3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

3.0K

Stars

TypeScript

Language

2.4M

Lines of Code

6.2K

Files

7.3K

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 12.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6403 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 139 finding(s).

Agent Over-Engineering Ratio 14.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6389 finding(s).

PR Review Velocity Impact 17.6/100 · LOW

Which changes need focused human review? 7342 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 12HIGH 45MEDIUM 807LOW 6478

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 7342 distinct pattern matches across 22 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.

Hyper-Verbose Identifiers5589 hits · 5258 pts

Severity	File	Line	Snippet	Context
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	86	def test_python_template_composes_queries_through_broker_cli_and_redacts(	CODE
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	104	def test_python_template_requires_exact_bound_approval(	CODE
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	161	def test_python_template_requires_explicit_session_and_rejects_bypass_inputs(	CODE
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	200	def test_python_template_rejects_forbidden_operation_before_approval(	CODE
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	224	def test_python_template_binds_workflow_gate_answer_to_session(	CODE
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	256	def test_python_template_contains_no_endpoint_authority_bypass() -> None:	CODE
LOW	docs/examples/gjc-hooks/pre/bash-hol-guard.ts	24	export default function registerHolGuardPreflight(api: HookApi): void {	CODE
LOW	integrations/streamdeck-cmux/plugin/plugin.js	162	async function savedSessionProjectCounts() {	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	2354	"finalAnswer": "{\"answer\":\"In openai-codex-responses.ts, the freeform custom-tool gate checks the model c	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	2799	"finalAnswer": "{\"answer\":\"In openai-codex-responses.ts, the freeform custom-tool gate checks the model c	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	2843	"resultExcerpt": " */\nfunction supportsFreeformApplyPatchCodex(model: Model<\"openai-codex-responses\">	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	3272	"finalAnswer": "{\"answer\":\"In openai-codex-responses.ts, freeform custom tools are gated by the model cap	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	3316	"resultExcerpt": " */\nfunction supportsFreeformApplyPatchCodex(model: Model<\"openai-codex-responses\">	CODE
LOW	scripts/benchmark-code-mode-exploratory-results.json	4167	"resultExcerpt": "# packages/coding-agent/src/tools/\n## output-meta.ts\n 985\|\n*986\|const BODY_TRUNCATI	CODE
LOW	scripts/worktree-deps.ts	97	function defaultPackageTargetExists(resolvedPath: string): boolean {	CODE
LOW	scripts/worktree-deps.ts	106	export function findForeignWorkspaceLinks(repoRoot: string): ForeignWorkspaceLink[] {	CODE
LOW	scripts/worktree-deps.ts	158	export function listWorkspacePackageNames(repoRoot: string): string[] {	CODE
LOW	scripts/worktree-deps.ts	184	export function inspectWorkspaceDependencies(probe: WorkspaceDependencyProbe): WorkspaceDependencySnapshot {	CODE
LOW	scripts/worktree-deps.ts	223	export function formatWorkspaceDependencyFailure(snapshot: WorkspaceDependencySnapshot): string {	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	274	"export function hasSafeChatDaemonStateShape(value: unknown) { return value !== null; }",	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	275	"export function isExactPreUpgradeUnavailableChatDaemonState(value: unknown) { return value === 'unavailable'; }",	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	384	base.set(config, "export function parseNotificationSettingsSnapshot() { return { toolActivity: { enabled: false } }; }"	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	385	head.set(config, "export function parseNotificationSettingsSnapshot() { return { toolActivity: { enabled: true } }; }")	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	428	"export function isExactPreUpgradeUnavailableChatDaemonState(value: unknown) { return value === 'unavailable'; }",	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	429	"export function isExactPreUpgradeUnavailableChatDaemonState(value: unknown) { return value === 'legacy'; }",	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	474	'function isUnsupportedTelegramDirectoryBarrier(error: unknown) { return (error as { code?: string }).code === "EINV	CODE
LOW	scripts/telegram-daemon-generation-guard.test.ts	480	'function isUnsupportedTelegramDirectoryBarrier(error: unknown) { return (error as { code?: string }).code === "EACCE	CODE
LOW	scripts/generate-json-schemas.ts	86	function stampMaxTokensSafeCeiling(node: unknown): void {	CODE
LOW	scripts/generate-json-schemas.ts	129	function settingDefinitionToJsonSchema(settingPath: string, definition: SettingDefinition): JsonSchemaObject {	CODE
LOW	scripts/generate-json-schemas.ts	200	function constrainedRecordSelectorSchema(valueSchema: {	CODE
LOW	scripts/macos-code-signing.ts	17	export function buildMacOSAdHocCodeSignCommand(requirementPath: string, binaryPath: string): string[] {	CODE
LOW	scripts/ci-release-build-binaries.ts	87	function shouldAdhocSignDarwinBinary(target: BinaryTarget): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	30	export function isTelegramDaemonGenerationGuardFile(changedPath: string): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	34	export function needsTelegramDaemonGenerationGuard(paths: readonly string[]): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	648	export function isWindowsSessionPathRegressionPath(changedPath: string): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	720	export function needsWindowsSessionPathRegression(paths: readonly string[]): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	900	async function assertCheckedOutSourceHead(sourceSha: string): Promise<void> {	CODE
LOW	scripts/ci-dev-affected.ts	1373	function addCodingAgentSdkProductionHostTask(tasks: Map<string, Task>): void {	CODE
LOW	scripts/ci-dev-affected.ts	1416	function isCodingAgentShardOneCoveragePath(changedPath: string): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	1575	function isRootPackageReleaseHarnessOnly(paths: readonly string[]): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	1587	function isReleaseHarnessScriptPath(changedPath: string): boolean {	CODE
LOW	scripts/ci-dev-affected.ts	1731	async function assertTypeScriptInventoryLive(inventory: BuildInventory): Promise<void> {	CODE
LOW	scripts/ci-dev-affected.ts	1813	export function requiresCargoWorkspaceEmergency(	CODE
LOW	scripts/ci-dev-affected.ts	1981	export function validateAffectedAggregate(results: AffectedAggregateResults): void {	CODE
LOW	scripts/ci-dev-affected.ts	2218	async function readValidatedEvidencePlan(root: string): Promise<{ tasks: Task[]; raw: Uint8Array; mode: PlanMode }> {	CODE
LOW	scripts/tool_io.py	138	def list_recent_session_files(config: ToolIOConfig) -> list[Path]:	CODE
LOW	scripts/check-visible-definitions.ts	83	function getIgnoredDefinitionPaths(paths: string[]): string[] {	CODE
LOW	scripts/rebrand-inventory.ts	166	function listBundledWorkflowSkills(): VisibleDefinition[] {	CODE
LOW	scripts/rebrand-inventory.ts	288	function collectRootMetadataViolations(): MetadataViolation[] {	CODE
LOW	scripts/verify-gjc-state-writers.ts	171	function lineLooksLikeGeneratedStringLiteral(line: string): boolean {	CODE
LOW	scripts/verify-gjc-state-writers.ts	175	function nearbyAssignmentTargetsThisLine(lines: readonly string[], index: number): boolean {	CODE
LOW	scripts/verify-gjc-state-writers.ts	198	function isGuardedOutsideProjectGjcFallback(lines: readonly string[], index: number): boolean {	CODE
LOW	scripts/verify-gjc-state-writers.ts	204	function isGuardedOutsideProjectGjcTernaryFallback(lines: readonly string[], index: number): boolean {	CODE
LOW	scripts/generate-gjc-plugins.ts	430	export function findUnexpectedPluginFiles(files: ReadonlyMap<string, string>, root = pluginsDir): string[] {	CODE
LOW	scripts/verify-module-trace.ts	768	function literalDynamicImportSpecifiers(source: string): string[] {	CODE
LOW	scripts/harness-gates.test.ts	44	function structurallyValidBaseline(): string {	CODE
LOW	scripts/generate-gjc-sdk-skills.ts	105	function isSameRegularFileIdentity(first: RegularFileIdentity, second: RegularFileIdentity): boolean {	CODE
LOW	scripts/generate-gjc-sdk-skills.ts	148	export function validatePromptAllowlistConsistency(): string \| null {	CODE
LOW	scripts/generate-gjc-sdk-skills.ts	543	export async function findUnexpectedSdkSkillFiles(files: ReadonlyMap<string, string>, root = bundleDir): Promise<string[	CODE
LOW	scripts/run-sdk-production-host-isolated.ts	32	export async function runSdkProductionHostIsolated(	CODE
5529 more matches not shown…

Decorative Section Separators742 hits · 2190 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	Cargo.toml	71	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	73	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	77	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	79	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	88	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	90	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	93	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	95	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	103	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	105	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	113	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	115	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	118	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	120	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	127	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	129	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	134	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	136	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	141	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	143	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	149	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	151	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	155	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	157	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	161	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	163	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	168	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	170	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	174	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	176	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	182	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	184	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	195	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	197	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	205	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	207	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	212	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	214	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	221	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	223	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	226	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	228	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	236	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	238	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	248	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	250	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	255	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	257	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	260	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	262	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	289	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	291	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	296	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	298	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	304	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	306	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	314	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	319	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	342	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	344	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
682 more matches not shown…

Over-Commented Block646 hits · 582 pts

Severity	File	Line	Snippet	Context
LOW	bunfig.toml	21	# Untracked test working space (AGENTS.md, issue #4420). Debugging and	COMMENT
LOW	.config/nextest.toml	1	# CI reliability policy for cargo-nextest.	COMMENT
LOW	crates/pi-walker/src/lib.rs	1	// Vendored from oh-my-pi (MIT) crates/pi-walker/src/lib.rs @	COMMENT
LOW	crates/pi-walker/src/lib.rs	81		COMMENT
LOW	crates/pi-walker/src/lib.rs	141	/// Size metadata policy for high-level requests.	COMMENT
LOW	crates/pi-walker/src/lib.rs	521	pub enum WalkRank {	COMMENT
LOW	crates/pi-walker/src/lib.rs	981		COMMENT
LOW	crates/pi-walker/src/lib.rs	1101	Ok(stats)	COMMENT
LOW	crates/pi-diff/src/lib.rs	1	// Vendored from oh-my-pi (MIT) crates/pi-diff/src/lib.rs @	COMMENT
LOW	crates/brush-builtins-vendored/src/factory.rs	21	/// # Arguments	COMMENT
LOW	crates/brush-builtins-vendored/src/fc.rs	201		COMMENT
LOW	crates/brush-builtins-vendored/src/history.rs	21	/// Appends the history from the current session to the history file.	COMMENT
LOW	crates/brush-builtins-vendored/src/read.rs	41		COMMENT
LOW	crates/brush-builtins-vendored/src/read.rs	281	}	COMMENT
LOW	crates/brush-builtins-vendored/src/read.rs	301	InputNotReady,	COMMENT
LOW	crates/brush-builtins-vendored/src/ulimit.rs	361	hard: bool,	COMMENT
LOW	crates/brush-builtins-vendored/src/ulimit.rs	381	#[arg(short = 'i', default_missing_value = "", num_args(0..=1), help = ResourceDescription::SIGPENDING)]	COMMENT
LOW	crates/brush-builtins-vendored/src/ulimit.rs	401	/// the maximum real-time scheduling priority	COMMENT
LOW	crates/brush-builtins-vendored/src/declare.rs	41	crate::minus_or_plus_flag_arg!(MakeExportedFlag, 'x', "Mark the variable for export.");	COMMENT
LOW	crates/brush-builtins-vendored/src/declare.rs	61	/// variable being shadowed.	COMMENT
LOW	crates/brush-builtins-vendored/src/declare.rs	81	#[clap(flatten)] // -n	COMMENT
LOW	crates/brush-builtins-vendored/src/bind.rs	41	pub(crate) struct BindCommand {	COMMENT
LOW	crates/brush-builtins-vendored/src/bind.rs	61	/// List variables.	COMMENT
LOW	crates/pi-shell/src/minimizer.rs	41	pub changed: bool,	COMMENT
LOW	crates/pi-shell/src/shell.rs	1481	}	COMMENT
LOW	crates/pi-shell/src/shell.rs	1661	return Err(err);	COMMENT
LOW	crates/pi-shell/src/shell.rs	2441	assert_eq!(child_session_action(false, true, true), ChildSessionAction::None,);	COMMENT
LOW	crates/pi-shell/src/shell.rs	2461	fn pipeline_stage_does_not_detach() {	COMMENT
LOW	crates/pi-shell/src/shell.rs	2681	/// The host-console probe itself is pinned by	COMMENT
LOW	crates/pi-shell/src/fixup.rs	1	//! Conservative pre-execution rewrites for bash commands.	COMMENT
LOW	crates/pi-shell/src/process.rs	21	/// `Process::from_pid` returns `None` for both a genuinely dead pid and a pid	COMMENT
LOW	crates/pi-shell/src/process.rs	41	/// limitation, an invalid (non-positive) pid, or a transient I/O	COMMENT
LOW	crates/pi-shell/src/process.rs	61	#[derive(Clone, Copy, Debug, PartialEq, Eq)]	COMMENT
LOW	crates/pi-shell/src/process.rs	901	/// silently truncates the second call to the supplied buffer size even	COMMENT
LOW	crates/pi-shell/src/process.rs	1021	/// refuses it with `EPERM` for setuid or entitlement-carrying children such	COMMENT
LOW	crates/pi-shell/src/process.rs	1841	Some(tree)	COMMENT
LOW	crates/pi-shell/src/process.rs	2301		COMMENT
LOW	crates/pi-shell/src/process.rs	2561	/// acting on any pid difference derived from it.	COMMENT
LOW	crates/pi-shell/src/process.rs	2661	}	COMMENT
LOW	crates/pi-shell/src/process.rs	2961	);	COMMENT
LOW	crates/pi-shell/src/minimizer/primitives.rs	161	for line in lines.iter().skip(lines.len() - max_lines / 2) {	COMMENT
LOW	crates/pi-shell/src/minimizer/config.rs	21	fn normalize_max_capture_bytes(value: u32) -> u32 {	COMMENT
LOW	crates/pi-shell/src/minimizer/plan.rs	1	//! Structural analysis of a shell command using `brush-parser`.	COMMENT
LOW	crates/pi-shell/src/minimizer/plan.rs	21	//! we return `Unsupported` and the engine passes through.	COMMENT
LOW	crates/pi-shell/src/minimizer/pipeline.rs	1	//! Declarative filter pipelines loaded from TOML.	COMMENT
LOW	crates/pi-shell/src/minimizer/engine.rs	41	},	COMMENT
LOW	crates/pi-ast/src/block.rs	1	// Vendored from oh-my-pi (MIT) crates/pi-ast/src/block.rs @	COMMENT
LOW	crates/pi-ast/src/block.rs	81	// Query a one-column-wide range over the first content character rather	COMMENT
LOW	crates/pi-ast/src/block.rs	241	/// boundary line sitting outside that window.	COMMENT
LOW	crates/pi-ast/src/block.rs	281	pub struct NodeSpan {	COMMENT
LOW	crates/pi-ast/src/block.rs	541	assert_eq!(resolve(code, "b.ts", 1), None);	COMMENT
LOW	crates/pi-ast/src/block.rs	741		COMMENT
LOW	crates/pi-ast/src/block.rs	881	// Source 0 was evicted well before the loop ended (twice `MAX_ENTRIES`	COMMENT
LOW	crates/pi-ast/src/parse_cache.rs	1	// Vendored from oh-my-pi (MIT) crates/pi-ast/src/parse_cache.rs @	COMMENT
LOW	crates/pi-ast/src/parse_cache.rs	41	/// multi-megabyte blob dominate process RSS. Files above this are still parsed,	COMMENT
LOW	crates/pi-ast/src/summary.rs	21	/// Language alias (e.g. "rust", "typescript") used before path inference.	COMMENT
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	1	//! Example of implementing a custom builtin command for a brush-core based	COMMENT
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	21		COMMENT
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	61		COMMENT
LOW	crates/brush-core-vendored/src/int_utils.rs	41	/// # Type Parameters	COMMENT
586 more matches not shown…

Cross-Language Confusion (JS/TS)28 hits · 168 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/generate-gjc-sdk-skills.ts	390	return False	CODE
HIGH	scripts/generate-gjc-sdk-skills.ts	462	print(f"Approval required: {challenge}\\nType the exact challenge: ", file=sys.stderr, end="", flush=True)	CODE
HIGH	scripts/generate-gjc-sdk-skills.ts	477	print(json.dumps({"sessionId": args.session_id, "result": result}, indent=2))	CODE
HIGH⚡	scripts/generate-gjc-sdk-skills.ts	500	print(json.dumps(redact({"sessionId": args.session_id, "result": result}), indent=2))	CODE
HIGH⚡	scripts/generate-gjc-sdk-skills.ts	506	print(json.dumps(error.envelope, ensure_ascii=False, separators=(",", ":")))	CODE
HIGH⚡	scripts/generate-gjc-sdk-skills.ts	509	print("GJC SDK request failed safely.", file=sys.stderr)	CODE
HIGH	scripts/install-tests/install-sh-binary-upgrade.test.ts	148	elif write_fmt == "%{redirect_url}":	CODE
HIGH	scripts/install-tests/install-sh-binary-upgrade.test.ts	921	elif time.monotonic() >= deadline:	CODE
HIGH	scripts/gjc-session/create.test.ts	62	print(json.dumps({"schema_version":1,"ok":True,"code":"generation_published","generation":request["owner_generation"	CODE
HIGH	scripts/gjc-session/create.test.ts	63	elif request["op"] == "plan":	CODE
HIGH	scripts/gjc-session/create.test.ts	101	print(json.dumps({"schema_version": 1, "ok": True, "code": code, "execution": execution, "server_state": server_stat	CODE
HIGH	scripts/gjc-session/create.test.ts	102	elif request["op"] == "bootstrap":	CODE
HIGH⚡	scripts/gjc-session/create.test.ts	130	print(json.dumps({"schema_version":1,"ok":True,"code":"bootstrapped","native_session_id":receipt_native_id,"server_p	CODE
HIGH⚡	scripts/gjc-session/create.test.ts	131	elif request["op"] == "observe_terminal":	CODE
HIGH⚡	scripts/gjc-session/create.test.ts	140	print(json.dumps(verdict, separators=(",", ":")))	CODE
HIGH	scripts/gjc-session/create.test.ts	187	print(json.dumps(verdict, separators=(",", ":")))	CODE
HIGH	scripts/gjc-session/create.test.ts	313	print(json.dumps({"schema_version":1,"ok":True,"code":"generation_published","generation":request["owner_generation"	CODE
HIGH	scripts/gjc-session/create.test.ts	315	print("{}")	CODE
HIGH	scripts/gjc-session/create.test.ts	433	print(json.dumps({"schema_version":1,"ok":True,"code":"generation_published","generation":request["owner_generation"]})	CODE
HIGH	scripts/gjc-session/create.test.ts	439	print(json.dumps({"schema_version":1,"ok":True,"code":"not_required","execution":{"mode":"direct","argv":request["tmux_	CODE
HIGH	…ding-agent/test/core/python-eval-output-helper.test.ts	99	print(json.dumps(result))`,	CODE
HIGH	…ding-agent/test/core/python-eval-output-helper.test.ts	153	print(f"{item['id']}: {item['content']}")`,	CODE
HIGH⚡	…ding-agent/test/core/python-eval-output-helper.test.ts	208	print(f"line_count: {len(lines)}")	CODE
HIGH⚡	…ding-agent/test/core/python-eval-output-helper.test.ts	209	print(f"long_line_len: {len(lines[1])}")	CODE
HIGH⚡	…ding-agent/test/core/python-eval-output-helper.test.ts	210	print(f"long_line_intact: {lines[1] == 'x' * 1000}")`,	CODE
HIGH⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	233	+ return True`,	CODE
HIGH⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	241	expect(lines[6]).toBe(" return True"); // Section B changed	CODE
HIGH	packages/coding-agent/src/crash/report.ts	286	print(text: string): void;	CODE

Hallucination Indicators12 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ing-agent/test/agent-session-irc-ghost-message.test.ts	84	return harness.session.agent.state.messages.filter(	CODE
CRITICAL	…oding-agent/test/agent-session-steer-interrupt.test.ts	714	const users = h.s.agent.state.messages.filter(m => m.role === "user").map(m => JSON.stringify(m.content));	CODE
CRITICAL	…agent/test/issue-4508-cross-convention-fixture.test.ts	265	const tool = created.session.agent.state.tools.find(candidate =>	CODE
CRITICAL	…agent/test/issue-4508-cross-convention-fixture.test.ts	272	const readTool = created.session.agent.state.tools.find(candidate => candidate.name === HOOK_TOOL);	CODE
CRITICAL	…agent/test/sdk-missing-model-runtime-admission.test.ts	170	expect(harness.session.agent.state.messages.filter(message => message.role === "user")).toEqual([]);	CODE
CRITICAL	…ges/coding-agent/test/agent-session-irc-roster.test.ts	98	return harness.session.agent.state.messages.find(	CODE
CRITICAL	…/coding-agent/test/sdk-missing-model-preflight.test.ts	126	expect(harness.session.agent.state.messages.filter(message => message.role === "user")).toEqual([]);	CODE
CRITICAL	…ages/coding-agent/test/acp-deep-interview-wire.test.ts	1327	expect(choiceSchema.requestedSchema.properties.value.oneOf.map(choice => choice.const)).toEqual(	CODE
CRITICAL	…rc/modes/controllers/runtime-mcp-command-controller.ts	876	await this.ctx.session.modelRegistry.authStorage.remove(credentialId);	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	756	const credentialSource = this.ctx.session.modelRegistry.authStorage.describeCredentialSource(	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	3804	await this.ctx.session.modelRegistry.authStorage.login(	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	4034	this.ctx.session.modelRegistry.authStorage.hasAuth(provider.id),	CODE

Modern AI Meta-Vocabulary46 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	autoresearch.sh	3	# Wraps the deterministic mock orchestration-token benchmark (no live network,	COMMENT
MEDIUM	docs/tui-runtime-internals.md	175	## Status and loader orchestration	COMMENT
MEDIUM	docs/handoff-generation-pipeline.md	220	## Short-session and minimum-content guardrails	COMMENT
MEDIUM	docs/hermes-mcp-bridge.md	206	## Turn orchestration flow	COMMENT
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10083	"finalAnswer": "{\"answer\":\"The root manifest package.json exposes benchmark commands as npm/bun scripts u	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10096	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10150	"finalAnswer": "{\"answer\":\"The root package manifest is package.json. It exposes benchmark commands as ro	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10163	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10274	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10302	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10330	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10367	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10441	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10469	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10498	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10536	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10606	"finalAnswer": "{\"answer\":\"The root package.json exposes benchmark commands as npm/bun scripts runnable w	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10619	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10673	"finalAnswer": "{\n \"answer\": \"The root package manifest is package.json. It exposes benchmark commands	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10686	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10795	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10814	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10833	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10861	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10925	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10953	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	10981	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11018	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11087	"finalAnswer": "{\"answer\":\"The root package.json exposes benchmarks as npm/bun scripts under the root \\\	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11100	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11154	"finalAnswer": "{\"answer\":\"The root package.json exposes benchmark commands as root npm/bun scripts under	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11167	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun run	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11270	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11298	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11361	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11380	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11399	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	11427	"resultExcerpt": "# AGENTS.md\n 99\|bun run conformance:run # ACP conformance\n*100\|bun	CODE
MEDIUM	scripts/benchmark-code-mode-300s-081f4-results.json	137	"prompt": "Investigate the root package's benchmark script conventions. Start with a repository-wide search for `b	CODE
MEDIUM	…kages/coding-agent/src/tools/tool-catalog.generated.ts	2274	"description": "Lists, inspects, awaits, pauses, resumes, steers, or cancels detached task subagents.\n\nTask launches	CODE
MEDIUM	packages/coding-agent/src/prompts/system/master-mode.md	12	## Peer orchestration	COMMENT
MEDIUM	packages/coding-agent/src/commands/commit.ts	35	// The agentic commit flow opens keep-alive sockets to the model	COMMENT
MEDIUM	…g-agent/src/session/internal/session-memory-sidecar.ts	228	// Reducer disk-ref demotion guardrails	COMMENT
MEDIUM	packages/ai/test/openai-completions-tool-choice.test.ts	230	// The critical /btw scenario: session already has tool history (prior agentic	COMMENT
MEDIUM	packages/ai/src/model-thinking.ts	719	// Groq's agentic `compound` systems reject `reasoning_effort` outright	COMMENT
MEDIUM	packages/natives/scripts/gen-enums.ts	353	// content replacement — no scaffold, no template file.	COMMENT

Fake / Example Data76 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	crates/pi-shell/src/minimizer/filters/gt.rs	221	assert!(!out.text.contains("user@example.com"));	CODE
LOW⚡	scripts/gjc-session/create.test.ts	974	["schema", JSON.stringify({ schema_version: 2, session_id: "placeholder", generation: "prior" })],	CODE
LOW⚡	scripts/gjc-session/create.test.ts	976	["empty", JSON.stringify({ schema_version: 1, session_id: "placeholder", generation: "" })],	CODE
LOW⚡	scripts/gjc-session/create.test.ts	977	["traversal", JSON.stringify({ schema_version: 1, session_id: "placeholder", generation: "../outside" })],	CODE
LOW⚡	scripts/gjc-session/create.test.ts	982	const bytes = typeof body === "string" && (label === "schema" \|\| label === "empty" \|\| label === "traversal") ? body.re	CODE
LOW	scripts/gjc-session/create.test.ts	1005	{ schema_version: 1, generation: "prior", session_id: "placeholder", classification: "unexpected_owner_loss", dedupe_k	CODE
LOW	scripts/gjc-session/create.test.ts	1006	{ schema_version: 1, generation: "prior", session_id: "placeholder", classification: "unknown", dedupe_key: "bad" },	CODE
LOW	packages/coding-agent/test/file-lock-gc-toctou.test.ts	1559	test.skipIf(process.platform === "win32" \|\| process.platform === "linux").each(["tree", "placeholder"])(	CODE
LOW	packages/coding-agent/test/auth-broker-import.test.ts	241	email: "foo@bar.com",	CODE
LOW	packages/coding-agent/test/auth-broker-import.test.ts	264	expect(persisted?.email).toBe("foo@bar.com");	CODE
LOW	…ckages/coding-agent/test/credential-switch-org.test.ts	19	email: "user@example.com",	CODE
LOW	…coding-agent/test/custom-model-preset-creation.test.ts	39	name: "placeholder",	CODE
LOW	packages/coding-agent/test/config-cli.test.ts	390	for (const key of secretKeys) settings.set(key as never, `dummy-value-for-${key}` as never);	CODE
LOW	packages/coding-agent/test/auth-cli-redaction.test.ts	208	expect(output.stderr).not.toContain("user@example.com");	CODE
LOW	packages/coding-agent/test/sdk-skills.test.ts	239	fs.writeFileSync(path.join(userAgentDir, "placeholder.txt"), "placeholder");	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	399	identityLabel: "user@example.com",	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	428	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	466	expect(output[0]).toContain("user@example.com");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1501	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1582	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1652	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1712	authStorage.setRuntimeApiKey(primary.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1861	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1919	authStorage.setRuntimeApiKey(primary.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	1978	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	2025	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	2079	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…oding-agent/test/agent-session-resilient-retry.test.ts	2139	authStorage.setRuntimeApiKey(model.provider, "fake-key");	CODE
LOW	…ckages/coding-agent/test/notifications-service.test.ts	1091	[endpoint]: JSON.stringify({ sessionId: "placeholder", url: "ws://x", token: "t", pid: 999 }),	CODE
LOW	…ing-agent/test/agent-session-tool-rebuild-skip.test.ts	400	const dynamicTool = createMcpCustomTool("mcp__nucleus_search", "nucleus", "search", "placeholder");	CODE
LOW	…ages/coding-agent/test/account-inventory-usage.test.ts	19	identityLabel: "user@example.com",	CODE
LOW	…nt/test/gjc-runtime/deep-interview-placeholder.test.ts	23	"placeholder",	CODE
LOW	…agent/test/acp/acp-post-start-operator-message.test.ts	92	expect(serialized).not.toContain("user@example.com");	CODE
LOW	…oding-agent/test/runtime-mcp/manager-lifecycle.test.ts	1757	env: { TOKEN: "placeholder" },	CODE
LOW	…oding-agent/test/runtime-mcp/manager-lifecycle.test.ts	1792	env: { TOKEN: "placeholder" },	CODE
LOW	…s/coding-agent/src/gjc-runtime/workflow-placeholder.ts	9	"placeholder",	CODE
LOW	packages/coding-agent/src/gjc-runtime/gc-render.ts	104	["placeholder", record.retainedPaths.placeholder],	CODE
LOW	…ages/coding-agent/src/gjc-runtime/ultragoal-runtime.ts	1780	return !["todo", "tbd", "n/a", "na", "none", "placeholder", "empty", "stub"].includes(normalized);	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5371	/** Fired when `missingPolicy: "placeholder"` substitutes for content that is gone for good. */	COMMENT
LOW⚡	packages/coding-agent/src/session/session-manager.ts	5762	const summary = materializeResidentValueSync(entry.summary, stores, "summary", cache, "placeholder");	CODE
LOW⚡	packages/coding-agent/src/session/session-manager.ts	5768	"placeholder",	CODE
LOW⚡	packages/coding-agent/src/session/session-manager.ts	5778	"placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	316	type ResidentBlobMissingPolicy = "throw" \| "placeholder";	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5514	if (missingPolicy === "placeholder" && err instanceof ResidentBlobMissingError) {	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5616	return materializeResidentEntrySync(entry, stores, cache, "placeholder");	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5680	return materializeResidentEntriesSync(entries, stores, "placeholder");	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5688	return materializeResidentEntrySync(entry, stores, cache, "placeholder");	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	5804	"placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	8528	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	9211	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	9424	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	10245	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	10291	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	15992	missingPolicy: "placeholder",	CODE
LOW	packages/coding-agent/src/session/session-manager.ts	16056	missingPolicy: "placeholder",	CODE
LOW	packages/tui/bench/sanitize.ts	286	const bigAnsi = ("\x1b[31mred\x1b[0m " + "lorem ipsum dolor ".repeat(20)).repeat(5);	CODE
LOW	packages/tui/test/markdown.test.ts	1648	expect(joinedPlain.includes("user@example.com"), "Should contain email").toBeTruthy();	CODE
LOW	packages/tui/src/components/markdown.ts	1706	// text="foo@bar.com" but href="mailto:foo@bar.com")	COMMENT
LOW	packages/agent/test/pruning-redteam.test.ts	378	const failure = toolEntry("multi-block", "edit", "placeholder");	CODE
LOW	packages/agent/test/pruning-redteam.test.ts	401	const emptyFirst = toolEntry("empty-first", "edit", "placeholder");	CODE
16 more matches not shown…

Empty Error Handlers14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/issue-4481-main-thread-capture.py	274	except ChildProcessError:	CODE
HIGH	scripts/session-stats/sync.py	661	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	170	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	445	except subprocess.TimeoutExpired:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	461	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	946	except (OSError, ValueError):	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	954	except (OSError, ValueError):	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	1037	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	1041	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	440	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	457	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/prelude.py	33	except Exception:	CODE
HIGH	packages/ai/scripts/cursor-log.py	245	except KeyboardInterrupt:	CODE
HIGH	packages/ai/scripts/cursor-log.py	219	except json.JSONDecodeError:	CODE

Verbosity Indicators36 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	80	// Step 3: Implement the Command trait	COMMENT
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	118	// Step 4: Integrate your builtin into a shell	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	922	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	928	// Step 2: Drain the reader thread.	COMMENT
LOW	crates/pi-natives/src/pty.rs	965	// Step 3: Drop master (calls ClosePseudoConsole on Windows).	COMMENT
LOW	crates/pi-natives/src/pty.rs	986	// Step 4: Join reader thread if it finished.	COMMENT
LOW	…es/coding-agent/test/gjc-runtime/state-handoff.test.ts	2353	// Step 1: D -> R.	COMMENT
LOW	…es/coding-agent/test/gjc-runtime/state-handoff.test.ts	2376	// Step 2: R -> U.	COMMENT
LOW⚡	…est/modes/utils/render-initial-messages-dedupe.test.ts	137	// Step 1: one call — represents navigateTree's internal rawContext build.	COMMENT
LOW⚡	…est/modes/utils/render-initial-messages-dedupe.test.ts	141	// Step 2: renderInitialMessages with the prebuilt context must NOT call it again.	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	771	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	777	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	752	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1004	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1053	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1103	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1206	// Step 6: If rendered output is low quality, try more targeted fallbacks	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	139	// Step 1: provider entry + provider-key provenance.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	160	// Step 2: seed empty orchestration roles only.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	187	// Step 3: the symlink bridge.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	215	// Step 4: register the bridge with GJC skill discovery.	COMMENT
LOW	…agent/src/extensibility/plugins/marketplace/manager.ts	870	// Step 1: move any existing occupant out of finalPath into the backup	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	245	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	249	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	252	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	258	// Step 4: Complete initial DA1 — should start queued query	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	264	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	267	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	270	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT
LOW	packages/ai/test/antigravity-discovery.test.ts	555	// Step 1: Populate cache with old UA (simulates old gjc version or env var not set)	COMMENT
LOW	packages/ai/test/antigravity-discovery.test.ts	576	// Step 2: New resolution with new UA (upgraded gjc or env var is now set)	COMMENT

Structural Annotation Overuse36 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	80	// Step 3: Implement the Command trait	COMMENT
LOW	crates/brush-core-vendored/examples/custom-builtin.rs	118	// Step 4: Integrate your builtin into a shell	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	922	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	928	// Step 2: Drain the reader thread.	COMMENT
LOW	crates/pi-natives/src/pty.rs	965	// Step 3: Drop master (calls ClosePseudoConsole on Windows).	COMMENT
LOW	crates/pi-natives/src/pty.rs	986	// Step 4: Join reader thread if it finished.	COMMENT
LOW	…es/coding-agent/test/gjc-runtime/state-handoff.test.ts	2353	// Step 1: D -> R.	COMMENT
LOW	…es/coding-agent/test/gjc-runtime/state-handoff.test.ts	2376	// Step 2: R -> U.	COMMENT
LOW⚡	…est/modes/utils/render-initial-messages-dedupe.test.ts	137	// Step 1: one call — represents navigateTree's internal rawContext build.	COMMENT
LOW⚡	…est/modes/utils/render-initial-messages-dedupe.test.ts	141	// Step 2: renderInitialMessages with the prebuilt context must NOT call it again.	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	771	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	777	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	752	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1004	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1053	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1103	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1206	// Step 6: If rendered output is low quality, try more targeted fallbacks	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	139	// Step 1: provider entry + provider-key provenance.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	160	// Step 2: seed empty orchestration roles only.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	187	// Step 3: the symlink bridge.	COMMENT
LOW	packages/coding-agent/src/setup/paseo/paseo-setup.ts	215	// Step 4: register the bridge with GJC skill discovery.	COMMENT
LOW	…agent/src/extensibility/plugins/marketplace/manager.ts	870	// Step 1: move any existing occupant out of finalPath into the backup	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	245	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	249	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	252	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	258	// Step 4: Complete initial DA1 — should start queued query	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	264	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	267	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	270	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT
LOW	packages/ai/test/antigravity-discovery.test.ts	555	// Step 1: Populate cache with old UA (simulates old gjc version or env var not set)	COMMENT
LOW	packages/ai/test/antigravity-discovery.test.ts	576	// Step 2: New resolution with new UA (upgraded gjc or env var is now set)	COMMENT

AI Slop Vocabulary17 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	autoresearch.sh	2	# Research-only harness for mission ai-harness-trends-gjc-improvements.	COMMENT
MEDIUM	crates/pi-edit/tests/common/mod.rs	34	#![allow(dead_code, reason = "each test binary uses a subset of the harness")]	COMMENT
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	8759	"resultExcerpt": "# packages/ai/src/\n## types.ts\n 1032\|\t * wire, but it may differ from the harness-i	CODE
MEDIUM	scripts/benchmark-code-mode-exploratory-results.json	9679	"resultExcerpt": "# packages/ai/src/\n## types.ts\n 1032\|\t * wire, but it may differ from the harness-i	CODE
MEDIUM	scripts/issue-4481-main-thread-capture.test.ts	40	describe.skipIf(process.platform !== "linux")("issue #4481 PTY capture harness", () => {	CODE
MEDIUM	scripts/benchmark-code-mode-300s-081f4-results.json	41	"systemPrompt": "# Issue #5792 benchmark system prompt\n\nYou are conducting a read-only investigation of this checked	CODE
MEDIUM	…es/coding-agent/bench/session-replay/profile-report.ts	489	lines.push("## Harness notes", "", ...report.harness.notes.map(note => `- ${note}`), "");	CODE
MEDIUM	packages/coding-agent/test/sdk-broker.test.ts	2372	// Poll instead of a fixed delay so the assertion is robust to CI scheduling	COMMENT
MEDIUM	…oding-agent/test/composer-detach-overlay-paths.test.ts	34	* Issue #4657 regression harness: mount a real CustomEditor in a real	COMMENT
MEDIUM	…/coding-agent/test/harness-control-plane/owner.test.ts	399	// Poll for the owner to release the lease + close the endpoint (robust under load).	COMMENT
MEDIUM	…/test/harness-control-plane/cli-detached-owner.test.ts	292	// `#finalizeVerb` (commands/harness.ts) answers `{ completed: false, reason: "owner-not-live" }`	COMMENT
MEDIUM	packages/coding-agent/src/session/session-manager.ts	19120	// build-mode signal; the gate is robust to undefined (default: silent).	COMMENT
MEDIUM	packages/utils/src/which.ts	1	// OS-agnostic "which" helper with robust macOS toolchain lookup and flexible cache control.	COMMENT
MEDIUM	.github/workflows/dev-ci.yml	537	# RSS checkpoint compare: runs the existing harness scripts/verify-rss-checkpoints.ts	COMMENT
MEDIUM	.github/workflows/dev-ci.yml	541	# the job summary, not failed; a missing baseline or harness error still fails the	COMMENT
MEDIUM	.github/workflows/dev-ci.yml	556	# session manager, or the harness itself).	COMMENT
MEDIUM	.github/workflows/dev-ci.yml	649	# without failing; every other harness error (missing baseline, bad binary,	COMMENT

Excessive Try-Catch Wrapping44 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	docs/cheatsheet/src/fonts.py	43	except Exception as exc: # 폰트가 없거나 fontTools 부재	CODE
LOW	docs/cheatsheet/src/fonts.py	49	except Exception as exc:	CODE
LOW	scripts/generate-gjc-sdk-skills.ts	449	except Exception:	CODE
LOW⚡	scripts/generate-gjc-sdk-skills.ts	508	except Exception:	CODE
LOW	scripts/session-stats/sync.py	441	except Exception:	CODE
LOW	scripts/session-stats/sync.py	661	except Exception:	CODE
LOW	scripts/session-stats/sync.py	880	except Exception:	CODE
LOW	scripts/session-stats/sync.py	974	except Exception as e:	CODE
LOW	scripts/session-stats/sync.py	996	except Exception as e:	CODE
LOW	scripts/session-stats/analyze.py	466	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	654	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	793	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	806	except Exception:	STRING
LOW	scripts/gjc-session/postmortem.sh	125	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	257	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	283	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	404	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	428	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	447	except Exception: pass	CODE
LOW	scripts/gjc-session/create.sh	744	except Exception: raise SystemExit(1)	CODE
LOW	scripts/gjc-session/create.sh	795	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	817	except Exception:	CODE
LOW	scripts/gjc-session/create.sh	870	except Exception:	CODE
MEDIUM	scripts/gjc-session/create.sh	122	def valid_started():	CODE
LOW	scripts/gjc-session/issue-1938-cgroup-repro.sh	406	except Exception: raise SystemExit(1)	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	454	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	457	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	461	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	842	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	852	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	980	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	66	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	170	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	437	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	440	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	779	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	794	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	806	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	1037	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	1041	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	33	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	231	except Exception as e:	CODE
LOW	sdk-skills/gjc-sdk-author/templates/direct-sdk.py	114	except Exception:	CODE
LOW	sdk-skills/gjc-sdk-author/templates/direct-sdk.py	173	except Exception:	CODE

Deep Nesting22 hits · 22 pts

Severity	File	Line	Context
LOW	docs/cheatsheet/src/content.py	590	CODE
LOW	docs/cheatsheet/src/sheet.py	185	CODE
LOW	scripts/tool_io.py	154	CODE
LOW	scripts/analyze_small_edits.py	249	CODE
LOW	scripts/issue-4481-main-thread-capture.py	145	CODE
LOW	scripts/session-stats/sync.py	284	CODE
LOW	scripts/session-stats/sync.py	417	CODE
LOW	scripts/session-stats/sync.py	498	CODE
LOW	scripts/session-stats/sync.py	590	CODE
LOW	scripts/session-stats/analyze.py	397	CODE
LOW	scripts/session-stats/analyze.py	573	CODE
LOW	scripts/session-stats/read_optimizer.py	261	CODE
LOW	scripts/session-stats/read_optimizer.py	316	CODE
LOW	scripts/session-stats/read_optimizer.py	430	CODE
LOW	packages/coding-agent/bench/perf-corpus-rlm-analysis.py	204	CODE
LOW	packages/coding-agent/bench/perf-corpus-rlm-analysis.py	1515	CODE
LOW	packages/coding-agent/bench/perf-corpus-rlm-analysis.py	1992	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	466	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	309	CODE
LOW	packages/ai/scripts/cursor-log.py	66	CODE
LOW	packages/ai/scripts/cursor-log.py	145	CODE
LOW	packages/ai/scripts/cursor-log.py	203	CODE

Unused Imports21 hits · 20 pts

Severity	File	Line	Context
LOW	python/gjc-sdk/tests/test_generated_skill_template.py	1	CODE
LOW	docs/cheatsheet/src/content.py	3	CODE
LOW	docs/cheatsheet/src/content.py	3	CODE
LOW	scripts/tool_io.py	3	CODE
LOW	scripts/analyze_small_edits.py	3	CODE
LOW	scripts/session-stats/sync.py	27	CODE
LOW	scripts/session-stats/sync.py	39	CODE
LOW	scripts/session-stats/analyze_search_relevance.py	22	CODE
LOW	scripts/session-stats/analyze_selector_reads.py	24	CODE
LOW	scripts/session-stats/plot_tools.py	18	CODE
LOW	scripts/session-stats/plot_read_summarizer.py	18	CODE
LOW	scripts/session-stats/optimize_read_config.py	26	CODE
LOW	scripts/session-stats/optimize_read_config.py	30	CODE
LOW	scripts/session-stats/analyze.py	13	CODE
LOW	scripts/session-stats/harmony_backtest.py	11	CODE
LOW	scripts/session-stats/harmony_backtest.py	19	CODE
LOW	scripts/session-stats/read_optimizer.py	23	CODE
LOW	packages/coding-agent/bench/perf-corpus-rlm-analysis.py	10	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	26	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	1	CODE
LOW	sdk-skills/gjc-sdk-author/templates/direct-sdk.py	3	CODE

Overly Generic Function Names4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	216	def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	220	def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	230	diff: `@@ -6,2 +6,2 @@ def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	231	def helper():	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/session-stats/harmony_backtest.py	30	NULLISH_RE = re.compile(r"\b(undefined\|null)\b")	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/coding-agent/src/eval/py/prelude.py	182	Read task/agent output by ID. Returns text or JSON depending on format. Args: *ids: Output	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/ai/README.md	923	apiKey: "your-api-key",	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	5	# Usage:	COMMENT
LOW	packages/coding-agent/src/web/scrapers/terraform.ts	137	// Usage example	COMMENT
LOW	packages/coding-agent/src/web/scrapers/terraform.ts	251	// Usage example	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/gjc-session/create.sh	2	# Create a public-safe GJC tmux session through the owner-isolation protocol.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/coding-agent/src/eval/py/prelude.py	210	# Check if tool bridge is available	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/natives/test/native.test.ts	38	// TODO: implement	COMMENT

Yeachan-Heo/gajae-code

Open-Source Code Quality, Security and Technical Debt Review