1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.2K

Stars

Rust

Language

535.2K

Lines of Code

1.0K

Files

667

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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 535 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 3.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 158 finding(s).

PR Review Velocity Impact 8.7/100 · LOW

Which changes need focused human review? 667 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 3MEDIUM 138LOW 524

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 667 distinct pattern matches across 18 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 Block455 hits · 451 pts

Severity	File	Line	Snippet	Context
LOW	crates/kaku-relay/src/main.rs	41	/// A Mac sends frames of a whole screen; a page sends keys, pastes capped at	COMMENT
LOW	crates/kaku-relay/src/main.rs	61	const WRITE_TIMEOUT: Duration = Duration::from_secs(10);	COMMENT
LOW	crates/kaku-relay/src/main.rs	81	/// A link starts with only `HOST_RATE_START`, so reconnecting does not buy a	COMMENT
LOW	crates/wezterm-font/src/lib.rs	1	#![allow(clippy::assign_op_pattern)]	COMMENT
LOW	crates/wezterm-font/src/shaper/harfbuzz.rs	301	log::debug!(	COMMENT
LOW	crates/wezterm-font/src/shaper/harfbuzz.rs	341	let mut cluster = Vec::with_capacity(s.len());	COMMENT
LOW	crates/wezterm-font/src/shaper/harfbuzz.rs	361	// * Then distribute the glyphs across that cell width when assigning them	COMMENT
LOW	crates/wezterm-font/src/shaper/mod.rs	21	/// into a single glyph, such as in `!=` and other ligatures.	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	41		COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	61	#[arg(short = 'e', hide = true)]	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	81	/// --position 10,20 to set x=10, y=20 in screen coordinates	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	101	#[arg(long, requires = "domain")]	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	121		COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	141	/// the process.	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	161	#[arg(long, verbatim_doc_comment)]	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	181	/// This changes the class for all windows spawned by this	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	201	}	COMMENT
LOW	crates/wezterm-gui-subcommands/src/lib.rs	221	/// authentication dialogs.	COMMENT
LOW	crates/pty/src/unix.rs	141	/// On Linux, gnome/mutter leak shell extension fds to wezterm too, so we	COMMENT
LOW	crates/pty/src/lib.rs	1	//! This crate provides a cross platform API for working with the	COMMENT
LOW	crates/pty/src/lib.rs	21	//! // that matches the size of the selected font. That	COMMENT
LOW	crates/pty/src/lib.rs	81	/// Represents the master/control end of the pty	COMMENT
LOW	crates/pty/src/lib.rs	121		COMMENT
LOW	crates/wezterm-blob-leases/src/storage.rs	21	fn lease_by_content(&self, content_id: ContentId, lease_id: LeaseId) -> Result<(), Error>;	COMMENT
LOW	crates/wezterm-mux-server-impl/src/pki.rs	1	use anyhow::{anyhow, Context as _};	COMMENT
LOW	crates/base91/src/lib.rs	1	//! Implements basE91 encoding; see http://base91.sourceforge.net/	COMMENT
LOW	crates/base91/src/lib.rs	21	// be used to endorse or promote products derived from this software without	COMMENT
LOW	crates/wezterm-cell/src/color.rs	21	/// Specifies the color to be used when rendering a cell. This is the	COMMENT
LOW	crates/wezterm-cell/src/lib.rs	41	}	COMMENT
LOW	crates/wezterm-cell/src/lib.rs	521		COMMENT
LOW	crates/wezterm-cell/src/lib.rs	901	/// The input string must be a single grapheme.	COMMENT
LOW	crates/wezterm-cell/src/lib.rs	921	///	COMMENT
LOW	crates/wezterm-cell/src/lib.rs	941	// Since we know this is a single ASCII char, we know that it	COMMENT
LOW	crates/wezterm-cell/src/image.rs	1	//! Images.	COMMENT
LOW	crates/codec/src/lib.rs	1	//! encode and decode the frames for the mux protocol.	COMMENT
LOW	crates/bidi/data/BidiBrackets.txt	1	# BidiBrackets-14.0.0.txt	COMMENT
LOW	crates/bidi/data/BidiBrackets.txt	21	# for the purposes of the Unicode Bidirectional Algorithm.	COMMENT
LOW	crates/bidi/data/BidiBrackets.txt	41	#	COMMENT
LOW	crates/bidi/data/DerivedBidiClass.txt	1	# DerivedBidiClass-14.0.0.txt	COMMENT
LOW	crates/bidi/data/DerivedBidiClass.txt	21	# This includes code points in the Arabic, Syriac, and Thaana blocks, among others.	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	1	# BidiMirroring-14.0.0.txt	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	21	# to another one for character-based mirroring.	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	41	#	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	61	# added after the freezing of the OMPL list. As a result, starting	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	501	FF63; FF62 # [BEST FIT] HALFWIDTH RIGHT CORNER BRACKET	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	521	# 222D; TRIPLE INTEGRAL	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	541	# 224B; TRIPLE TILDE	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	561	# 27CC; LONG DIVISION	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	581	# 29F6; SOLIDUS WITH OVERBAR	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	601	# 2A1C; INTEGRAL WITH UNDERBAR	COMMENT
LOW	crates/bidi/data/BidiMirroring.txt	621	# 2ADC; FORKING	COMMENT
LOW	crates/bidi/src/lib.rs	81	reorder_nsm: bool,	COMMENT
LOW	crates/bidi/src/lib.rs	521	fn dump_state(&self, label: &str) {	COMMENT
LOW	crates/bidi/src/lib.rs	661	}	COMMENT
LOW	crates/bidi/src/lib.rs	701	///	COMMENT
LOW	crates/bidi/src/lib.rs	801	/// Resolve paired brackets for a single text chain.	COMMENT
LOW	crates/bidi/src/lib.rs	861		COMMENT
LOW	crates/bidi/src/lib.rs	881	/// UBA70), no special handling of combining marks following	COMMENT
LOW	crates/bidi/src/lib.rs	921	// Here is the tricky part.	COMMENT
LOW	crates/bidi/src/lib.rs	1041		COMMENT
395 more matches not shown…

Decorative Section Separators122 hits · 374 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/kaku-relay/src/main.rs	149	// ── State ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-relay/src/main.rs	564	// ── Host side ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-relay/src/main.rs	1230	// ── Main ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-relay/src/main.rs	1857	// ── Over real sockets ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2452	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2460	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2468	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2476	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2484	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2492	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2500	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2508	# ================================================	COMMENT
MEDIUM⚡	crates/bidi/data/DerivedBidiClass.txt	2516	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	10	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	46	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1087	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1258	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1278	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1295	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1334	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1349	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1369	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1381	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1391	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1405	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1918	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	1962	# ================================================	COMMENT
MEDIUM	crates/bidi/data/DerivedBidiClass.txt	2308	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	20	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	411	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	680	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	689	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	744	# ================================================	COMMENT
MEDIUM	crates/wezterm-char-props/data/emoji-data.txt	762	# ================================================	COMMENT
MEDIUM	crates/kaku-remote/assets/web/index.html	303	// ── Pairing ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/assets/web/index.html	400	// ── Transport ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/assets/web/index.html	626	// ── Terminal ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/assets/web/index.html	1531	// ── History, scrolled locally ──────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/assets/web/index.html	1931	// ── Tabs ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/assets/web/desktop.js	775	// ── Input ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/lib.rs	38	// ── Token ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/lib.rs	50	// ── Page config ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/lib.rs	192	// ── Host guard ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/lib.rs	247	// ── State file ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/lib.rs	405	// ── Entry point ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	311	// ── Static assets ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	462	// ── Wire protocol ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	861	// ── Frame rendering ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	2465	// ── Input ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	2733	// ── Session ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/web.rs	3292	// ── Local WebSocket ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/pairing.rs	58	// ── Mac signing key ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/pairing.rs	100	// ── Per-connection exchange ───────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/pairing.rs	181	// ── What the page proves ──────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/pairing.rs	336	// ── Devices and the pairing offer on disk ─────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/share.rs	54	// ── Identity ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/share.rs	219	// ── Sealing ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/share.rs	257	// ── One browser's connection ──────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/share.rs	557	// ── Relay framing ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/kaku-remote/src/share.rs	633	// ── Tunnel ────────────────────────────────────────────────────────────────────	COMMENT
62 more matches not shown…

Hyper-Verbose Identifiers35 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW⚡	scripts/test_restart_kaku.py	75	def test_no_running_process_still_opens(self):	STRING
LOW⚡	scripts/test_restart_kaku.py	80	def test_missing_snapshot_terminates_all_then_opens(self):	STRING
LOW⚡	scripts/test_restart_kaku.py	85	def test_only_snapshot_owner_saves(self):	STRING
LOW⚡	scripts/test_restart_kaku.py	90	def test_stale_owner_terminates_all(self):	STRING
LOW⚡	scripts/test_restart_kaku.py	95	def test_leaked_detach_variable_still_detaches(self):	STRING
LOW	scripts/test_main_menu.py	62	def test_advertised_exit_keys_close_the_menu(self):	CODE
LOW	scripts/test_review_gates.py	43	def test_a_complete_row_passes(self):	CODE
LOW	scripts/test_review_gates.py	46	def test_each_broken_cell_is_named(self):	CODE
LOW⚡	scripts/test_review_gates.py	63	def test_a_commit_that_does_not_resolve_fails_in_a_full_clone(self):	CODE
LOW⚡	scripts/test_review_gates.py	69	def test_rows_outside_the_incidents_section_are_not_read(self):	CODE
LOW⚡	scripts/test_review_gates.py	74	def test_only_test_functions_count_as_rust_catchers(self):	CODE
LOW⚡	scripts/test_review_gates.py	84	def test_workflow_steps_are_catchers_by_name(self):	CODE
LOW⚡	scripts/test_review_gates.py	90	def test_the_real_ledger_passes(self):	CODE
LOW	scripts/test_review_gates.py	102	def test_a_path_takes_every_tier_it_matches_highest_first(self):	CODE
LOW	scripts/test_review_gates.py	106	def test_the_sensitive_surfaces_are_never_default(self):	CODE
LOW⚡	scripts/test_review_gates.py	121	def test_docs_and_ordinary_code_need_only_the_default_checks(self):	CODE
LOW⚡	scripts/test_review_gates.py	125	def test_every_tier_pattern_matches_a_tracked_file(self):	CODE
LOW⚡	scripts/test_review_gates.py	134	def test_the_cli_is_advice_only(self):	CODE
LOW⚡	scripts/test_review_gates.py	161	def test_only_rows_reported_in_the_last_seven_days_count(self):	CODE
LOW⚡	scripts/test_review_gates.py	167	def test_it_trips_at_five_rows_and_names_the_layers_by_count(self):	CODE
LOW⚡	scripts/test_review_gates.py	174	def test_a_missing_ledger_never_trips_it(self):	CODE
LOW⚡	scripts/test_review_gates.py	177	def test_it_is_printed_only_beside_a_tier(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	67	def test_rcodesign_network_stops_without_fallback(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	75	def test_override_cannot_expand_network_budget(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	79	def test_lower_retry_budget_is_preserved(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	85	def test_notarytool_keeps_transport_and_stops(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	91	def test_nonnetwork_fallback_is_preserved(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	97	def test_nonnetwork_notarytool_failure_is_not_retried(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	101	def test_retry_success_reaches_stapling(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	108	def test_nonnetwork_signing_error_preserves_exit_without_retry(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	113	def test_timestamp_failure_retries_once_and_preserves_exit(self):	CODE
LOW⚡	scripts/test_notarize_retry.py	160	def test_network_failure_stops_after_one_retry(self):	STRING
LOW⚡	scripts/test_notarize_retry.py	166	def test_permission_failure_is_not_retried(self):	STRING
LOW⚡	scripts/test_notarize_retry.py	172	def test_normal_version_polling_keeps_its_budget(self):	STRING
LOW⚡	scripts/test_notarize_retry.py	177	def test_transient_network_failure_recovers(self):	STRING

Self-Referential Comments9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	assets/shell-integration/kaku.sh	262	# This function is installed as part of the PROMPT_COMMAND;	COMMENT
MEDIUM	assets/shell-integration/kaku.sh	270	# This function is installed as part of the PROMPT_COMMAND.	COMMENT
MEDIUM	assets/shell-integration/kaku.sh	330	# This function is installed as the DEBUG trap. It is invoked before each	COMMENT
MEDIUM	assets/shell-integration/setup_fish.sh	723	# This file is managed by Kaku.app. Any changes may be overwritten.	COMMENT
MEDIUM	assets/shell-integration/setup_fish.sh	851	# This file is managed by Kaku.app. Any changes may be overwritten.	COMMENT
MEDIUM	assets/shell-integration/setup_zsh.sh	927	# This file is managed by Kaku.app. Any changes may be overwritten.	COMMENT
MEDIUM	assets/shell-integration/setup_zsh.sh	1881	# This file is managed by Kaku.app. Any changes may be overwritten.	COMMENT
MEDIUM	assets/shell-integration/setup_zsh.sh	2027	# This file is managed by Kaku.app. Any changes may be overwritten.	COMMENT
MEDIUM	kaku/src/reset.rs	43	"# This file is managed by Kaku.app. Any changes may be overwritten.",	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/kaku-remote/assets/web/xterm.js	1	!function(e,t){if("object"==typeof exports&&"object"==typeof module)module.exports=t();else if("function"==typeof define	CODE
CRITICAL	crates/kaku-remote/assets/web/xterm-webgl.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE

Verbosity Indicators9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	crates/luahelper/src/enumctor.rs	134	// Step 1: see if this is a unit variant.	COMMENT
LOW	crates/luahelper/src/enumctor.rs	146	// Step 2: see if this is a valid variant, and whether we can	COMMENT
LOW	deps/cairo/cairo/src/cairo-scaled-font.c	281	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo-region.c	136	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo-error.c	58	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo-surface.c	179	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo-pattern.c	179	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo.c	392	* The purpose of this function is to allow the user to set a	COMMENT
LOW	deps/cairo/cairo/src/cairo-ps-surface.c	2411	/* PS Output - this section handles output of the parts of the recording	COMMENT

Magic Placeholder Names2 hits · 12 pts

Severity	File	Line	Snippet	Context
HIGH	kaku/src/assistant_config.rs	117	# api_key = \"<your_api_key>\"\n\	COMMENT
HIGH	kaku/src/ai_config/tui/providers/assistant.rs	276	out.push_str("# api_key = \"<your_api_key>\"\n");	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	kaku-gui/src/ai_client/mod.rs	6	//! Supports function/tool calling for agentic workflows.	COMMENT
MEDIUM	assets/shell-integration/setup_zsh.sh	29	# The rust command owns wrapper installation and orchestration.	COMMENT
MEDIUM	kaku/src/assistant_config.rs	132	# pipellm: simple-search, news-search, deep RAG search, page reader\n\	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	kaku-gui/src/termwindow/render/mod.rs	306	// seamless blend). Skip min-contrast enforcement for them so it does not	COMMENT
MEDIUM	kaku-gui/src/termwindow/render/screen_line.rs	722	// Essentially invisible: don't render it, as anti-aliasing	COMMENT
MEDIUM	scripts/test_startup.sh	2	# Exercise report validation and the real measurement harness with a fake app.	COMMENT

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release.sh	456	# Check if release already exists	COMMENT
LOW	scripts/notarize.sh	74	# Check if app exists	COMMENT
LOW	scripts/check_release_notes.sh	2	# Check if RELEASE_NOTES.md version matches Cargo.toml version	COMMENT
LOW	assets/shell-integration/kaku.sh	696	# Check if already notified for this version	COMMENT
LOW	assets/shell-integration/setup_zsh.sh	1020	# Check if RPROMPT currently holds a dynamic starship command	COMMENT
LOW	assets/shell-integration/setup_zsh.sh	2439	# Check if the managed lines already exist	COMMENT

Slop Phrases4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	crates/wezterm-surface/src/cellcluster.rs	151	// Don't forget to include any pending cluster on the final step!	COMMENT
MEDIUM	crates/vtparse/src/lib.rs	1072	// It's worth noting that we see this as final byte `t` here, which	COMMENT
LOW	mux/src/lib.rs	529	// Don't forget to send anything that we might have buffered	COMMENT
LOW	mux/src/lib.rs	531	// for very short lived commands so that we don't forget to	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	scripts/test_restart_kaku.py	14	CODE
LOW	scripts/svg_to_poly.py	16	CODE
LOW	scripts/svg_to_poly.py	105	CODE
LOW	scripts/test_main_menu.py	62	CODE
LOW	scripts/check_incidents.py	74	CODE
LOW	scripts/check_incidents.py	108	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/risk_tier.py	30	"make fmt && make check && make test, then make app; Build Validation green on HEAD; "	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	crates/luahelper/src/enumctor.rs	134	// Step 1: see if this is a unit variant.	COMMENT
LOW	crates/luahelper/src/enumctor.rs	146	// Step 2: see if this is a valid variant, and whether we can	COMMENT
LOW	assets/shell-integration/kaku.sh	183	# WARNING: This variable is no longer used and should not be relied upon.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check_startup_budget.sh	9	# Usage:	COMMENT
LOW	scripts/nightly.sh	14	# Usage:	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/risk_tier.py	15		CODE
LOW	scripts/check_incidents.py	18		CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	kaku/src/ai_config/tui.rs	4357	"email": "user@example.com",	CODE
LOW	kaku/src/ai_config/tui.rs	4390	"email": "user@example.com",	CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	assets/macos/Kaku.app/Contents/Resources/kaku.lua	198	except Exception:	CODE

tw93/Kaku

Open-Source Code Quality, Security and Technical Debt Review