	1	// Copyright 2021-2023 The Jujutsu Authors	COMMENT
LOW	core/src/graph.rs	141	/// If no branches are prioritized, the branch containing the first commit in	COMMENT
LOW	core/src/tree_merge.rs	1	// Copyright 2023-2025 The Jujutsu Authors	COMMENT
LOW	core/src/backend.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/backend.rs	181	#[derive(ContentHash, Debug, PartialEq, Eq, Clone, serde::Serialize)]	COMMENT
LOW	core/src/backend.rs	201	/// The change ID of this commit. This is a stable identifier that follows	COMMENT
LOW	core/src/backend.rs	221	pub target_commit: CommitId,	COMMENT
LOW	core/src/backend.rs	241	}	COMMENT
LOW	core/src/backend.rs	261	/// A `CopyHistory` along with its `CopyId`.	COMMENT
LOW	core/src/backend.rs	301	/// UTF-8, such as a symlink target with invalid UTF-8 stored in the Git	COMMENT
LOW	core/src/backend.rs	321	/// The source error.	COMMENT
LOW	core/src/backend.rs	361	},	COMMENT
LOW	core/src/backend.rs	421	/// (`Merge::is_absent()`). For example, when getting the value at a	COMMENT
LOW	core/src/backend.rs	801	///	COMMENT
LOW	core/src/backend.rs	821	/// called this method, since `Store` shares the read between concurrent	COMMENT
LOW	core/src/backend.rs	841	/// committer name to an authenticated user's name, or the backend's	COMMENT
LOW	core/src/backend.rs	861	/// to be reverse-topological. That is, for any two copy records with	COMMENT
LOW	core/src/lib.rs	1	// Copyright 2026 The Jujutsu Authors	COMMENT
LOW	core/src/op_store.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/op_store.rs	281		COMMENT
LOW	core/src/op_store.rs	301	/// Details of this operation.	COMMENT
LOW	core/src/op_store.rs	381		COMMENT
LOW	core/src/index.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/index.rs	41	#[error("Cannot collect all heads by index of this type")]	COMMENT
LOW	core/src/index.rs	181	}	COMMENT
LOW	core/src/index.rs	261	async fn resolve_prefix(	COMMENT
LOW	core/src/conflict_labels.rs	1	// Copyright 2025 The Jujutsu Authors	COMMENT
LOW	core/src/repo_path.rs	1	// Copyright 2020 The Jujutsu Authors	COMMENT
LOW	core/src/repo_path.rs	441	/// Returns the `(common_prefix, self_remainder)`.	COMMENT
LOW	core/src/iter_util.rs	1	// Copyright 2025 The Jujutsu Authors	COMMENT
802 more matches not shown…

Fake / Example Data21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	web/docs/src/content/docs/config.md	2009	email = "YOUR_OSS_EMAIL@example.org"	STRING
LOW	web/docs/src/content/docs/revsets.md	549	'user()' = 'user("me@example.org")'	CODE
LOW	docs/config.md	2523	email = "YOUR_OSS_EMAIL@example.org"	STRING
LOW	docs/revsets.md	599	'user()' = 'user("me@example.org")'	CODE
LOW	cli/tests/test_git_init.rs	1151	user.email = 'base@example.org'	CODE
LOW	cli/tests/test_git_init.rs	1156	user.email = 'new-repo@example.org'	CODE
LOW	cli/tests/test_git_clone.rs	966	user.email = 'base@example.org'	CODE
LOW	cli/tests/test_git_clone.rs	971	user.email = 'new-repo@example.org'	CODE
LOW	cli/src/text_util.rs	729	split_email("user@example.com"),	CODE
LOW	cli/src/config.rs	1312	assert_eq!(parse("John Doe")?.as_str(), Some("John Doe"));	CODE
LOW	cli/src/template_builder.rs	3901	literal(new_signature("User", "user@example.com"))	CODE
LOW	cli/src/template_builder.rs	4040	literal(new_signature("User", "user@example.com"))	CODE
LOW	cli/src/template_builder.rs	5733	literal(new_signature("User", "user@example.com"))	CODE
LOW	cli/src/config/colors.toml	40	"placeholder" = "red"	CODE
LOW	lib/testutils/src/git.rs	24	pub const GIT_EMAIL: &str = "someone@example.org";	CODE
LOW	lib/src/trailer.rs	49	/// Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	COMMENT
LOW	lib/src/trailer.rs	49	/// Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	COMMENT
LOW	lib/src/trailer.rs	153	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed	CODE
LOW	lib/src/trailer.rs	153	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed	CODE
LOW	lib/src/trailer.rs	186	Summary: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	CODE
LOW	lib/src/trailer.rs	186	Summary: Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	cli/src/commit_ref_list.rs	498	.map(\|c\| c.author.timestamp.timestamp.0.to_string())	CODE
CRITICAL	cli/src/commit_ref_list.rs	508	.map(\|c\| c.committer.timestamp.timestamp.0.to_string())	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	web/docs/src/content/docs/config.md	/// set -euo pipefail /// echo "look ma, everything in one file!" /// echo "args: $@" ///	STRING
HIGH	docs/config.md	/// set -euo pipefail /// echo "look ma, everything in one file!" /// echo "args: $@" ///	STRING
HIGH	cli/src/commands/util/exec.rs	/// set -euo pipefail /// echo "look ma, everything in one file!" /// echo "args: $@" ///	STRING

Structural Annotation Overuse9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	web/docs/src/content/docs/FAQ.md	332	#### Step 1: Find the commit ID for the "last good version"	COMMENT
LOW	web/docs/src/content/docs/FAQ.md	414	#### Step 2: Create a new change on top of the original revision	COMMENT
LOW	web/docs/src/content/docs/FAQ.md	455	#### Step 3: Move any bookmarks to the original revision	COMMENT
LOW	web/docs/src/content/docs/FAQ.md	461	#### Step 4: Abandon the unwanted revision	COMMENT
LOW	docs/FAQ.md	344	#### Step 1: Find the commit ID for the "last good version"	COMMENT
LOW	docs/FAQ.md	428	#### Step 2: Create a new change on top of the original revision	COMMENT
LOW	docs/FAQ.md	472	#### Step 3: Move any bookmarks to the original revision	COMMENT
LOW	docs/FAQ.md	478	#### Step 4: Abandon the unwanted revision	COMMENT
LOW	lib/src/graph_dominators.rs	281	// Step 1: Compute Dominators on Reverse Graph	COMMENT

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	web/docs/package-lock.json	7064	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	cli/tests/test_global_opts.rs	1404	// The timestamp is constant sized so this is a robust operation.	COMMENT
MEDIUM	lib/src/secure_config.rs	308	// In the future, we consider something a little more robust, where as	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/tests/test_alias.rs	342	# Create a disabled alias.	COMMENT
MEDIUM	lib/src/secure_config.rs	44	# This file is for old versions of jj.	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	AI_POLICY.md	11	If a substantial part of your contribution is generated by AI, please	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	web/docs/src/content/docs/config.toml	3	# Don't forget to change these to your own details!	COMMENT
LOW	docs/config.toml	3	# Don't forget to change these to your own details!	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	lib/src/graph_dominators.rs	281	// Step 1: Compute Dominators on Reverse Graph	COMMENT
LOW	lib/src/git.rs	497	// a tag or not, and we need to check if it's a commit object.	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/tests/test_merge_trees.rs	116	// TODO: Add tests for simplification of multi-way conflicts. Both the content	COMMENT

jj-vcs/jj

Open-Source Code Quality, Security and Technical Debt Review