1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-19

Last Push

10.6K

Stars

TypeScript

Language

348.4K

Lines of Code

1.8K

Files

418

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 314 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 70 finding(s).

Agent Over-Engineering Ratio 5.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 297 finding(s).

PR Review Velocity Impact 6.9/100 · LOW

Which changes need focused human review? 418 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 0HIGH 7MEDIUM 24LOW 387

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 418 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers261 hits · 290 pts

Severity	File	Line	Snippet	Context
LOW	server/scripts/tests/test_host_diagnostics.py	69	def test_process_stat_handles_parentheses_and_spaces(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	75	def test_host_and_process_deltas_have_correct_units(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	93	def test_missing_counters_and_reset_counters_are_not_zero_deltas(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	103	def test_inaccessible_process_io_preserves_other_evidence(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	115	def test_pid_reuse_does_not_attribute_old_io_to_new_process(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	121	def test_new_reader_is_visible_without_inventing_a_rate(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	132	def test_partial_cpu_counter_reset_omits_cpu_rate(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	140	def test_pid_reuse_during_scan_is_discarded(self):	CODE
LOW⚡	server/scripts/tests/test_host_diagnostics.py	152	def test_missing_sample_requires_new_process_io_baseline(self):	CODE
LOW⚡	server/scripts/tests/test_host_diagnostics.py	159	def test_boot_identity_change_clears_baselines(self):	CODE
LOW⚡	server/scripts/tests/test_host_diagnostics.py	167	def test_selection_is_bounded_and_keeps_services(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	185	def test_cgroup_io_captures_short_lived_processes_without_duplicate_scopes(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	196	def test_missing_host_source_is_explicit_and_does_not_stop_sample(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	208	def test_installation_failure_does_not_fail_deployment(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	230	def test_rotation_retains_only_complete_lines_within_bound(self):	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	246	def test_oversized_sample_cannot_exceed_disk_bound(self):	CODE
LOW	examples/vercel-ai-sdk/src/lib/refreshPreviewApp.ts	16	export async function refreshPreviewAppIfNeeded(chatId: string) {	CODE
LOW	examples/ai-chat/src/lib/mockModel.ts	22	async function getRandomWikipediaArticle(): Promise<{	CODE
LOW	client/www/app/getadb/provision/[token]/route.ts	49	function placeholderNotReplacedMarkdown(): string {	CODE
LOW	…ponents/product/sync/OfflinePersistenceWalkthrough.tsx	580	export function OfflinePersistenceWalkthrough() {	CODE
LOW	…ponents/product/sync/ConflictResolutionWalkthrough.tsx	297	export function ConflictResolutionWalkthrough() {	CODE
LOW	client/www/components/dash/OAuthApps.tsx	691	function AuthorizedRedirectUrlsInput({	CODE
LOW	client/www/components/dash/BackupDownloadDialog.tsx	46	async function registerDownloadServiceWorker(): Promise<void> {	CODE
LOW	…ent/www/components/dash/PersonalAccessTokensScreen.tsx	29	async function fetchPersonalAccessTokens(	CODE
LOW	…ent/www/components/dash/PersonalAccessTokensScreen.tsx	46	async function createPersonalAccessToken(	CODE
LOW	…ent/www/components/dash/PersonalAccessTokensScreen.tsx	65	async function deletePersonalAccessToken(	CODE
LOW	client/www/components/dash/auth/Email.tsx	669	function MagicCodeExpirationSection({ app }: { app: InstantApp }) {	CODE
LOW	client/www/lib/auth.ts	27	function recordLoggedInStateInCookie(authInfo: AuthInfo) {	CODE
LOW	client/www/lib/auth.ts	224	export async function exchangeOAuthCodeForToken({ code }: { code: string }) {	CODE
LOW	client/www/lib/hooks/useCustomSenderVerification.ts	32	function sendSenderVerificationCode({	CODE
LOW	client/www/lib/hooks/useCustomSenderVerification.ts	47	function verifySenderVerificationCode({	CODE
LOW	client/www/pages/labs/oauth_apps_demo.tsx	468	function CreateAuthorizationUrlStep({	CODE
LOW	client/www/pages/intern/overview.tsx	185	function flattenedProxiedConnections(	CODE
LOW	client/www/pages/intern/deployment-settings.tsx	290	function InstantConfigSettingsContent({	CODE
LOW	client/www/pages/intern/deployment-settings.tsx	882	function DeploymentSettingsContent() {	CODE
LOW	client/sandbox/solid-vite/src/lib/db.ts	49	async function getOrCreateApp(): Promise<EphemeralApp> {	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	47	def test_check_magic_code_round_trip(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	59	def test_create_and_verify_token_round_trip(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	73	def test_transact_query_delete_cycle(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	88	def test_link_and_nested_query_via_chained_ops(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	116	def test_debug_query_returns_check_results(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	126	def test_storage_upload_bytes(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	158	def test_rooms_get_presence_returns_dict(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	167	def test_invalid_app_id_raises_parsed_error(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	186	def test_webhooks_create_list_delete(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	203	def test_webhooks_process_payload_dispatches_to_sync_handler(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	229	def test_webhooks_validate_with_fixture(db: Instant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	240	def test_webhooks_validate_rejects_tampered(db: Instant) -> None:	CODE
LOW⚡	client/sandbox/admin-sdk-python/src/main.py	215	async def test_as_guest_query_doesnt_crash(db: AsyncInstant) -> None:	CODE
LOW⚡	client/sandbox/admin-sdk-python/src/main.py	222	async def test_debug_query_returns_check_results(db: AsyncInstant) -> None:	CODE
LOW⚡	client/sandbox/admin-sdk-python/src/main.py	230	async def test_debug_transact_returns_check_results(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	35	async def test_check_magic_code_round_trip(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	47	async def test_create_and_verify_token_round_trip(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	74	async def test_sign_out_does_not_error(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	87	async def test_transact_query_delete_cycle(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	104	async def test_link_and_nested_query_via_chained_ops(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	130	async def test_unlink_removes_the_link(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	164	async def test_create_succeeds_new_eid_fails_existing(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	182	async def test_tx_rule_params_op_accepted_by_server(db: AsyncInstant) -> None:	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	193	async def test_merge_preserves_other_keys(db: AsyncInstant) -> None:	CODE
201 more matches not shown…

Decorative Section Separators17 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	server/scripts/clone_app.sh	4	# ------------------------------------------------------------	COMMENT
MEDIUM	server/scripts/clone_app.sh	20	# ------------------------------------------------------------	COMMENT
MEDIUM	client/www/components/new-landing/BatteriesForAI.tsx	18	// ─── Auth Demo ───────────────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/BatteriesForAI.tsx	263	// ─── Permissions Demo ────────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/BatteriesForAI.tsx	422	// ─── Storage Demo ────────────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/BatteriesForAI.tsx	794	// ─── Main Export ──────────────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/StreamsDemoJoin.tsx	6	// ─── Pre-defined doodle: Instant logo ───────────────────	COMMENT
MEDIUM	client/www/components/new-landing/StreamsDemoJoin.tsx	39	// ─── Drawing helpers ────────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/StreamsDemoJoin.tsx	151	// ─── StreamsDemo class ──────────────────────────────────	COMMENT
MEDIUM	client/www/components/new-landing/StreamsDemoJoin.tsx	591	// ─── StreamsDemoJoin component ───────────────────────────	COMMENT
MEDIUM	…nt/www/components/new-landing/OfflineDemoReactions.tsx	27	// ─── Rolling digit counter ──────────────────────────────────────────	COMMENT
MEDIUM	…ww/components/product/database/ArchDiagramAnimated.tsx	6	// ─── Shared ─────────────────────────────────────────────	COMMENT
MEDIUM	…ww/components/product/database/ArchDiagramAnimated.tsx	16	// ─── SVG pieces ─────────────────────────────────────────	COMMENT
MEDIUM	…ww/components/product/database/ArchDiagramAnimated.tsx	261	// ─── Layout data ────────────────────────────────────────	COMMENT
MEDIUM	…ww/components/product/database/ArchDiagramAnimated.tsx	284	// ─── Component ──────────────────────────────────────────	COMMENT
MEDIUM	…nt/sandbox/react-nextjs/pages/bugs/reactivity-loss.tsx	36	// ── Actions ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nt/sandbox/react-nextjs/pages/bugs/reactivity-loss.tsx	97	// ── Render ───────────────────────────────────────────────────────────────────	COMMENT

Unused Imports44 hits · 44 pts

Severity	File	Line	Context
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	13	CODE
LOW	client/sandbox/admin-sdk-python/src/main.py	11	CODE
LOW	client/packages/python/tests/test_logger.py	3	CODE
LOW	client/packages/python/scripts/run_unasync.py	21	CODE
LOW	client/packages/python/src/instantdb/_io.py	8	CODE
LOW	client/packages/python/src/instantdb/_transact.py	7	CODE
LOW	client/packages/python/src/instantdb/__init__.py	12	CODE
LOW	client/packages/python/src/instantdb/__init__.py	13	CODE
LOW	client/packages/python/src/instantdb/__init__.py	13	CODE
LOW	client/packages/python/src/instantdb/__init__.py	14	CODE
LOW	client/packages/python/src/instantdb/__init__.py	15	CODE
LOW	client/packages/python/src/instantdb/__init__.py	16	CODE
LOW	client/packages/python/src/instantdb/__init__.py	16	CODE
LOW	client/packages/python/src/instantdb/__init__.py	17	CODE
LOW	client/packages/python/src/instantdb/_logger.py	13	CODE
LOW	…ient/packages/python/src/instantdb/_webhooks_crypto.py	3	CODE
LOW	client/packages/python/src/instantdb/_http_errors.py	6	CODE
LOW	client/packages/python/src/instantdb/_async/rooms.py	3	CODE
LOW	client/packages/python/src/instantdb/_async/auth.py	3	CODE
LOW	…ient/packages/python/src/instantdb/_async/subscribe.py	30	CODE
LOW	client/packages/python/src/instantdb/_async/client.py	3	CODE
LOW	client/packages/python/src/instantdb/_async/http.py	9	CODE
LOW	client/packages/python/src/instantdb/_async/storage.py	8	CODE
LOW	…ent/packages/python/src/instantdb/_async/_upload_io.py	10	CODE
LOW	…ckages/python/src/instantdb/_async/streams/__init__.py	21	CODE
LOW	…packages/python/src/instantdb/_async/streams/reader.py	10	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	9	CODE
LOW	…ges/python/src/instantdb/_async/streams/_connection.py	13	CODE
LOW	…kages/python/src/instantdb/_async/webhooks/receiver.py	12	CODE
LOW	…kages/python/src/instantdb/_async/webhooks/__init__.py	3	CODE
LOW	…kages/python/src/instantdb/_async/webhooks/__init__.py	5	CODE
LOW	…kages/python/src/instantdb/_async/webhooks/__init__.py	6	CODE
LOW	…ckages/python/src/instantdb/_async/webhooks/manager.py	9	CODE
LOW	client/packages/python/src/instantdb/_sync/rooms.py	5	CODE
LOW	client/packages/python/src/instantdb/_sync/auth.py	5	CODE
LOW	client/packages/python/src/instantdb/_sync/client.py	5	CODE
LOW	client/packages/python/src/instantdb/_sync/http.py	11	CODE
LOW	client/packages/python/src/instantdb/_sync/storage.py	10	CODE
LOW	…ient/packages/python/src/instantdb/_sync/_upload_io.py	12	CODE
LOW	…ckages/python/src/instantdb/_sync/webhooks/receiver.py	14	CODE
LOW	…ckages/python/src/instantdb/_sync/webhooks/__init__.py	5	CODE
LOW	…ckages/python/src/instantdb/_sync/webhooks/__init__.py	7	CODE
LOW	…ckages/python/src/instantdb/_sync/webhooks/__init__.py	8	CODE
LOW	…ackages/python/src/instantdb/_sync/webhooks/manager.py	11	CODE

Cross-Language Confusion5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH⚡	client/packages/python/tests/test_webhooks_crypto.py	112	b'{"payloadUrl": null, "token": "t"}',	CODE
HIGH⚡	client/packages/python/tests/test_webhooks_crypto.py	114	b'{"payloadUrl": "x", "token": null}',	CODE
HIGH	client/packages/python/tests/test_webhooks_dispatch.py	171	"""Server contract is `data: []`, but `{"data": null}` shouldn't crash."""	STRING
HIGH	client/packages/python/src/instantdb/_async/rooms.py	27	# Server returns {"sessions": null} for empty rooms; normalize to {}.	COMMENT
HIGH	client/packages/python/src/instantdb/_sync/rooms.py	29	# Server returns {"sessions": null} for empty rooms; normalize to {}.	COMMENT

Structural Annotation Overuse12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	18	## Step 1: Create App ID	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	29	## Step 2: Create Services ID	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	39	## Step 3: Configure Services ID (Web Popup flow)	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	53	## Step 3: Configure Services ID (Web Redirect flow)	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	77	## Step 3: Configure Services ID (React Native flow)	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	82	## Step 4: Register your OAuth client with Instant	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	174	## Step 5: Add Sign In code to your app (Web Popup flow)	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	223	## Step 5: Add Sign In code to your app (Web Popup flow)	COMMENT
LOW	client/www/app/docs/auth/apple/[[...tab]]/page.md	245	## Step 5: Add Sign In code to your app (React Native flow)	COMMENT
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	83	// Step 1: User types a search, onSearchChange syncs filters to explorer state	COMMENT
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	91	// Step 2: User clicks relationship link — current state saved to history	COMMENT
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	100	// Step 3: User hits back — old state restored from history	COMMENT

Over-Commented Block22 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	server/vector.yaml	21	# https://vector.dev/docs/reference/configuration/transforms/remap/	COMMENT
LOW	server/vector.yaml	41	ingestion_time = .timestamp	COMMENT
LOW	server/vector.yaml	61	# skew). Trade-off: long spans land in the minute their exporter	COMMENT
LOW	server/scripts/clone_app.sh	1	#!/usr/bin/env bash	COMMENT
LOW	examples/ai-chat/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	.github/workflows/clojure.yml	141		COMMENT
LOW	client/www/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	client/www/lib/cel.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	client/www/lib/product/storage/musicPreview.ts	1	// Audio sources and licenses	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	261	# Uncomment a call to run it.	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main_sync.py	281	# # error path:	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main.py	721	raise AssertionError("expected InstantError on tampered body")	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main.py	741	# await test_sign_out_does_not_error(db)	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main.py	761	# # rooms:	COMMENT
LOW	client/sandbox/admin-sdk-python/src/main.py	781	# # webhooks:	COMMENT
LOW	client/sandbox/admin-sdk-express/src/with-schema.ts	221	.filter((name) => name.includes(keyword));	COMMENT
LOW	client/packages/core/src/infiniteQuery.ts	21	//	COMMENT
LOW	client/packages/core/src/infiniteQuery.ts	41	// When item 4 is added, the forward chunk subscription gets updated so that	COMMENT
LOW	client/packages/core/src/infiniteQuery.ts	61	//	COMMENT
LOW	client/packages/core/src/utils/PersistedObject.ts	1	// PersistedObjects save data outside of memory.	COMMENT
LOW	client/packages/python/src/instantdb/_sync/__init__.py	1	# AUTOGENERATED from ../_async/. DO NOT EDIT THIS FILE BY HAND.	COMMENT
LOW	client/packages/admin/src/index.ts	261		COMMENT

Fake / Example Data19 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	client/www/app/docs/backend/page.md	257	// user: { id: '...', email: 'foo@bar.com', ... },	COMMENT
LOW	client/www/components/essays/sketch/allExactCounts.json	40215	"placeholder": 1,	CODE
LOW	client/www/components/about/PermissionsDemo.tsx	79	email: 'admin@example.com',	CODE
LOW	client/www/lib/muxVideos.ts	1	// Note: mux lets you specify a 'placeholder' image	COMMENT
LOW	client/www/lib/product/database/examples.ts	148	"name": "Acme Corp",	CODE
LOW	client/www/pages/resources/ui.tsx	51	<strong>Lorem ipsum</strong> dolor sit amet{' '}	CODE
LOW	client/www/pages/resources/ui.tsx	51	<strong>Lorem ipsum</strong> dolor sit amet{' '}	CODE
LOW	client/www/pages/resources/ui.tsx	69	Lorem ipsum dolor sit amet consectetur adipisicing elit. Doloremque	CODE
LOW	client/www/pages/resources/ui.tsx	69	Lorem ipsum dolor sit amet consectetur adipisicing elit. Doloremque	CODE
LOW	client/www/pages/resources/ui.tsx	235	{ id: 'org-2', title: 'Acme Corp' },	CODE
LOW	client/sandbox/react-nextjs/pages/play/dev-devtool.tsx	22	Lorem ipsum dolor, sit amet consectetur adipisicing elit. Mollitia	CODE
LOW	…stant-app/__tests__/e2e/create-instant-app.e2e.test.ts	295	'fake-token',	CODE
LOW	…/svelte/src/tests/InstantSvelteDatabase.svelte.test.ts	396	authCb!({ user: { id: 'u1', email: 'test@test.com' } });	CODE
LOW	…/svelte/src/tests/InstantSvelteDatabase.svelte.test.ts	399	expect(auth.user).toEqual({ id: 'u1', email: 'test@test.com' });	CODE
LOW	client/packages/core/__tests__/src/store.test.ts	603	email: 'test@test.com',	CODE
LOW	…nt/packages/core/__tests__/src/queryValidation.test.ts	617	'author.name': 'John Doe',	CODE
LOW	…ient/packages/vue/src/tests/InstantVueDatabase.test.ts	239	authCb!({ user: { id: 'u1', email: 'test@test.com' } });	CODE
LOW	…ient/packages/vue/src/tests/InstantVueDatabase.test.ts	242	expect(result.user.value).toEqual({ id: 'u1', email: 'test@test.com' });	CODE
LOW	client/packages/cli/__tests__/e2e/cli.e2e.test.ts	1248	INSTANT_APP_ADMIN_TOKEN: 'fake-token',	CODE

Excessive Try-Catch Wrapping13 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	server/infra/jvm_autoscaling.yaml	81	except Exception as exc:	CODE
LOW	server/infra/jvm_autoscaling.yaml	189	except Exception as exc:	CODE
LOW	…ient/packages/python/src/instantdb/_async/subscribe.py	208	except Exception as e:	CODE
LOW	…packages/python/src/instantdb/_async/streams/reader.py	75	except Exception:	CODE
LOW	…packages/python/src/instantdb/_async/streams/reader.py	98	except Exception as e:	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	83	except Exception:	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	162	except Exception as e:	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	167	except Exception as e:	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	252	except Exception as e:	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	269	except Exception as e:	CODE
LOW	…ges/python/src/instantdb/_async/streams/_connection.py	235	except Exception as e:	CODE
LOW	…ges/python/src/instantdb/_async/streams/_connection.py	282	except Exception as e:	CODE
MEDIUM	…ges/python/src/instantdb/_async/streams/_connection.py	278	def _do_reconnect(self) -> None:	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	client/www/app/docs/self-hosting/page.md	64	SENDGRID_TOKEN=replace-with-your-api-key	CODE
HIGH	client/www/app/docs/self-hosting/page.md	89	RESEND_TOKEN=replace-with-your-api-key	CODE

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	server/scripts/host_diagnostics.py	187	CODE
LOW	server/scripts/host_diagnostics.py	238	CODE
LOW	server/scripts/tests/test_host_diagnostics.py	208	CODE
LOW	…ient/packages/python/src/instantdb/_async/subscribe.py	144	CODE
LOW	…ient/packages/python/src/instantdb/_async/subscribe.py	199	CODE
LOW	…packages/python/src/instantdb/_async/streams/reader.py	184	CODE
LOW	…packages/python/src/instantdb/_async/streams/writer.py	171	CODE

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	83	// Step 1: User types a search, onSearchChange syncs filters to explorer state	COMMENT
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	91	// Step 2: User clicks relationship link — current state saved to history	COMMENT
LOW⚡	…ckages/components/src/hooks/__tests__/explorer.test.ts	100	// Step 3: User hits back — old state restored from history	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	server/vector.yaml	314	# Test harness assigns a current `.timestamp` automatically; the	COMMENT
MEDIUM	server/vector.yaml	324	# it stays as the test-harness-assigned ingestion time (a real	COMMENT

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	client/www/_posts/pg_upgrade.md	455	[^6]: We did see a note about replication in ["Switchover Guardrails"](https://docs.aws.amazon.com/AmazonRDS/latest/Auro	CODE
MEDIUM	client/www/_posts/pg_upgrade.md	455	[^6]: We did see a note about replication in ["Switchover Guardrails"](https://docs.aws.amazon.com/AmazonRDS/latest/Auro	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	client/packages/python/src/instantdb/__init__.py	19	__all__ = [	CODE
LOW	…ckages/python/src/instantdb/_async/streams/__init__.py	67	__all__ = ["AsyncStreamReader", "AsyncStreamWriter", "AsyncStreams"]	CODE
LOW	…kages/python/src/instantdb/_async/webhooks/__init__.py	8	__all__ = ["AsyncWebhooks", "AsyncWebhooksManager"]	CODE
LOW	…ckages/python/src/instantdb/_sync/webhooks/__init__.py	10	__all__ = ["Webhooks", "WebhooksManager"]	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	server/scripts/mirror_vector.sh	36	# Create the repo if it doesn't already exist.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/scripts/tests/test_host_diagnostics.py	16		CODE
LOW	client/packages/python/src/instantdb/_async/client.py	32		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ient/sandbox/react-nextjs/pages/play/refresh-batch.tsx	60	Here's how you can trigger the invalidator to send multiple	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/scripts/mirror_vector.sh	9	# Usage:	COMMENT

instantdb/instant

Open-Source Code Quality, Security and Technical Debt Review