2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

76.1K

Stars

TypeScript

Language

525.7K

Lines of Code

1.5K

Files

737

Pattern Hits

2026-10-31

Scan Date

0.02

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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 616 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 48 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 226 finding(s).

PR Review Velocity Impact 9.8/100 · LOW

Which changes need focused human review? 737 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 1HIGH 36MEDIUM 81LOW 619

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 737 distinct pattern matches across 16 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 Block377 hits · 329 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	install.sh	81	# Archives contain a top-level codegraph-<target>/ dir; strip it.	COMMENT
LOW	ui/vite.config.ts	1	import { fileURLToPath } from 'node:url';	COMMENT
LOW	telemetry-dashboard/scripts/smoke-auth.sh	1	#!/usr/bin/env bash	COMMENT
LOW	telemetry-worker/scripts/smoke-cutover.sh	1	#!/usr/bin/env bash	COMMENT
LOW	telemetry-worker/scripts/smoke-cutover.sh	81	console.log(v === undefined ? "<missing>" : typeof v === "object" && v !== null ? JSON.stringify(v) : String(v));	COMMENT
LOW	telemetry-worker/scripts/smoke-cutover.sh	241	# The funnel reads machine_first_seen.first_index_day. The ingest worker sets it as	COMMENT
LOW	telemetry-worker/scripts/smoke-rollup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	telemetry-worker/src/rollup.ts	281	}	COMMENT
LOW	__tests__/explore-allocation-e2e.test.ts	621	it('spends more than the reservation, not a fraction of it', () => {	COMMENT
LOW	__tests__/explore-allocation-e2e.test.ts	781	expect(run.allowance(SPRAWL) / size).toBeLessThan(EXPLORE_ALLOCATION.WHOLE_FILE_BUY_FRACTION);	COMMENT
LOW	__tests__/explore-allocation-e2e.test.ts	801	// unchanged 13,000 budget because nothing picked up what `lib/utils.js`	COMMENT
LOW	__tests__/c-fnptr-synthesizer.test.ts	301	// The vim command-table shape: a table-building macro and the struct are both	COMMENT
LOW	__tests__/extraction.test.ts	4121	expect(blankCppInlineAnnotationMacros(c)).toBe(c);	COMMENT
LOW	__tests__/mcp-daemon.test.ts	821	expect(fs.readFileSync(path.join(realRoot, '.codegraph', 'codegraph.db'))).toEqual(before);	COMMENT
LOW	__tests__/kernel-dart-parity.test.ts	141	// ones skipped), every redirect-target form, and constructors called	COMMENT
LOW	__tests__/kernel-dart-parity.test.ts	161	// Comments of every form between annotations and the declaration they	COMMENT
LOW	__tests__/installer-targets.test.ts	1841	it('codegraph inside an inline mcp_servers table: uninstall says it can\'t remove it, and leaves the file alone', () =	COMMENT
LOW	__tests__/installer-targets.test.ts	3141	});	COMMENT
LOW	__tests__/mcp-ppid-watchdog.test.ts	81	// stdin-holder is alive (it is — it's an orphan after the wrapper	COMMENT
LOW	__tests__/kernel-r-parity.test.ts	101	// Pin the R-distinctive quirks on the KERNEL arm so both arms drifting	COMMENT
LOW	codegraph-kernel/Cargo.toml	41	# php: the walker calls LANGUAGE_PHP (the full HTML-interleaving variant the	COMMENT
LOW	codegraph-kernel/build.rs	1	fn main() {	COMMENT
LOW	codegraph-kernel/build.rs	61	scala.flag_if_supported("-Wno-trigraphs");	COMMENT
LOW	codegraph-kernel/build.rs	81	dart.file("grammars/dart/scanner.c");	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/parser.h	1	#ifndef TREE_SITTER_PARSER_H_	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/array.h	1	#ifndef TREE_SITTER_ARRAY_H_	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/array.h	41	(assert((uint32_t)(_index) < (self)->size), &(self)->contents[_index])	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/array.h	101		COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/array.h	121	/// callback to determine the order.	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/array.h	281	#ifdef _MSC_VER	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/alloc.h	21	#define ts_malloc ts_current_malloc	COMMENT
LOW	codegraph-kernel/grammars/dart/tree_sitter/alloc.h	41	#ifndef ts_realloc	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/parser.h	1	#ifndef TREE_SITTER_PARSER_H_	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/array.h	1	#ifndef TREE_SITTER_ARRAY_H_	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/array.h	41		COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/array.h	101	/// Remove one element from the array at the given `index`.	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/array.h	121	///	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/array.h	281	#pragma warning(default : 4101)	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/alloc.h	21	#define ts_malloc ts_current_malloc	COMMENT
LOW	codegraph-kernel/grammars/kotlin/tree_sitter/alloc.h	41	#ifndef ts_realloc	COMMENT
LOW	codegraph-kernel/grammars/lua/parser.c	1	/* Automatically @generated by tree-sitter */	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/parser.h	1	#ifndef TREE_SITTER_PARSER_H_	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/array.h	1	#ifndef TREE_SITTER_ARRAY_H_	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/array.h	41	(assert((uint32_t)(_index) < (self)->size), &(self)->contents[_index])	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/array.h	101		COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/array.h	121	/// callback to determine the order.	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/array.h	281	#ifdef _MSC_VER	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/alloc.h	21	#define ts_malloc ts_current_malloc	COMMENT
LOW	codegraph-kernel/grammars/lua/tree_sitter/alloc.h	41	#ifndef ts_realloc	COMMENT
LOW	codegraph-kernel/grammars/scala/scanner.c	1	#include "tree_sitter/alloc.h"	COMMENT
LOW	codegraph-kernel/grammars/scala/scanner.c	1841		COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/parser.h	1	#ifndef TREE_SITTER_PARSER_H_	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/array.h	1	#ifndef TREE_SITTER_ARRAY_H_	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/array.h	141	(other)->contents = _array_swap_tmp; \	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/array.h	161	/// of a given struct field (specified with a leading dot) to determine the order.	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/array.h	321	#pragma warning(pop)	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/alloc.h	21	#define ts_malloc ts_current_malloc	COMMENT
LOW	codegraph-kernel/grammars/scala/tree_sitter/alloc.h	41	#ifndef ts_realloc	COMMENT
LOW	codegraph-kernel/grammars/swift/scanner.c	801	} else if (valid_symbols[RAW_STR_CONTINUING_INDICATOR]) {	COMMENT
317 more matches not shown…

Decorative Section Separators72 hits · 232 pts

Severity	File	Line	Snippet	Context
MEDIUM	telemetry-worker/scripts/smoke-cutover.sh	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-cutover.sh	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-cutover.sh	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-ingest.sh	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-rollup.sh	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-rollup.sh	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	telemetry-worker/scripts/smoke-rollup.sh	163	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	telemetry-worker/scripts/smoke-rollup.sh	165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	telemetry-worker/scripts/smoke-rollup.sh	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	telemetry-worker/scripts/smoke-rollup.sh	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-rollup.sh	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	telemetry-worker/scripts/smoke-rollup.sh	224	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	__tests__/explore-allocation-1500.test.ts	89	// ── 1. Fixture shape ──────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-allocation-1500.test.ts	195	// ── 2. Budget allocation — the open bug ───────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-allocation-e2e.test.ts	135	// ── 1. The self-query fixture's shape ───────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-allocation-e2e.test.ts	832	// ── 2. Degenerate and diffuse result sets ───────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-reservation-invariant.test.ts	121	// ── Fixture shape — if these rot, the gates below mean nothing ─────────────	COMMENT
MEDIUM	__tests__/explore-reservation-invariant.test.ts	145	// ── The invariant ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-reservation-invariant.test.ts	193	// ── What the ceiling must no longer do ────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-reservation-invariant.test.ts	221	// ── The epilogue is budgeted, not discarded ───────────────────────────────	COMMENT
MEDIUM	__tests__/explore-reservation-invariant.test.ts	247	// ── The thing the invariant must NOT become ───────────────────────────────	COMMENT
MEDIUM	__tests__/explore-oversize-member.test.ts	98	// ── Fixture shape — if these rot, the gate below means nothing ─────────────	COMMENT
MEDIUM	__tests__/explore-oversize-member.test.ts	125	// ── The gate ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/resolution.test.ts	1244	// ── Rust `self.<field>.<method>()` receivers (#1585) ───────────────────	COMMENT
MEDIUM	__tests__/resolution.test.ts	1244	// ── Rust `self.<field>.<method>()` receivers (#1585) ───────────────────	COMMENT
MEDIUM	__tests__/resolution.test.ts	1330	// ── Rust `self.<method>()` receivers (#1861) ──────────────────────────	COMMENT
MEDIUM	__tests__/resolution.test.ts	1330	// ── Rust `self.<method>()` receivers (#1861) ──────────────────────────	COMMENT
MEDIUM	__tests__/explore-merged-spine-cluster.test.ts	39	// ── Fixture generators ───────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-merged-spine-cluster.test.ts	182	// ── Harness ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-merged-spine-cluster.test.ts	258	// ── The reported shape ──────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-merged-spine-cluster.test.ts	324	// ── Two consequences of rendering such a cluster by member ─────────────────	COMMENT
MEDIUM	__tests__/explore-proportional-allocation.test.ts	240	// ── CG-14 ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-proportional-allocation.test.ts	554	// ── A file the query named is exempt from the MAX_SHARE valve ─────────────────	COMMENT
MEDIUM	__tests__/explore-displacement-guard.test.ts	132	// ── Fixture shape — if these rot, the gate below means nothing ─────────────	COMMENT
MEDIUM	__tests__/explore-displacement-guard.test.ts	162	// ── The gate ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-displacement-guard.test.ts	224	// ── The thing the guard must NOT become ───────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-named-file-valve.test.ts	93	// ── 1. Far from spent ───────────────────────────────────────────────────────	COMMENT
MEDIUM	__tests__/explore-named-file-valve.test.ts	150	// ── 2. Saturated ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	89	// ── init ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	95	// ── indexAll ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	104	// ── resolveReferences ────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	117	// ── searchNodes ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	126	// ── getCallers / getCallees ──────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	135	// ── buildContext ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	__tests__/integration/full-pipeline.test.ts	143	// ── sync (add + modify + remove in one pass) ─────────────────	COMMENT
MEDIUM	scripts/pack-npm.sh	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/pack-npm.sh	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/mcp/tools.ts	412	// ── Explore relevance scoring (CG-10 / #1500) ──────────────────────────────	COMMENT
MEDIUM	src/mcp/tools.ts	412	// ── Explore relevance scoring (CG-10 / #1500) ──────────────────────────────	COMMENT
MEDIUM	src/mcp/tools.ts	589	// ── Score-proportional byte allocation (CG-12 / #1500) ─────────────────────	COMMENT
MEDIUM	src/mcp/tools.ts	589	// ── Score-proportional byte allocation (CG-12 / #1500) ─────────────────────	COMMENT
MEDIUM	src/resolution/callback-synthesizer.ts	3689	// ── Object-literal registry dispatch ─────────────────────────────────────────	COMMENT
MEDIUM	src/resolution/callback-synthesizer.ts	3874	// ── RTK Query generated-hook → endpoint ──────────────────────────────────────	COMMENT
12 more matches not shown…

Cross-Language Confusion (JS/TS)33 hits · 165 pts

Severity	File	Line	Snippet	Context
HIGH	__tests__/dart-local-call-scope.test.ts	80	print(box);	CODE
HIGH	__tests__/dart-local-call-scope.test.ts	148	print(notify);	CODE
HIGH	__tests__/branch-guards.test.ts	304	elif not user.is_active:	CODE
HIGH	__tests__/branch-guards-languages.test.ts	52	return None	CODE
HIGH	__tests__/branch-guards-languages.test.ts	55	elif item.count == 0:	CODE
HIGH	__tests__/branch-guards-languages.test.ts	77	expect(await labelAt(src, 'return None', 'python')).toBe('item_in.title && on error');	CODE
HIGH	__tests__/extraction.test.ts	2797	print(name);	CODE
HIGH	__tests__/extraction.test.ts	7247	fs.writeFileSync(path.join(tempDir, 'app/views.py'), `def home(request):\n return None\n`);	CODE
HIGH	__tests__/python-external-module-receiver.test.ts	88	'other.py': 'class Other:\n def go(self, x):\n return None\n',	CODE
HIGH	__tests__/explore-empty-diagnostics.test.ts	33	'src/users.py': 'class RegistrationService:\n def create_account(self):\n return 1\n\nclass RateLimiter:\n	CODE
HIGH	__tests__/resolution.test.ts	1655	'def append(row):\n return True\n\n\ndef path():\n return "ledger.jsonl"\n'	CODE
HIGH	__tests__/resolution.test.ts	1664	return None	CODE
HIGH	__tests__/python-typed-builtin-method-calls.test.ts	30	return None	CODE
HIGH	__tests__/python-typed-builtin-method-calls.test.ts	39	return None	CODE
HIGH	__tests__/python-typed-builtin-method-calls.test.ts	160	return None	CODE
HIGH	__tests__/python-typed-builtin-method-calls.test.ts	168	return None	CODE
HIGH	__tests__/celery-dispatch-synthesizer.test.ts	50	return None	CODE
HIGH	__tests__/python-receiver-guess.test.ts	29	return None	CODE
HIGH	__tests__/python-receiver-guess.test.ts	34	return None	CODE
HIGH	__tests__/graph.test.ts	45	print(): void;	CODE
HIGH	__tests__/graph.test.ts	64	print(): void {	CODE
HIGH	__tests__/python-function-value-scope.test.ts	47	return None	CODE
HIGH	__tests__/member-function-ref-owner.test.ts	29	return None	CODE
HIGH	__tests__/kernel-python-call-fabrication.test.ts	60	'def append(row):\n return True\n\n\ndef path():\n return "ledger.jsonl"\n'	CODE
HIGH	__tests__/kernel-python-call-fabrication.test.ts	64	'from . import ledger\n\n\ndef add_outcome(row):\n if not ledger.append(row):\n return None\n return	CODE
HIGH	__tests__/python-local-import-alias.test.ts	87	'm.py': 'def f():\n try:\n import jinja2 as j\n except ImportError:\n return None\n return	CODE
HIGH	__tests__/python-attr-types.test.ts	100	'client.py': 'class Client:\n def send(self):\n pass\n\ndef make_client(url=None):\n if url is None	CODE
HIGH	__tests__/python-attr-types.test.ts	193	'loader.py': 'def import_string(p):\n return None\n',	CODE
HIGH	__tests__/inherited-class-method.test.ts	93	return None	CODE
HIGH	__tests__/ui-steps-api-servers.test.ts	172	write('api/deps.py', 'def get_current_user():\n return None\n\nSessionDep = None\n');	CODE
HIGH	__tests__/python-module-global-receiver-call.test.ts	43	const OTHER = 'class Unrelated:\n def delete(self, obj):\n return None\n\n def purge(self):\n return	CODE
HIGH	__tests__/python-module-global-receiver-call.test.ts	74	const other = 'class Unrelated:\n def handler(self):\n return None\n';	CODE
HIGH	__tests__/unittest-named-files.test.ts	28	return True	CODE

Hyper-Verbose Identifiers153 hits · 149 pts

Severity	File	Line	Snippet	Context
LOW	__tests__/explore-allocation-e2e.test.ts	262	export function budgetRemainderAfterFloors(pool: number, floors: number): number {	CODE
LOW	__tests__/read-commands-during-rebuild.test.ts	179	async function insideWritersEdgeTransaction(	CODE
LOW	__tests__/cjk-query-tokens.test.ts	275	function oldExtractSymbolsFromQuery(query: string): string[] {	CODE
LOW	__tests__/python-multiline-bases.test.ts	145	def class_wrapped_base_method(x):	CODE
LOW	__tests__/python-multiline-bases.test.ts	149	def class_wrapped_type_argument(x):	CODE
LOW	__tests__/installer-targets.test.ts	2688	function plantUnparseableAntigravityConfig(content: string): string {	CODE
LOW	__tests__/library-method-calls.test.ts	43	' def getOrElse(d: Int): Int = d\n' +	CODE
LOW	__tests__/mcp-nested-repo-projectpath.test.ts	43	function makeParentWithIgnoredNestedRepo(root: string, ignoreNested = true): { parent: string; nested: string } {	CODE
LOW	__tests__/segment-vocab.test.ts	50	export function resolveDeferredThisMemberRefs(): void {}	CODE
LOW	__tests__/index-files-write-lock.test.ts	31	async function editedProjectWithGatedIndexing(fail = false) {	CODE
LOW	__tests__/default-export-declaration.test.ts	193	'src/animated/AnimatedColor.ts': `export function getRgbaValueAndNativeColor(value: string): string {	CODE
LOW	__tests__/explore-synth-link-endpoints.test.ts	109	function implementationsInEdgeOrder(): string[] {	CODE
LOW	__tests__/daemon-older-version.test.ts	529	function holdWriterSlotForSuccessor(): string {	CODE
LOW	__tests__/dead-code.test.ts	793	export function registerChartConfiguration(): void {	CODE
LOW	__tests__/explore-nl-stopword-collision.test.ts	161	'export function startExtensionHostProcess(): ExtensionHostConnection {\n' +	CODE
LOW	src/directory.ts	419	export function findIndexedSubprojectRoots(	CODE
LOW	src/directory.ts	475	function eligibleForSubprojectScan(base: string): boolean {	CODE
LOW	src/utils.ts	357	export function sensitiveDirectoryRefusal(dirPath: string): string \| null {	CODE
LOW	src/project-config.ts	354	export function loadIncludeIgnoredPatterns(rootDir: string): string[] {	CODE
LOW	src/project-config.ts	412	export function addIncludeIgnoredPatterns(rootDir: string, patterns: string[]): number {	CODE
LOW	src/upgrade/update-check.ts	239	export function checkForUpdateInBackground(	CODE
LOW	src/upgrade/index.ts	288	export function parseLatestTagFromLocation(location: string \| undefined): string \| null {	CODE
LOW	src/upgrade/index.ts	617	function selfHealInstalledSurfaces(deps: UpgradeDeps): void {	CODE
LOW	src/upgrade/index.ts	780	export function buildWindowsUpgradeScript(bundleRoot: string, version: string, arch: string): string {	CODE
LOW	src/bin/command-supervision.ts	54	export function installCommandSupervision(label: string, watchdog: WatchdogOptions = {}): CommandSupervision {	CODE
LOW	src/bin/codegraph.ts	1143	function describeFilesMissingSymbols(health: { needsReindex: string[]; parseErrors: string[] }): string[] {	CODE
LOW	src/graph/dynamic-boundary-report.ts	204	export function shortlistBoundaryCandidates(	CODE
LOW	src/ui-server/api/screens.ts	180	function arrivesFromAnotherContext(edge: Edge): boolean {	CODE
LOW	src/mcp/index-version-warning.ts	42	export function formatIndexVersionWarning(build: IndexBuildInfo): string {	CODE
LOW	src/mcp/daemon.ts	782	export function acquireLockViaExclusiveOpen(pidPath: string, info: DaemonLockInfo): boolean {	CODE
LOW	src/mcp/daemon-registry.ts	210	export async function clearStaleDaemonArtifacts(root: string): Promise<boolean> {	CODE
LOW	src/mcp/daemon-paths.ts	76	export function getDaemonSocketCandidates(projectRoot: string): string[] {	CODE
LOW	src/mcp/stdin-teardown.ts	26	export function treatStdinFailureAsShutdown(	CODE
LOW	src/mcp/startup-handshake.ts	49	export function parseStartupHandshakeTimeoutMs(raw: string \| undefined): number {	CODE
LOW	src/mcp/startup-handshake.ts	62	export function armStartupHandshakeTimeout(	CODE
LOW	src/mcp/process-identity.ts	125	export function isCodeGraphServerCommandLine(commandLine: string): boolean {	CODE
LOW	src/mcp/tools.ts	900	function exploreLineNumbersEnabled(): boolean {	CODE
LOW	src/mcp/tools.ts	933	function resolveCatchUpGateTimeoutMs(): number {	CODE
LOW	src/mcp/tools.ts	1968	export function describeOmittedDefinitions(nodes: readonly Node[]): string {	CODE
LOW	src/mcp/tools.ts	2057	function resolveProjectIdleTimeoutMs(): number {	CODE
LOW	src/mcp/proxy.ts	627	function startPpidWatchdogNoSocket(onDeath: () => void): void {	CODE
LOW	src/mcp/stdout-teardown.ts	25	export function treatStdoutFailureAsShutdown(	CODE
LOW	src/mcp/index.ts	193	export async function connectAnyDaemonCandidate(	CODE
LOW	src/mcp/liveness-watchdog.ts	312	export function installMainThreadWatchdog(options: WatchdogOptions = {}): WatchdogHandle \| null {	CODE
LOW	src/search/query-paths.ts	202	function stripLineTokenPunctuation(token: string): string {	CODE
LOW	src/search/identifier-segments.ts	138	export function extractSegmentSearchWords(query: string): string[] {	CODE
LOW	src/resolution/c-feature-variants.ts	54	export function clearCFeatureVariantMemos(context: ResolutionContext): void {	CODE
LOW	src/resolution/callback-synthesizer.ts	1378	async function goCrossFileMethodContainsEdges(queries: QueryBuilder, onYield: MaybeYield): Promise<Edge[]> {	CODE
LOW	src/resolution/callback-synthesizer.ts	4862	async function erlangBehaviourDispatchEdges(queries: QueryBuilder, ctx: ResolutionContext, onYield: MaybeYield): Promise	CODE
LOW	src/resolution/path-aliases.ts	409	export function aliasAndBaseUrlCandidates(	CODE
LOW	src/resolution/import-resolver.ts	413	function resolveImportPathUncached(	CODE
LOW	src/resolution/import-resolver.ts	1285	function findSourceForEmittedSpecifier(	CODE
LOW	src/resolution/import-resolver.ts	1608	function loadCppIncludeDirsFromCompileDB(projectRoot: string): string[] \| null {	CODE
LOW	src/resolution/import-resolver.ts	1717	function loadCppIncludeDirsHeuristic(projectRoot: string): string[] {	CODE
LOW	src/resolution/import-resolver.ts	2642	export function resolvePhpImportedStaticCall(	CODE
LOW	src/resolution/import-resolver.ts	2746	export function resolvePhpQualifiedClassRef(	CODE
LOW	src/resolution/import-resolver.ts	2820	export function resolveTsQualifiedTypeRef(ref: UnresolvedRef, context: ResolutionContext): ResolvedRef \| null \| undefine	CODE
LOW	src/resolution/import-resolver.ts	3478	function resolvePythonModuleMember(	CODE
LOW	src/resolution/import-resolver.ts	3684	function resolveObjectLiteralAlias(	CODE
LOW	src/resolution/import-resolver.ts	3696	function resolveModuleImportToFile(	CODE
93 more matches not shown…

Overly Generic Function Names32 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	__tests__/ui-trails.test.ts	202	export function handleRequest(key: string): string {	CODE
LOW	__tests__/ui-trails.test.ts	719	export function handleRequest(key: string): string {	CODE
LOW	__tests__/python-from-import-module-file.test.ts	71	'pkg/__init__.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/python-from-import-module-file.test.ts	86	'src/app/__init__.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/scala-bare-call-scope.test.ts	43	def helper(): Int = 1	CODE
LOW	__tests__/sync-module-importers.test.ts	46	'lib/impl.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/extraction.test.ts	9662	private def helper(): Unit = {}	CODE
LOW	__tests__/extraction.test.ts	10994	const js = extractFromSource('service.xsjs', 'function handleRequest() { return 1; }');	CODE
LOW	__tests__/extraction.test.ts	11130	fs.writeFileSync(path.join(dir, 'pkg', 'foo.py'), `widget = {"n": 1}\ndef helper():\n return 1\n`);	CODE
LOW	__tests__/ui-server-api.test.ts	173	export function handleRequest(service: Service, key: string): string {	CODE
LOW	__tests__/python-module-resolution.test.ts	380	'scripts/helpers.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/python-module-resolution.test.ts	382	'lib/helpers.py': 'def helper():\n return 2\n',	CODE
LOW	__tests__/python-module-resolution.test.ts	397	'helpers.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/function-ref.test.ts	1353	global_in_nested_def: [{ 'm.py': 'from decoy import Decoy\nconn = None\n\ndef init():\n def helper():\n	CODE
LOW	__tests__/python-outside-bases.test.ts	128	def helper(self):	CODE
LOW	__tests__/python-outside-bases.test.ts	133	def helper(self):	CODE
LOW	__tests__/celery-dispatch-synthesizer.test.ts	56	`def process_data(x):	CODE
LOW	__tests__/celery-dispatch-synthesizer.test.ts	69	def handle_request(req):	CODE
LOW	__tests__/jest-manual-mocks.test.ts	54	export function handleRequest(name: string, role: string): string {	CODE
LOW	__tests__/python-resolution-work.test.ts	66	'helpers.py': 'def helper():\n return 1\n',	CODE
LOW	__tests__/python-resolution-work.test.ts	96	for (let k = 0; k < CANDIDATES; k++) files[`lib${k}/helpers.py`] = 'def helper():\n return 1\n';	CODE
LOW⚡	__tests__/same-file-match-confidence.test.ts	52	write('x.py', 'def helper():\n return 1\n\ndef main():\n return helper()\n');	CODE
LOW⚡	__tests__/same-file-match-confidence.test.ts	53	write('pkg/other.py', 'def helper():\n return 2\n');	CODE
LOW⚡	__tests__/same-file-match-confidence.test.ts	60	write('a/b/c/x.py', 'def helper():\n return 1\n\ndef main():\n return helper()\n');	CODE
LOW⚡	__tests__/same-file-match-confidence.test.ts	61	write('a/b/c/y.py', 'def helper():\n return 2\n');	CODE
LOW	__tests__/python-receiver-guessing.test.ts	55	def helper(self):	CODE
LOW	__tests__/python-attr-types.test.ts	531	'client.py': 'class Client:\n def send(self):\n pass\n\ndef make(k):\n return k()\n\ndef helper():\	CODE
LOW	__tests__/python-attr-types.test.ts	541	write({ 'client.py': 'class Client:\n def send(self):\n pass\n\ndef make(k) -> Client:\n return k()	CODE
LOW	__tests__/ui-flow-api.test.ts	110	export function handleRequest(id: string): string {	CODE
LOW	__tests__/python-module-global-receiver-call.test.ts	106	const code = 'class A:\n def run(self):\n return 1\n\n\n_svc = A()\n\n\ndef use():\n def helper():\n	CODE
LOW	__tests__/workspace-package-entries.test.ts	261	"import { formatLabel, isAdmin } from 'acme-shared/utils';\nexport function handleRequest(name: string, role: stri	CODE
LOW	src/ui-server/index.ts	237	async function handleRequest(	CODE

Verbosity Indicators19 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/context/index.ts	516	// Step 1: Extract potential symbol names from query	COMMENT
LOW⚡	src/context/index.ts	520	// Step 2: Look up exact matches for extracted symbols	COMMENT
LOW	src/context/index.ts	672	// Step 3: Run text search for natural language term matching	COMMENT
LOW	src/context/index.ts	727	// Step 4: Merge results, taking the max score when duplicates appear	COMMENT
LOW	src/mcp/tools.ts	4531	// Step 1: Find relevant context with generous parameters.	COMMENT
LOW	src/mcp/tools.ts	4910	// Step 2: Group nodes by file, score by relevance	COMMENT
LOW	src/mcp/tools.ts	5403	// Step 3: Build relationship map	COMMENT
LOW	src/mcp/tools.ts	5478	// Step 4: Read contiguous file sections	COMMENT
LOW	src/installer/index.ts	96	// Step 1: which agent targets? Asked FIRST so the user knows what	COMMENT
LOW	src/installer/index.ts	107	// Step 2: install the codegraph npm package on PATH (always offered;	COMMENT
LOW	src/installer/index.ts	135	// Step 3: where the per-agent config files should land.	COMMENT
LOW	src/installer/index.ts	166	// Step 4: auto-allow permissions (only meaningful for Claude Code and	COMMENT
LOW	src/installer/index.ts	236	// Step 5: per-target install loop.	COMMENT
LOW	src/installer/index.ts	285	// Step 6: install wires up agents only — it deliberately does NOT index.	COMMENT
LOW	src/installer/index.ts	474	// Step 1: which location — asked FIRST, the one decision the user	COMMENT
LOW	src/installer/index.ts	498	// Step 2: which agents. Default is every agent, so the user doesn't	COMMENT
LOW	src/installer/index.ts	513	// Step 3: sweep + per-agent feedback.	COMMENT
LOW	src/installer/index.ts	533	// Step 4: for local uninstall, the index dir is separate — point at	COMMENT
LOW	src/installer/index.ts	596	// Step 5: summary.	COMMENT

Structural Annotation Overuse19 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/context/index.ts	516	// Step 1: Extract potential symbol names from query	COMMENT
LOW⚡	src/context/index.ts	520	// Step 2: Look up exact matches for extracted symbols	COMMENT
LOW	src/context/index.ts	672	// Step 3: Run text search for natural language term matching	COMMENT
LOW	src/context/index.ts	727	// Step 4: Merge results, taking the max score when duplicates appear	COMMENT
LOW	src/mcp/tools.ts	4531	// Step 1: Find relevant context with generous parameters.	COMMENT
LOW	src/mcp/tools.ts	4910	// Step 2: Group nodes by file, score by relevance	COMMENT
LOW	src/mcp/tools.ts	5403	// Step 3: Build relationship map	COMMENT
LOW	src/mcp/tools.ts	5478	// Step 4: Read contiguous file sections	COMMENT
LOW	src/installer/index.ts	96	// Step 1: which agent targets? Asked FIRST so the user knows what	COMMENT
LOW	src/installer/index.ts	107	// Step 2: install the codegraph npm package on PATH (always offered;	COMMENT
LOW	src/installer/index.ts	135	// Step 3: where the per-agent config files should land.	COMMENT
LOW	src/installer/index.ts	166	// Step 4: auto-allow permissions (only meaningful for Claude Code and	COMMENT
LOW	src/installer/index.ts	236	// Step 5: per-target install loop.	COMMENT
LOW	src/installer/index.ts	285	// Step 6: install wires up agents only — it deliberately does NOT index.	COMMENT
LOW	src/installer/index.ts	474	// Step 1: which location — asked FIRST, the one decision the user	COMMENT
LOW	src/installer/index.ts	498	// Step 2: which agents. Default is every agent, so the user doesn't	COMMENT
LOW	src/installer/index.ts	513	// Step 3: sweep + per-agent feedback.	COMMENT
LOW	src/installer/index.ts	533	// Step 4: for local uninstall, the index dir is separate — point at	COMMENT
LOW	src/installer/index.ts	596	// Step 5: summary.	COMMENT

Modern AI Meta-Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/design/rust-kernel-migration-plan.md	295	## 3. Phase 0 — scaffold (do first, ~days)	COMMENT
MEDIUM	codegraph-kernel/src/ids.rs	14	//! in `__tests__/kernel-scaffold.test.ts`.	COMMENT
MEDIUM	src/graph/named-symbol-flow.ts	106	// hand-written implementations before the protobuf scaffold).	COMMENT
MEDIUM	src/mcp/tools.ts	5386	// the agent rarely needs to see the protobuf scaffold or gomock output	COMMENT
MEDIUM	src/resolution/callback-synthesizer.ts	1849	// a protoc-emitted scaffold rather than someone naming a struct	COMMENT

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	__tests__/extraction-old-git.test.ts	45	runGit(dir, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	8905	git(libDir, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	8915	git(mainDir, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	8944	git('config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	9133	git(root, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	9142	git(path.join(root, 'sub_repo1'), 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	9314	git(root, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/extraction.test.ts	14501	runGit('config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/sync.test.ts	277	git('config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/sync.test.ts	433	git('config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/sync.test.ts	1207	git('config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/src-build-folders.test.ts	56	git(dir, 'config', 'user.email', 'test@test.com');	CODE
LOW	__tests__/objc-declaration-types.test.ts	175	const placeholder = cg.searchNodes('placeholder', { limit: 5 }).map((r) => `${r.node.kind} ${r.node.name}`);	CODE
LOW	__tests__/objc-declaration-types.test.ts	177	const struct = cg.getNodesByName('placeholder').find((n) => n.kind === 'struct');	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	ui/src/lib/filecode-model.ts	324	a.call.relation.node.name.localeCompare(b.call.relation.node.name)	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	__tests__/generated-detection.test.ts	94	'//------------------------------------------------------------------------------\n// <auto-generated>\n// Thi	CODE
HIGH	__tests__/vbnet-keyword-prefixed-names.test.ts	166	' This code was generated by a tool.	CODE

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	__tests__/resolution.test.ts	2806	// way). Method↔type association is by qualifiedName, robust where the method	COMMENT
MEDIUM	scripts/agent-eval/ab-new-vs-baseline.sh	13	# This is the harness those metrics were built for: both arms are codegraph-on,	COMMENT
MEDIUM	scripts/agent-eval/itrun.sh	80	# Busy signals. The robust one is the spinner's elapsed-time-in-parens, which	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/benchmarks/observe-index.py	27	except (FileNotFoundError, ProcessLookupError):	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build-kernel.sh	13	# Usage:	COMMENT
LOW	scripts/build-bundle.sh	12	# Usage:	COMMENT
LOW	scripts/local-install.sh	6	# Usage:	COMMENT

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	__tests__/generated-detection.test.ts	138	['YAML/shell — "#" comment leader', '# This file is generated by kustomize. Do not edit.\napiVersion: v1\n'],	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/benchmarks/observe-index.py	46		CODE
LOW	assets/generate-language-tiles.py	167		CODE

colbymchenry/codegraph

Open-Source Code Quality, Security and Technical Debt Review