max-sixty/worktrunk

6.9

Adjusted Score

6.9

Raw Score

100%

Time Factor

2026-08-29

Last Push

6.7K

Stars

Rust

Language

306.3K

Lines of Code

456

Files

1.8K

Pattern Hits

2026-08-29

Scan Date

0.22

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 99MEDIUM 17LOW 1644

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1760 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block1537 hits · 1434 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	1	[workspace]	COMMENT
LOW	Cargo.toml	121	# Also install as git-wt so `git wt <command>` works as a git subcommand.	COMMENT
LOW	Cargo.toml	161	# backup.rs) landed in chrono 0.4.31. `-Z minimal-versions` otherwise resolves	COMMENT
LOW	Cargo.toml	241	sha2 = "0.11"	COMMENT
LOW	Cargo.toml	261	# Interactive picker (`wt switch`) TUI stack, pulled in only by the `cli`	COMMENT
LOW	Cargo.toml	281	# console — every picker PTY test failed with "Keyboard progressive enhancement	COMMENT
LOW	dist-workspace.toml	1	[workspace]	COMMENT
LOW	.config/lychee.toml	81		COMMENT
LOW	…ktrunk/skills/worktrunk/reference/shell-integration.md	181	# wt () { ... }	COMMENT
LOW	tests/cancel_background.rs	1	//! Cancellation of background commands (`worktrunk::shell_exec`).	COMMENT
LOW	tests/cancel_background.rs	21	///	COMMENT
LOW	tests/integration_tests/shell_integration_windows.rs	1	//! Windows-specific shell integration tests.	COMMENT
LOW	tests/integration_tests/completion_validation.rs	41	/// it to every user's shell.	COMMENT
LOW	tests/integration_tests/switch.rs	481	/// Since tests run via `cargo test`, argv[0] contains a path (`target/debug/wt`), which	COMMENT
LOW	tests/integration_tests/switch.rs	581	/// rev-parse --git-dir failed (exit 128)`.	COMMENT
LOW	tests/integration_tests/switch.rs	721	/// The `--execute` no-integration fallback relocates the payload into the	COMMENT
LOW	tests/integration_tests/switch.rs	761	);	COMMENT
LOW	tests/integration_tests/switch.rs	2681	// meaningful on a platform where the mock `gh` might fail to resolve.	COMMENT
LOW	tests/integration_tests/switch.rs	2741	log_entry["bytes"].as_u64().unwrap_or(0) > 0,	COMMENT
LOW	tests/integration_tests/switch.rs	2961	/// calls keyed by the row's structured MR identity. Both `mode:4` (Log) and `mode:8`	COMMENT
LOW	tests/integration_tests/switch.rs	3281	/// Test same-repo PR when origin points to a different repo (no remote for PR's repo)	COMMENT
LOW	tests/integration_tests/switch.rs	3521	}	COMMENT
LOW	tests/integration_tests/switch.rs	3861	});	COMMENT
LOW	tests/integration_tests/switch.rs	5941	settings.bind(\|\| {	COMMENT
LOW	tests/integration_tests/switch.rs	7701	/// `.git` file of linked worktrees instead of absolute paths. This makes worktree	COMMENT
LOW	tests/integration_tests/for_each.rs	201	/// the wt process. Sending SIGINT to the parent wt process from an integration	COMMENT
LOW	tests/integration_tests/remove.rs	401		COMMENT
LOW	tests/integration_tests/remove.rs	521	None	COMMENT
LOW	tests/integration_tests/remove.rs	541	assert_cmd_snapshot!(make_snapshot_cmd(&repo, "remove", &["feature"], None));	COMMENT
LOW	tests/integration_tests/remove.rs	601	worktree.join(path)	COMMENT
LOW	tests/integration_tests/remove.rs	1601	/// 2. Squash-merge feature into main (main now has A via squash commit)	COMMENT
LOW	tests/integration_tests/remove.rs	1701	/// This is the scenario from issue #1818:	COMMENT
LOW	tests/integration_tests/remove.rs	1781	));	COMMENT
LOW	tests/integration_tests/remove.rs	2161	///	COMMENT
LOW	tests/integration_tests/remove.rs	2641	);	COMMENT
LOW	tests/integration_tests/remove.rs	2721	Some(&worktree_path)	COMMENT
LOW	tests/integration_tests/remove.rs	2961		COMMENT
LOW	tests/integration_tests/remove.rs	3001		COMMENT
LOW	tests/integration_tests/remove.rs	3321	}	COMMENT
LOW	tests/integration_tests/remove.rs	3561	/// touched (100+ is routine) once paid one `lsof` spawn each on every	COMMENT
LOW	tests/integration_tests/remove.rs	3641	);	COMMENT
LOW	tests/integration_tests/remove.rs	4061	cmd	COMMENT
LOW	tests/integration_tests/remove.rs	4221	}	COMMENT
LOW	tests/integration_tests/remove.rs	4321	}	COMMENT
LOW	tests/integration_tests/security.rs	1	//! Security tests for shell injection vulnerabilities	COMMENT
LOW	tests/integration_tests/security.rs	21	//! file is only written by Rust code, never by external content.	COMMENT
LOW	tests/integration_tests/security.rs	41	//!	COMMENT
LOW	tests/integration_tests/security.rs	361	/// at the ref validation level: control characters (bytes < 0x20 or 0x7F)	COMMENT
LOW	tests/integration_tests/list.rs	1341	repo.run_git(&["add", "README.md", "lib.rs"]);	COMMENT
LOW	tests/integration_tests/list.rs	1501	///	COMMENT
LOW	tests/integration_tests/list.rs	1521	///	COMMENT
LOW	tests/integration_tests/list.rs	2521		COMMENT
LOW	tests/integration_tests/list.rs	3321		COMMENT
LOW	tests/integration_tests/list.rs	3701	///	COMMENT
LOW	tests/integration_tests/list.rs	3721	std::fs::write(&ref_path, "0000000000000000000000000000000000000001\n").unwrap();	COMMENT
LOW	tests/integration_tests/list.rs	3821		COMMENT
LOW	tests/integration_tests/list.rs	4021	/// matching `Repository::integration_reason`. A branch whose content lives in	COMMENT
LOW	tests/integration_tests/list.rs	4381	use std::os::unix::fs::PermissionsExt;	COMMENT
LOW	tests/integration_tests/ci_status.rs	501	settings.bind(\|\| {	COMMENT
LOW	tests/integration_tests/ci_status.rs	1341	/// nothing about being an error, and a proxy's HTML page isn't Gitea's shape at	COMMENT
1477 more matches not shown…

Cross-File Repetition84 hits · 420 pts

Severity	File	Line	Snippet	Context
HIGH	…ns/worktrunk/skills/worktrunk/reference/llm-commits.md	0	write a commit message for this diff. one line, under 50 chars. branch: {{ branch }} diff: {{ git_diff }}	STRING
HIGH	docs/public/llm-commits.md	0	write a commit message for this diff. one line, under 50 chars. branch: {{ branch }} diff: {{ git_diff }}	STRING
HIGH	docs/src/content/docs/llm-commits.md	0	write a commit message for this diff. one line, under 50 chars. branch: {{ branch }} diff: {{ git_diff }}	STRING
HIGH	skills/worktrunk/reference/llm-commits.md	0	write a commit message for this diff. one line, under 50 chars. branch: {{ branch }} diff: {{ git_diff }}	STRING
HIGH	…ns/worktrunk/skills/worktrunk/reference/llm-commits.md	0	combine these {{ commit_details \| length }} commits into one message: {% for c in commit_details %} - {{ c.subject }} {%	STRING
HIGH	docs/public/llm-commits.md	0	combine these {{ commit_details \| length }} commits into one message: {% for c in commit_details %} - {{ c.subject }} {%	STRING
HIGH	docs/src/content/docs/llm-commits.md	0	combine these {{ commit_details \| length }} commits into one message: {% for c in commit_details %} - {{ c.subject }} {%	STRING
HIGH	skills/worktrunk/reference/llm-commits.md	0	combine these {{ commit_details \| length }} commits into one message: {% for c in commit_details %} - {{ c.subject }} {%	STRING
HIGH	…ns/worktrunk/skills/worktrunk/reference/llm-commits.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	docs/public/llm-commits.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	docs/src/content/docs/llm-commits.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	skills/worktrunk/reference/llm-commits.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	plugins/worktrunk/skills/worktrunk/reference/config.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	docs/public/config.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	docs/src/content/docs/config.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	skills/worktrunk/reference/config.md	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	src/cli/mod.rs	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	dev/wt.example.toml	0	# - use conventional commits (feat:, fix:, docs:, …) # - reference the relevant issue id in the body #	STRING
HIGH	…gins/worktrunk/skills/worktrunk/reference/extending.md	0	git fetch --all --prune; wt step for-each -- sh -c ' git rev-parse --verify -q @{u} >/dev/null \|\| exit 0 g=$(git rev-par	STRING
HIGH	docs/public/extending.md	0	git fetch --all --prune; wt step for-each -- sh -c ' git rev-parse --verify -q @{u} >/dev/null \|\| exit 0 g=$(git rev-par	STRING
HIGH	docs/src/content/docs/extending.md	0	git fetch --all --prune; wt step for-each -- sh -c ' git rev-parse --verify -q @{u} >/dev/null \|\| exit 0 g=$(git rev-par	STRING
HIGH	skills/worktrunk/reference/extending.md	0	git fetch --all --prune; wt step for-each -- sh -c ' git rev-parse --verify -q @{u} >/dev/null \|\| exit 0 g=$(git rev-par	STRING
HIGH	…gins/worktrunk/skills/worktrunk/reference/extending.md	0	if git diff --quiet head && test -z "$(git ls-files --others --exclude-standard)"; then wt switch --create {{ to }} --ex	STRING
HIGH	docs/public/extending.md	0	if git diff --quiet head && test -z "$(git ls-files --others --exclude-standard)"; then wt switch --create {{ to }} --ex	STRING
HIGH	docs/src/content/docs/extending.md	0	if git diff --quiet head && test -z "$(git ls-files --others --exclude-standard)"; then wt switch --create {{ to }} --ex	STRING
HIGH	skills/worktrunk/reference/extending.md	0	if git diff --quiet head && test -z "$(git ls-files --others --exclude-standard)"; then wt switch --create {{ to }} --ex	STRING
HIGH	…gins/worktrunk/skills/worktrunk/reference/extending.md	0	tail -f "$(wt config state logs --format=json \| jq -r --arg name "{{ name \| sanitize_hash }}" --arg kind "{{ kind }}" '	STRING
HIGH	docs/public/extending.md	0	tail -f "$(wt config state logs --format=json \| jq -r --arg name "{{ name \| sanitize_hash }}" --arg kind "{{ kind }}" '	STRING
HIGH	docs/src/content/docs/extending.md	0	tail -f "$(wt config state logs --format=json \| jq -r --arg name "{{ name \| sanitize_hash }}" --arg kind "{{ kind }}" '	STRING
HIGH	skills/worktrunk/reference/extending.md	0	tail -f "$(wt config state logs --format=json \| jq -r --arg name "{{ name \| sanitize_hash }}" --arg kind "{{ kind }}" '	STRING
HIGH	plugins/worktrunk/skills/worktrunk/reference/config.md	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	docs/public/config.md	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	docs/src/content/docs/config.md	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	skills/worktrunk/reference/config.md	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	src/cli/mod.rs	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	dev/config.example.toml	0	# <task>write a commit message for the staged changes below.</task> # # <format> # - subject line under 50 chars # - for	STRING
HIGH	plugins/worktrunk/skills/worktrunk/reference/config.md	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	docs/public/config.md	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	docs/src/content/docs/config.md	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	skills/worktrunk/reference/config.md	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	src/cli/mod.rs	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	dev/config.example.toml	0	# <task>write a commit message for the combined effect of these commits.</task> # # <format> # - subject line under 50 c	STRING
HIGH	plugins/worktrunk/skills/worktrunk/reference/config.md	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	docs/public/config.md	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	docs/src/content/docs/config.md	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	skills/worktrunk/reference/config.md	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	src/cli/mod.rs	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	dev/config.example.toml	0	# - explain the rationale in the body, not just the change #	STRING
HIGH	…/worktrunk/skills/worktrunk/reference/tips-patterns.md	0	wt config state vars set \ container='{{ repo }}-{{ branch \| sanitize }}-postgres' \ port='{{ ('db-' ~ branch) \| hash_po	STRING
HIGH	docs/public/tips-patterns.md	0	wt config state vars set \ container='{{ repo }}-{{ branch \| sanitize }}-postgres' \ port='{{ ('db-' ~ branch) \| hash_po	STRING
HIGH	docs/src/content/docs/tips-patterns.md	0	wt config state vars set \ container='{{ repo }}-{{ branch \| sanitize }}-postgres' \ port='{{ ('db-' ~ branch) \| hash_po	STRING
HIGH	skills/worktrunk/reference/tips-patterns.md	0	wt config state vars set \ container='{{ repo }}-{{ branch \| sanitize }}-postgres' \ port='{{ ('db-' ~ branch) \| hash_po	STRING
HIGH	…/worktrunk/skills/worktrunk/reference/tips-patterns.md	0	docker run -d --rm \ --name {{ vars.container }} \ -p {{ vars.port }}:5432 \ -e postgres_db={{ branch \| sanitize_db }} \	STRING
HIGH	docs/public/tips-patterns.md	0	docker run -d --rm \ --name {{ vars.container }} \ -p {{ vars.port }}:5432 \ -e postgres_db={{ branch \| sanitize_db }} \	STRING
HIGH	docs/src/content/docs/tips-patterns.md	0	docker run -d --rm \ --name {{ vars.container }} \ -p {{ vars.port }}:5432 \ -e postgres_db={{ branch \| sanitize_db }} \	STRING
HIGH	skills/worktrunk/reference/tips-patterns.md	0	docker run -d --rm \ --name {{ vars.container }} \ -p {{ vars.port }}:5432 \ -e postgres_db={{ branch \| sanitize_db }} \	STRING
HIGH	…/worktrunk/skills/worktrunk/reference/tips-patterns.md	0	f=$(mktemp); printf '\n\n' > "$f"; sed 's/^/# /' >> "$f"; ${editor:-vi} "$f" < /dev/tty > /dev/tty; grep -v '^#' "$f"	STRING
HIGH	docs/public/tips-patterns.md	0	f=$(mktemp); printf '\n\n' > "$f"; sed 's/^/# /' >> "$f"; ${editor:-vi} "$f" < /dev/tty > /dev/tty; grep -v '^#' "$f"	STRING
HIGH	docs/src/content/docs/tips-patterns.md	0	f=$(mktemp); printf '\n\n' > "$f"; sed 's/^/# /' >> "$f"; ${editor:-vi} "$f" < /dev/tty > /dev/tty; grep -v '^#' "$f"	STRING
HIGH	skills/worktrunk/reference/tips-patterns.md	0	f=$(mktemp); printf '\n\n' > "$f"; sed 's/^/# /' >> "$f"; ${editor:-vi} "$f" < /dev/tty > /dev/tty; grep -v '^#' "$f"	STRING
24 more matches not shown…

Synthetic Comment Markers14 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	…gins/worktrunk/skills/worktrunk/reference/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	…gins/worktrunk/skills/worktrunk/reference/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	plugins/worktrunk/skills/worktrunk/reference/README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	plugins/worktrunk/skills/worktrunk/reference/README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	docs/public/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	docs/public/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	docs/src/content/docs/worktrunk.md	104	- [`wt list --full`](/list/#full-mode) — [CI status](/list/#ci-status) and [AI-generated summaries](/list/#llm-summa	CODE
HIGH	skills/worktrunk/reference/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	skills/worktrunk/reference/worktrunk.md	76	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	skills/worktrunk/reference/README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	skills/worktrunk/reference/README.md	94	- [`wt list --full`](https://worktrunk.dev/list/#full-mode) — [CI status](https://worktrunk.dev/list/#ci-status) and	CODE
HIGH	src/commands/statusline.rs	920	// What the schema-2 envelope reports as requested — read from the task	COMMENT

Verbosity Indicators31 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration_tests/switch.rs	1976	// Step 2: From ping-pong worktree, switch back to main	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1985	// Step 3: From main worktree, wt switch - should go to ping-pong	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1994	// Step 4: From ping-pong worktree, wt switch - should go back to main	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1998	// Step 5: From main worktree, wt switch - should go to ping-pong again (ping-pong!)	COMMENT
LOW⚡	tests/integration_tests/switch.rs	7566	// Step 2: Switch to hist-feature again while already there (AlreadyAt)	COMMENT
LOW⚡	tests/integration_tests/switch.rs	7575	// Step 3: `wt switch -` should still go to main (the real previous),	COMMENT
LOW	tests/integration_tests/switch.rs	1961	// Step 1: From main worktree, switch to ping-pong (creates worktree)	COMMENT
LOW	tests/integration_tests/switch.rs	7554	// Step 1: Switch from main to hist-feature (establishes history: previous=main)	COMMENT
LOW⚡	tests/integration_tests/list.rs	108	// Step 1: From main, switch to feature (history: current=feature, previous=main)	COMMENT
LOW⚡	tests/integration_tests/list.rs	115	// Step 2: From feature, switch back to main (history: current=main, previous=feature)	COMMENT
LOW⚡	tests/integration_tests/readme_sync.rs	2707	// Step 0: Fill docs-example bodies in src/cli/mod.rs from snapshots. Runs	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2713	// Step 1: Sync command pages into the Starlight content collection.	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2717	// Step 2: Sync standalone docs files from snapshots.	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2743	// Step 3: Sync skill files (Starlight Markdown → skills/*)	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2752	// Step 4: Sync .well-known/agent-skills/ (skills/ → docs/public/)	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2756	// Step 5: Generate docs/public/llms.txt from Starlight frontmatter.	STRING
LOW	tests/integration_tests/readme_sync.rs	2767	// Step 6: Sync README from the now-fresh docs files. Runs last because	STRING
LOW⚡	tests/integration_tests/shell_wrapper.rs	2750	# Step 1: Verify SOME completion is registered for 'wt' (black-box check)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2757	# Step 2: Get the completion function name (whatever it's called)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2765	# Step 3: Set up completion environment and call the function	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2775	# Step 4: Verify we got completions (black-box: just check we got results)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2885	# Step 1: Verify SOME completion is registered for 'wt' (black-box check)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2894	# Step 2: Test that COMPLETE mode works through our shell function	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	2788	# Step 5: Verify expected subcommands are present	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	2916	# Step 3: Verify expected subcommands are present	COMMENT
LOW	tests/integration_tests/approval_pty.rs	752	// Step 1: project config with only the hook; pre-approve it.	COMMENT
LOW	tests/integration_tests/approval_pty.rs	764	// Step 2: add an unapproved commit append (hook command unchanged, so it	COMMENT
LOW	src/llm.rs	317	// Step 1: Filter out lock files	COMMENT
LOW	src/llm.rs	349	// Step 2: Truncate each section, accumulating until the budget is spent	COMMENT
LOW	src/commands/list/ci_status/gitlab.rs	125	// Step 1: Parse mr list output to find matching MR.	COMMENT
LOW	src/commands/list/ci_status/gitlab.rs	166	// Step 2: Fetch full MR details to get pipeline status.	COMMENT

Structural Annotation Overuse31 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration_tests/switch.rs	1976	// Step 2: From ping-pong worktree, switch back to main	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1985	// Step 3: From main worktree, wt switch - should go to ping-pong	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1994	// Step 4: From ping-pong worktree, wt switch - should go back to main	COMMENT
LOW⚡	tests/integration_tests/switch.rs	1998	// Step 5: From main worktree, wt switch - should go to ping-pong again (ping-pong!)	COMMENT
LOW⚡	tests/integration_tests/switch.rs	7566	// Step 2: Switch to hist-feature again while already there (AlreadyAt)	COMMENT
LOW	tests/integration_tests/switch.rs	1961	// Step 1: From main worktree, switch to ping-pong (creates worktree)	COMMENT
LOW	tests/integration_tests/switch.rs	7554	// Step 1: Switch from main to hist-feature (establishes history: previous=main)	COMMENT
LOW⚡	tests/integration_tests/list.rs	108	// Step 1: From main, switch to feature (history: current=feature, previous=main)	COMMENT
LOW⚡	tests/integration_tests/list.rs	115	// Step 2: From feature, switch back to main (history: current=main, previous=feature)	COMMENT
LOW	tests/integration_tests/list.rs	1537	/// NOTE: This function is used for doc generation. It removes fixture worktrees	COMMENT
LOW⚡	tests/integration_tests/readme_sync.rs	2707	// Step 0: Fill docs-example bodies in src/cli/mod.rs from snapshots. Runs	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2713	// Step 1: Sync command pages into the Starlight content collection.	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2717	// Step 2: Sync standalone docs files from snapshots.	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2743	// Step 3: Sync skill files (Starlight Markdown → skills/*)	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2752	// Step 4: Sync .well-known/agent-skills/ (skills/ → docs/public/)	STRING
LOW⚡	tests/integration_tests/readme_sync.rs	2756	// Step 5: Generate docs/public/llms.txt from Starlight frontmatter.	STRING
LOW	tests/integration_tests/readme_sync.rs	2767	// Step 6: Sync README from the now-fresh docs files. Runs last because	STRING
LOW⚡	tests/integration_tests/shell_wrapper.rs	2750	# Step 1: Verify SOME completion is registered for 'wt' (black-box check)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2757	# Step 2: Get the completion function name (whatever it's called)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2765	# Step 3: Set up completion environment and call the function	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2775	# Step 4: Verify we got completions (black-box: just check we got results)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2885	# Step 1: Verify SOME completion is registered for 'wt' (black-box check)	COMMENT
LOW⚡	tests/integration_tests/shell_wrapper.rs	2894	# Step 2: Test that COMPLETE mode works through our shell function	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	2788	# Step 5: Verify expected subcommands are present	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	2916	# Step 3: Verify expected subcommands are present	COMMENT
LOW	tests/integration_tests/approval_pty.rs	752	// Step 1: project config with only the hook; pre-approve it.	COMMENT
LOW	tests/integration_tests/approval_pty.rs	764	// Step 2: add an unapproved commit append (hook command unchanged, so it	COMMENT
LOW	src/llm.rs	317	// Step 1: Filter out lock files	COMMENT
LOW	src/llm.rs	349	// Step 2: Truncate each section, accumulating until the budget is spent	COMMENT
LOW	src/commands/list/ci_status/gitlab.rs	125	// Step 1: Parse mr list output to find matching MR.	COMMENT
LOW	src/commands/list/ci_status/gitlab.rs	166	// Step 2: Fetch full MR details to get pipeline status.	COMMENT

Unused Imports33 hits · 26 pts

Severity	File	Line	Context
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	3	CODE
LOW	docs/demos/shared/__init__.py	39	CODE
LOW	docs/demos/shared/__init__.py	39	CODE
LOW	docs/demos/shared/validation.py	23	CODE

AI Slop Vocabulary9 hits · 25 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/integration_tests/switch_picker_dry_run.rs	107	// schema (not specific branches/modes) keeps the test robust to fixture	COMMENT
MEDIUM	tests/common/pty.rs	51	// this is the more robust replacement.	COMMENT
MEDIUM	docs/demos/shared/lib.py	806	"""Set up comprehensive mock CLIs for all demo scenarios.	STRING
MEDIUM	.github/workflows/benchmarks.yaml	9	# harness still builds — create-issue-on-benchmark-failure surfaces a break.	COMMENT
MEDIUM	.github/workflows/tend-notifications.yaml	83	# Event workflows mark their own notifications read via the harness	COMMENT
MEDIUM	.github/workflows/tend-review.yaml	112	# containment the harness builds for the contributor's code.	COMMENT
MEDIUM	src/commands/process.rs	681	/// just makes its cleanup robust.	COMMENT
MEDIUM	src/commands/list/collect/mod.rs	293	//! ### Fundamentally uncacheable	COMMENT
MEDIUM	src/commands/list/collect/mod.rs	293	//! ### Fundamentally uncacheable	COMMENT

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/integration_tests/step_promote.rs	390	// ─── Swap tests ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/demos/shared/lib.py	1075	# =============================================================================	COMMENT
MEDIUM	docs/demos/shared/lib.py	1077	# =============================================================================	COMMENT
MEDIUM	src/git/repository/integration.rs	1038	/// └────── squash ── pad1 ── … ── padN = target (each pad reuses parent's tree)	COMMENT

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_tests/shell_wrapper.rs	2462	def test_login_invalid_password():	CODE
LOW	docs/demos/tests/test_recording.py	16	def test_each_theme_records_from_a_fresh_environment(tmp_path: Path) -> None:	CODE
LOW	docs/demos/tests/test_recording.py	72	def test_docs_demos_open_on_a_complete_command_before_execution() -> None:	CODE
LOW	docs/demos/tests/test_recording.py	104	def test_docs_demos_hide_all_setup_and_cleanup_from_the_recording() -> None:	CODE
LOW	docs/demos/tests/test_recording.py	127	def test_mobile_core_demo_has_a_readable_dedicated_recording_contract() -> None:	CODE
LOW	docs/demos/shared/lib.py	1180	def extract_commands_from_tape(	CODE
LOW	docs/demos/shared/validation.py	378	def validate_tui_demo_verbose(demo_name: str, gif_path: Path) -> tuple[bool, str]:	CODE

Self-Referential Comments3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/demos/shared/lib.py	508	"# This file contains fish universal variable definitions.",	STRING
MEDIUM	.github/workflows/release.yaml	345	# Create a GitHub Release while uploading all files to it	COMMENT
MEDIUM	src/cli/mod.rs	626	## Creating a branch	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration_tests/shell_wrapper.rs	1907	# Check if wt completion is registered and write result to marker file	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	1958	# Check if wt completions are registered and write result to marker file	COMMENT
LOW	tests/integration_tests/shell_wrapper.rs	2015	# Check if wt wrapper function is defined and write result to marker file	COMMENT
LOW	.github/workflows/ci.yaml	170	# Check if Cargo/CI files changed (for conditional jobs below)	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/demos/shared/lib.py	796	set -l branch (git rev-parse --abbrev-ref HEAD 2>/dev/null)	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	Cargo.toml	187	# scaffolding; `registry` composes layers. Pinned to ≥ 0.3.17: that's when	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/demos/shared/__init__.py	41	__all__ = [	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings