1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.0K

Stars

Rust

Language

4.4M

Lines of Code

25.3K

Files

6.0K

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5433 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 298 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2331 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 5992 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 50HIGH 26MEDIUM 300LOW 5616

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 5992 distinct pattern matches across 23 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 Block3153 hits · 3123 pts

Severity	File	Line	Snippet	Context
LOW	deny.toml	1	# This template contains all of the possible sections and their default values	COMMENT
LOW	deny.toml	21	# `target_family = "unix"` configuration, that only having windows targets in	COMMENT
LOW	deny.toml	41	#exclude = []	COMMENT
LOW	deny.toml	101	{ id = "RUSTSEC-2026-0381", reason = "webpki-roots 0.26.11 contains no certificates and re-exports patched 1.0.10; ban	COMMENT
LOW	deny.toml	141	# Allow 1 or more licenses on a per-crate basis, so that particular licenses	COMMENT
LOW	deny.toml	161	expression = "MIT AND ISC AND OpenSSL"	COMMENT
LOW	deny.toml	181	registries = [	COMMENT
LOW	deny.toml	261	"workspace-hack", # cargo-hakari generated crate	COMMENT
LOW	deny.toml	361	# dependencies starting at the specified crate, up to a certain depth, which is	COMMENT
LOW	sgconfig.yml	1	# ast-grep configuration — custom structural rules for repo conventions.	COMMENT
LOW	rust-toolchain.toml	1	[toolchain]	COMMENT
LOW	.config/hakari.toml	1	# This file contains settings for `cargo hakari`.	COMMENT
LOW	.config/hakari.toml	21	# cargo-zigbuild's plain-triple passthrough, the lambdas); aarch64-apple-darwin	COMMENT
LOW	.config/hakari.toml	61	"sync_service",	COMMENT
LOW	.config/hakari.toml	101	"models_databases",	COMMENT
LOW	.config/hakari.toml	121	# does not pull workspace-hack into wasm dependency traversal.	COMMENT
LOW	tooling/ai_billing_cli/src/main.rs	21	struct Cli {	COMMENT
LOW	tooling/seed_cli/src/entity/channel.rs	81	/// Arguments for creating a single channel.	COMMENT
LOW	tooling/seed_cli/src/entity/document.rs	41	pub struct CreateArgs {	COMMENT
LOW	tooling/seed_cli/src/entity/document.rs	61	/// Whether to skip adding document to history	COMMENT
LOW	tooling/seed_cli/src/entity/scenario.rs	201		COMMENT
LOW	tooling/seed_cli/src/entity/scenario.rs	221	#[arg(long)]	COMMENT
LOW	tooling/seed_cli/src/entity/email.rs	81		COMMENT
LOW	tooling/seed_cli/src/entity/gmail.rs	1	//! Seed REAL Gmail test mailboxes (`@macro-test.com`) through the Gmail API.	COMMENT
LOW	tooling/seed_cli/src/entity/gmail.rs	61		COMMENT
LOW	tooling/seed_cli/src/entity/gmail.rs	101	#[arg(long, default_value_t = 6)]	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	61		COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	141	pub struct UserSpec {	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	161	/// A team in the scenario.	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	181	pub struct ChannelSpec {	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	201		COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	221	#[serde(default)]	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	241	/// with `file`.	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	261	#[serde(deny_unknown_fields)]	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	281	/// Grant the owner's team edit access, like the app's	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	321	#[derive(Debug, Clone, Deserialize)]	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	361	pub from: Option<String>,	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	381		COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	401	#[serde(deny_unknown_fields)]	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	421	/// derived ids.	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/spec.rs	441	/// Tasks keyed by a short name.	COMMENT
LOW	tooling/seed_cli/src/entity/scenario/reset.rs	1	//! Reset: delete every row a scenario seeded, keyed by the id marker prefix.	COMMENT
LOW	tooling/scripts/build-local.sh	1	#!/bin/bash	COMMENT
LOW	tooling/xtask/crates/xtask_paths/src/lib.rs	1	#![deny(missing_docs)]	COMMENT
LOW	tooling/xtask/crates/xtask_graph/src/lib.rs	1	#![deny(missing_docs)]	COMMENT
LOW	tooling/xtask/crates/xtask_cache_wasm/src/main.rs	1	//! `cargo x cache-wasm [--force]`	COMMENT
LOW	tooling/xtask/crates/xtask_nextest_filter/src/main.rs	1	//! `cargo x nextest-filter <changed-files-path> <base-revision>`	COMMENT
LOW	tooling/xtask/crates/xtask_deps/src/closures.rs	1	//! Generates .github/workspace-dep-closures.json: for every workspace	COMMENT
LOW	tooling/xtask/crates/xtask_deps/src/main.rs	1	//! `cargo x deps [--check]` regenerates (or, with `--check`, verifies) the two	COMMENT
LOW	…sk_workflows/src/workflows/code_check_cloud_storage.rs	1	//! `cloud storage code check` — cargo fmt/clippy/test for the cloud-storage	COMMENT
LOW	…xtask_workflows/src/workflows/android_release_drift.rs	1	//! `Android Release Drift` — runs on every push to a PR that carries the	COMMENT
LOW	…sk_workflows/src/workflows/deploy_ai_editing_worker.rs	1	//! `Deploy AI Editing Worker` — deploys the `ai-editing-worker` Cloudflare	COMMENT
LOW	…xtask_workflows/src/workflows/ios_app_store_publish.rs	1	//! `iOS App Store Publish` — releases the committed iOS version on the App	COMMENT
LOW	…crates/xtask_workflows/src/workflows/deploy_preview.rs	1	//! `Deploy Preview` — frontend feature-branch preview deployments.	COMMENT
LOW	…crates/xtask_workflows/src/workflows/deploy_on_push.rs	1	//! `Deploy on Push` — the single push-to-main dev deploy pipeline. Mirrors the	COMMENT
LOW	…crates/xtask_workflows/src/workflows/deploy_on_push.rs	21	//! Replaces the separate `deploy_cloud_storage_on_push` and	COMMENT
LOW	…crates/xtask_workflows/src/workflows/deploy_on_push.rs	41	#	COMMENT
LOW	…lows/src/workflows/cargo_workspace_dependency_check.rs	1	//! `cargo workspace dependency check` — polices duplicate third-party deps in	COMMENT
LOW	…tes/xtask_workflows/src/workflows/ios_release_watch.rs	1	//! `iOS Release Watch` — half-hourly cron closing the loop of the `iOS	COMMENT
LOW	…ling/xtask/crates/xtask_workflows/src/workflows/cla.rs	1	//! `CLA` — enforces the Contributor License Agreement on PRs.	COMMENT
3093 more matches not shown…

Hyper-Verbose Identifiers2059 hits · 2108 pts

Severity	File	Line	Snippet	Context
LOW⚡	tooling/pii/test_scan.py	22	def test_flags_customer_email_and_allows_reserved_domains(self):	CODE
LOW⚡	tooling/pii/test_scan.py	32	def test_allows_macro_and_test_tlds(self):	CODE
LOW⚡	tooling/pii/test_scan.py	37	def test_flags_phone_and_address_not_iso_dates(self):	CODE
LOW⚡	tooling/pii/test_scan.py	45	def test_flags_private_key_and_github_token(self):	CODE
LOW⚡	tooling/pii/test_scan.py	53	def test_exceptions_cover_value_path_and_domain(self):	CODE
LOW	tooling/pii/test_scan.py	82	def test_only_added_lines_in_a_hunk_are_scanned(self):	CODE
LOW	tooling/pii/test_scan.py	96	def test_skips_deleted_files_and_lockfiles(self):	STRING
LOW	tooling/pii/test_scan.py	111	def test_text_mode_flags_pr_body_pii(self):	STRING
LOW	tooling/pii/test_scan.py	120	def test_added_content_cannot_be_parsed_as_a_file_header(self):	STRING
LOW	tooling/pii/test_scan.py	131	def test_reports_do_not_expose_matched_values(self):	STRING
LOW	tooling/pii/test_scan.py	137	def test_staged_rename_is_scanned_without_a_remote_base(self):	STRING
LOW	tooling/pii/test_scan.py	158	def test_git_errors_fail_the_scan(self):	STRING
LOW	tooling/scripts/test_consolidate_agent_config.py	13	def test_missing_signer_reference_aborts_without_uploading(self):	CODE
LOW	tooling/scripts/test_consolidate_agent_config.py	37	def test_existing_empty_values_are_preserved_and_missing_values_are_copied(self):	CODE
LOW	infra/stacks/opensearch/helpers/utils/remove_field.ts	32	async function verifyDocumentsHaveReplacementData(	CODE
LOW	…rch/helpers/scripts/create_timestamp_seconds_fields.ts	46	async function addDateFieldWithEpochSecondFormat(	CODE
LOW	…cks/opensearch/helpers/scripts/set_refresh_interval.ts	22	async function updateIndexRefreshInterval(	CODE
LOW	…cks/opensearch/helpers/scripts/set_refresh_interval.ts	157	async function getCurrentRefreshIntervals(): Promise<void> {	CODE
LOW	…observability/nixos/goalert/test_macro_alerts_relay.py	78	def test_status_update_is_one_line(self):	CODE
LOW	…observability/nixos/goalert/test_macro_alerts_relay.py	89	def test_long_description_is_cut_at_a_sentence(self):	CODE
LOW	infra/stacks/cloud-storage-service/docx-unzip-bucket.ts	5	export function attachPolicyToDocxUnzipBucket({	CODE
LOW	infra/packages/resources/src/resources/frecency.ts	10	export function createFrecencyTablePolicy(	CODE
LOW	infra/packages/resources/src/resources/frecency.ts	61	export function attachFrecencyTablePolicy(	CODE
LOW	infra/packages/resources/src/resources/grafana.ts	14	export function grafanaTelemetryContainers(	CODE
LOW	infra/packages/resources/src/resources/role.ts	5	export function createShaCleanupWorkerRole(	CODE
LOW	infra/packages/shared/src/ai_tools.ts	136	export function getAiToolsServiceRoleArns(): pulumi.Output<string>[] {	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	1073	def deck_fills_pattern_picture() -> Deck:	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	13	def test_aliases_resolve_without_requiring_real_accounts(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	20	def test_invitee_order_and_case_do_not_change_the_result(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	27	def test_email_cc_does_not_count_as_a_to_recipient(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	35	def test_named_channels_match_without_accepting_a_partial_name(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	42	def test_null_queries_are_empty_but_filter_wording_is_a_mismatch(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	50	def test_note_markers_and_lost_sentences_are_not_hidden_by_the_comparison(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	57	def test_dates_are_checked_as_local_wall_clock_times(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	65	def test_priority_comes_from_the_extracted_task_property(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	72	def test_titles_allow_concise_forms_but_not_the_description(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	79	def test_reports_identify_new_failures_and_fixes(self):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	87	def test_wrong_classifications_are_not_corrected_by_forcing_the_expected_intent(self, request):	CODE
LOW⚡	crates/universal_input/eval/test_compare.py	95	def test_requests_use_the_frozen_clock_and_task_catalog(self, request):	CODE
LOW	nix/appimage/test_apprun.py	17	def test_preserves_size_source_and_surrounding_bytes(self):	CODE
LOW	nix/appimage/test_apprun.py	39	def test_rejects_missing_or_ambiguous_entries(self):	CODE
LOW	nix/appimage/test_apprun.py	51	def test_rejects_non_elf_input(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	79	def test_ldd_includes_transitive_dependencies_and_keeps_aliases(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	84	def test_ldd_rejects_missing_transitive_dependency(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	93	def test_ldd_reuses_first_loaded_soname(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	102	def test_relocation_restores_sonames_and_origin_paths(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	116	def test_relocation_rewrites_absolute_needed(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	124	def test_relocation_rejects_unbundled_absolute_needed(self):	CODE
LOW⚡	nix/appimage/test_packaging.py	131	def test_relocation_rewrites_interpreter_and_shebang(self):	CODE
LOW	nix/appimage/test_packaging.py	145	def test_relocation_handles_read_only_nix_copies(self):	CODE
LOW	nix/appimage/test_packaging.py	158	def test_relocation_rewrites_release_webkit_helper_directory(self):	CODE
LOW	nix/appimage/test_packaging.py	176	def test_relocation_rejects_nix_only_proxy_schema_paths(self):	CODE
LOW	nix/appimage/test_packaging.py	191	def test_relocation_rejects_conflicting_sonames(self):	CODE
LOW	…tion/src/websocket/core/websocket-heartbeat-options.ts	33	export function isRequiredHeartbeatOptions(	CODE
LOW	packages/collaboration/src/collab/telemetry.ts	32	function setDocumentSpanAttributes(documentId: string, span: Span): void {	CODE
LOW	packages/email-renderer/src/core/colors.ts	77	export function findClosestContrastingColor(fg: OKLCH, bgL: number): OKLCH {	CODE
LOW	packages/email-renderer/src/core/css.ts	141	export function stripColorSchemeMediaQueries(css: string): string {	CODE
LOW	packages/email-renderer/src/browser/colors.ts	150	function hasOpaqueAncestorBackground(el: HTMLElement, root: Node): boolean {	CODE
LOW	…/email-renderer/src/browser/colors.adversarial.test.ts	161	function hasOpaqueAncestorBackground(el: HTMLElement, root: Node): boolean {	CODE
LOW	packages/spreadsheet/src/conditional-formatting.ts	269	export function readConditionalAppearance(	CODE
1999 more matches not shown…

Decorative Section Separators245 hits · 717 pts

Severity	File	Line	Snippet	Context
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	16	// ── Parsing tests (seed) ──────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	33	// ── Parsing tests ──────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	158	// ── Helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	176	// ── Integration tests (single create) ─────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	259	// ── Seed JSON tests ────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel_message/test.rs	401	// ── Mention flow tests ────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/document/test.rs	17	// ── Parsing tests ──────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/document/test.rs	132	// ── Parsing tests (seed) ──────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/document/test.rs	162	// ── Helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/document/test.rs	227	// ── Execution tests ───────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/document/test.rs	323	// ── Seed JSON tests ────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel/test.rs	14	// ── Parsing tests ──────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel/test.rs	191	// ── Helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel/test.rs	209	// ── Integration tests (single create) ─────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/channel/test.rs	281	// ── Seed JSON tests ────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/email/test.rs	14	// ── Parsing tests ──────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/email/test.rs	154	// ── Helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/email/test.rs	209	// ── Integration tests (seed) ──────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/email/test.rs	402	// ── build_thread unit tests ───────────────────────────────	COMMENT
MEDIUM	tooling/seed_cli/src/entity/email/test.rs	489	// ── Test helpers ──────────────────────────────────────────	COMMENT
MEDIUM	…ask_workflows/src/workflows/scripts/pr_merge_commit.sh	30	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…ows/src/workflows/scripts/merge_result_native_check.sh	70	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	…ask_workflows/src/workflows/scripts/ios_native_tree.sh	65	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	…k_workflows/src/workflows/scripts/android_git_fetch.sh	14	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	infra/stacks/github-runners/user-data.sh	8	# ─── System packages & updates ────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/user-data.sh	42	# ─── Docker ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	58	# ─── Runner user ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	65	# ─── Rust ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	72	# ─── Just ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	75	# ─── AWS CLI v2 ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	82	# ─── Pulumi CLI ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	85	# ─── SOPS ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	91	# ─── Node.js LTS (needed by many GH Actions) ─────────────────────────────────	COMMENT
MEDIUM⚡	infra/stacks/github-runners/user-data.sh	96	# ─── GitHub Actions Runner ────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/user-data.sh	117	# ─── Configure & start the runner ─────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/runner.ts	43	// ── AMI ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/runner.ts	58	// ── Security Group ────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/runner.ts	94	// ── IAM ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/runner.ts	133	// ── User Data ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/github-runners/runner.ts	151	// ── EC2 Instance ──────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/agent-harness-service/index.ts	26	// ── Secrets ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/agent-harness-service/index.ts	52	// ── Session changes bucket ───────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/agent-harness-service/index.ts	76	// ── AI tools infra ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/agent-harness-service/index.ts	80	// ── Stack references ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/agent-harness-service/index.ts	109	// ── Service ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	infra/stacks/cloud-storage-service/index.ts	239	// ── GitHub pull request patches ──────────────────────────────────────────────	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/email_formatting/preview_digest.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	crates/notification/src/domain/service/voip/test.rs	16	// ─── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/voip/test.rs	37	// ─── Mock: NotificationRepository ────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/voip/test.rs	269	// ─── Mock: MobilePushOps ──────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/voip/test.rs	327	// ─── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/device/test.rs	16	// ─── Mocks ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/device/test.rs	428	// ─── Register Tests ──────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/notification/src/domain/service/device/test.rs	583	// ─── Unregister Tests ────────────────────────────────────────────────────	COMMENT
MEDIUM	crates/ai_engine/src/font/glyphlist/glyphlist.txt	1	# -----------------------------------------------------------	COMMENT
185 more matches not shown…

Hallucination Indicators50 hits · 545 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/webhook/src/inbound/axum_router.rs	104	.append(&self.authorization.authorization.user.macro_user_id.as_ref())	CODE
CRITICAL	crates/models_soup/src/item.rs	81	EntityType::Channel.with_entity_string(channel.channel.channel.id.0.to_string())	CODE
CRITICAL	crates/referral/src/inbound/axum_router/send_invite.rs	83	.append(&self.0.authorization.user.macro_user_id.as_ref())	CODE
CRITICAL	crates/forms/src/inbound/axum_router.rs	151	user_id: signed_in.user.authorization.user.macro_user_id.clone(),	CODE
CRITICAL	…ication/src/domain/models/email_notification_digest.rs	267	.last_online_checker(self.prev.prev.inner.owner_id.copied())	CODE
CRITICAL	…s/notification/src/domain/models/queue_message/test.rs	93	deserialized.request.req.notification.tag.as_ref(),	CODE
CRITICAL	crates/contacts/src/inbound/http.rs	123	.append(&self.0.authorization.user.macro_user_id.as_ref())	CODE
CRITICAL	…src/inbound/toolset/pipelines/find_pipeline_entries.rs	255	let name = found.pipeline.pipeline.pipeline.name.clone();	CODE
CRITICAL	crates/frecency/src/domain/models.rs	112	user_id: MacroUserIdStr::parse_from_str(r.event_record.event.entity.user_id.as_ref())?,	CODE
CRITICAL	crates/frecency/src/domain/models.rs	113	entity: r.event_record.event.entity.entity.copied(),	CODE
CRITICAL	crates/docx_engine/src/bin/docx_corpus/lines.rs	212	style: l.para.format.props.style.clone(),	CODE
CRITICAL	…ates/import/src/domain/service/slack_discovery/test.rs	271	let calls = service.slack_source.0.0.member_calls.lock().unwrap();	CODE
CRITICAL	…ates/import/src/domain/service/slack_discovery/test.rs	334	let calls = service.slack_source.0.0.member_calls.lock().unwrap();	CODE
CRITICAL	…ates/import/src/domain/service/slack_discovery/test.rs	434	service.slack_source.0.0.member_calls.lock().unwrap().len(),	CODE
CRITICAL	crates/graphql_soup/src/objects.rs	560	.with_entity_string(item.channel.channel.id.0.to_string()),	CODE
CRITICAL	crates/graphql_soup/src/objects.rs	1902	ID(self.0.channel.channel.id.0.to_string())	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1917	self.0.channel.channel.name.clone()	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1923	owner_id: Some(self.0.channel.channel.owner_id.as_ref().to_owned()),	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1931	created_at: Some(self.0.channel.channel.created_at.to_rfc3339()),	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1932	updated_at: Some(self.0.channel.channel.updated_at.to_rfc3339()),	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1940	self.0.channel.channel.name.as_deref()	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1950	self.0.channel.channel.owner_id.as_ref().to_owned()	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1965	self.0.channel.channel.team_id.map(\|id\| ID(id.to_string()))	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1970	self.0.channel.channel.created_at.to_rfc3339()	CODE
CRITICAL⚡	crates/graphql_soup/src/objects.rs	1975	self.0.channel.channel.updated_at.to_rfc3339()	CODE
CRITICAL	…next-soup/soup-view/views/inbox/inbox-card-layouts.tsx	839	const reply = props.item.entity.thread.preview.find(	CODE
CRITICAL	…ures/slack-import/primitives/import-controller.test.ts	159	sources.commands.register.mock.calls.every((call) =>	CODE
CRITICAL	…ures/slack-import/primitives/import-controller.test.ts	307	sources.commands.register.mock.calls.filter(	CODE
CRITICAL	…ures/slack-import/primitives/import-controller.test.ts	316	const registrations = sources.commands.register.mock.calls.filter(	CODE
CRITICAL	…ures/slack-import/primitives/import-controller.test.ts	338	sources.commands.complete.mock.calls.filter(	CODE
CRITICAL	…ures/slack-import/primitives/import-controller.test.ts	378	const requests = sources.commands.create.mock.calls.map((call) => call[1]);	CODE
CRITICAL	…features/external-chat/primitives/conversation.test.ts	106	const keys = state.fake.capabilities.send.mock.calls.map((call) => call[1]);	CODE
CRITICAL	…features/external-chat/primitives/conversation.test.ts	130	const keys = state.fake.capabilities.send.mock.calls.map((call) => call[1]);	CODE
CRITICAL	…features/external-chat/primitives/conversation.test.ts	208	state.fake.capabilities.send.mock.calls.map((call) => call[0])	CODE
CRITICAL	…/src/features/block-form/queries/form-collaboration.ts	264	putFormLayoutBody.shape.sections.element.options.find(isGateSchema);	CODE
CRITICAL	apps/web/src/lib/split-router/tests/navigation.test.ts	296	context.to.location.route.matches.at(-1)?.id === 'block' &&	CODE
CRITICAL	…ib/queries/calendar/graphql/tests/invalidation.test.ts	126	calendarKeys.visibleCalendars._ctx.graphql.queryKey.slice(0, 2)	CODE
CRITICAL	…/queries/storage/documentLoad/offline-context-cache.ts	12	getDocumentVersionResponse.shape.data.shape.documentMetadata.omit({	CODE
CRITICAL	…/src/lib/queries/soup/graphql/grouped-page-evidence.ts	105	page.data.user.groupSoup.bins.flatMap((bin) =>	CODE
CRITICAL	…vice-clients/service-storage/agent-session-mentions.ts	17	return result.data.user.soup.items.flatMap((item) =>	CODE
CRITICAL	…/web/src/lib/service-clients/service-storage/client.ts	2107	saveDocumentHandlerResponse.shape.data.shape.documentMetadata.safeParse(	CODE
CRITICAL	…/web/src/lib/service-clients/service-storage/client.ts	2137	saveDocumentHandlerResponse.shape.data.shape.documentMetadata.safeParse(	CODE
CRITICAL	…/web/src/lib/service-clients/service-storage/client.ts	2378	saveDocumentHandlerResponse.shape.data.shape.documentMetadata.safeParse(	CODE
CRITICAL	…web/src/lib/service-clients/service-storage/service.ts	581	schemas.getDocumentVersionResponse.shape.data.shape.userAccessLevel.describe(	CODE
CRITICAL	…web/src/lib/service-clients/service-storage/service.ts	612	schemas.getDocumentVersionResponse.shape.data.shape.userAccessLevel.describe(	CODE
CRITICAL	…e_service/src/api/documents/initialize_starter_docs.rs	361	user_id: Some(user_context.authorization.user.user_context.user_id.clone()),	CODE
CRITICAL	…ent_storage_service/src/api/items/validate_item_ids.rs	17	let user_id = user.authorization.user.user_context.user_id.clone();	CODE
CRITICAL	…document_storage_service/src/api/items/get_item_ids.rs	27	let user_id = user.authorization.user.user_context.user_id.clone();	CODE
CRITICAL	services/connection_gateway/src/service/tracker.rs	62	data.entity.extra.extra.entity_id.to_string(),	CODE
CRITICAL	services/connection_gateway/src/service/tracker.rs	89	data.entity.extra.extra.entity_id.to_string(),	CODE

Fake / Example Data228 hits · 264 pts

Severity	File	Line	Snippet	Context
LOW	tooling/notification_sandbox/src/main.rs	304	sender: Some(MacroUserIdStr::try_from_email("fake-user@example.com").unwrap()),	CODE
LOW⚡	crates/item_filters/src/lib.rs	223	/// Email sender addresses to filter by. Examples: ['user@example.com']. Empty to search all senders.	COMMENT
LOW⚡	crates/item_filters/src/lib.rs	226	/// Email CC addresses to filter by. Examples: ['user@example.com']. Empty if not filtering by CC.	COMMENT
LOW⚡	crates/item_filters/src/lib.rs	229	/// Email BCC addresses to filter by. Examples: ['user@example.com']. Empty if not filtering by BCC.	COMMENT
LOW⚡	crates/item_filters/src/lib.rs	232	/// Email Recipient addresses to filter by. Examples: ['user@example.com']. Empty if not filtering by Recipient.	COMMENT
LOW	crates/webhook/src/domain/service/test.rs	369	MacroUserIdStr::try_from_email("user@example.com").unwrap()	CODE
LOW	crates/complete_graph/src/schema/test/calendar.rs	103	email_address: "user@example.com".to_owned(),	CODE
LOW	crates/graphql_channel/src/test.rs	85	let user = MacroUserIdStr::try_from_email("user@example.com").unwrap();	CODE
LOW	crates/slack_integration/src/inbound/worker/test.rs	82	requested_by: MacroUserIdStr::try_from_email("admin@example.com").unwrap(),	CODE
LOW	crates/slack_integration/src/domain/importer/test.rs	100	{"id":"U0","name":"importer","profile":{"email":"admin@example.com","display_name":"Importer Admin"}},	CODE
LOW	crates/slack_integration/src/domain/importer/test.rs	135	requested_by: user("admin@example.com"),	CODE
LOW	crates/slack_integration/src/domain/importer/test.rs	1001	assert_eq!(announcement.joined, user("admin@example.com"));	CODE
LOW	crates/slack_integration/src/domain/importer/test.rs	1006	user("admin@example.com"),	CODE
LOW	crates/slack_integration/src/domain/importer/test.rs	1108	user("admin@example.com"),	CODE
LOW	crates/gmail_client/src/error/test.rs	101	assert!(!sanitized.contains("user@example.com"));	CODE
LOW	crates/macro_db_client/src/blocked_email.rs	82	VALUES ('test@test.com')	CODE
LOW	crates/macro_db_client/src/blocked_email.rs	94	assert_eq!(blocked_emails[0], "test@test.com");	CODE
LOW	crates/macro_db_client/src/blocked_email.rs	105	VALUES ('test@test.com')	CODE
LOW	crates/macro_db_client/src/blocked_email.rs	122	VALUES ('test@test.com')	CODE
LOW	crates/macro_db_client/src/blocked_email.rs	132	assert_eq!(blocked_emails[0], "test@test.com");	CODE
LOW	…s/notification/src/domain/models/queue_message/test.rs	70	macro_user_id::user_id::MacroUserIdStr::try_from_email("user@example.com").unwrap();	CODE
LOW	crates/notification/src/domain/service/test.rs	961	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	1087	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	1148	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	1577	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	1605	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	1626	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	2737	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	2777	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	2960	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/notification/src/domain/service/test.rs	2988	let recipient = test_user_id("user@example.com");	CODE
LOW	crates/macro_user_id/src/email/tests.rs	87	("test@test.com", "test@test.com"),	CODE
LOW	crates/macro_user_id/src/email/tests.rs	97	("test@test.com", "test@test.com"),	CODE
LOW	crates/macro_user_id/src/email/tests.rs	119	("test@test.com", "test@test.com"),	CODE
LOW	crates/macro_user_id/src/email/tests.rs	129	("test@test.com", "test@test.com"),	CODE
LOW	crates/macro_user_id/src/email/tests.rs	147	("test@test.com", true),	CODE
LOW	…es/macro_authorization/src/outbound/macro_auth/test.rs	34	email: "user@example.com".to_string(),	CODE
LOW	crates/crm/src/outbound/search_repo/test.rs	303	insert_directory(pool, "acme.com", Some("Acme Corp"), None).await?;	CODE
LOW⚡	…m/src/outbound/companies_repo/test/set_contact_name.rs	22	repo.set_contact_name(&team_id, &contact_id, "Jane Doe", false)	CODE
LOW⚡	…m/src/outbound/companies_repo/test/set_contact_name.rs	27	Some(Some("Jane Doe".to_string()))	CODE
LOW⚡	…m/src/outbound/companies_repo/test/set_contact_name.rs	34	assert_eq!(record.name.as_deref(), Some("Jane Doe"));	CODE
LOW	crates/graphql_notification/src/mutations/test.rs	147	let user = MacroUserIdStr::try_from_email("user@example.com").unwrap();	CODE
LOW	crates/models_email/src/gmail/inbox_sync.rs	117	assert_eq!(payload.message.data.email_address, "user@example.com");	CODE
LOW	crates/ai_engine/src/text/test.rs	33	let t = text("lorem ipsum dolor sit amet", Some(80.0), TextAlign::Left);	CODE
LOW	crates/ai_engine/src/text/test.rs	33	let t = text("lorem ipsum dolor sit amet", Some(80.0), TextAlign::Left);	CODE
LOW	crates/agent_harness/src/inbound/kafka/test.rs	380	name: "user@example.com".to_owned(),	CODE
LOW	crates/agent_harness/src/inbound/kafka/test.rs	381	email: Some("user@example.com".to_owned()),	CODE
LOW	crates/agent_harness/src/inbound/kafka/test.rs	425	name: "user@example.com".to_owned(),	CODE
LOW	crates/agent_harness/src/inbound/kafka/test.rs	426	email: Some("user@example.com".to_owned()),	CODE
LOW	…s/agent_harness/src/outbound/channel_announcer/test.rs	29	triggered_by: MacroUserIdStr::try_from_email("user@example.com").unwrap(),	CODE
LOW	…s/agent_harness/src/outbound/channel_announcer/test.rs	383	MacroUserIdStr::try_from_email("user@example.com").unwrap(),	CODE
LOW	…s/agent_harness/src/outbound/channel_announcer/test.rs	425	triggered_by: MacroUserIdStr::try_from_email("user@example.com").unwrap(),	CODE
LOW	…s/agent_harness/src/outbound/channel_announcer/test.rs	499	MacroUserIdStr::try_from_email("user@example.com").unwrap(),	CODE
LOW	…s/agent_harness/src/outbound/channel_announcer/test.rs	525	triggered_by: MacroUserIdStr::try_from_email("user@example.com").unwrap(),	CODE
LOW	crates/email_db_client/src/contacts/get/test.rs	296	"dave@example.org"	CODE
LOW	crates/github/src/domain/service/link_test.rs	817	MacroUserIdStr::try_from_email("user@example.com")	CODE
LOW	…ates/calendar_events/src/domain/mutations/test/copy.rs	218	requester_email: "user@example.com".to_string(),	CODE
LOW	…ates/calendar_events/src/domain/mutations/test/copy.rs	256	requester_email: "user@example.com".to_string(),	CODE
LOW	crates/calendar_events/src/domain/service/test.rs	1941	organizer_email: Some("organizer@example.org".to_string()),	CODE
LOW	crates/calendar_events/src/domain/service/test.rs	2046	email: "organizer@example.org".to_string(),	CODE
168 more matches not shown…

Structural Annotation Overuse64 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	tooling/seed_cli/src/entity/email/README.md	11	## Step 1: Bulk Generate	COMMENT
LOW	tooling/seed_cli/src/entity/email/README.md	52	## Step 2: Seed	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	174	/// Step 1: Wolf inserts Maria (RSVP Yes, Plus Ones 1) and Omar (RSVP No).	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	227	/// Step 2: Julia sets Maria's RSVP to Maybe.	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	253	/// Step 3: Julia deletes Omar.	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	269	/// Step 4: Wolf deletes the Plus Ones column.	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	117	// Step 1: Atomically pop one user from the pending set	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	154	// Step 2: Atomically snapshot the list via RENAME	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	165	// Step 3: Read from the snapshot and clean up	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	734	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	740	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	749	// Step 3: Check push notifications	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	769	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	775	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	784	// Step 3: Check push notifications - disabled	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	793	// Step 4: Check last online time - recently online	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	814	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	820	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	829	// Step 3: Check push notifications - disabled	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	838	// Step 4: Check last online time - offline for a while	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	859	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	865	// Step 2: Check user existence - does not exist → DontSend (no account = no email)	COMMENT
LOW	crates/email_db_client/src/contacts/upsert_message.rs	112	// Step 1: Fetch existing (fast, no locks)	COMMENT
LOW⚡	crates/email_db_client/src/contacts/upsert_message.rs	136	// Step 2: Filter to contacts we don't have yet	COMMENT
LOW⚡	crates/email_db_client/src/contacts/upsert_message.rs	146	// Step 3: Try to insert new contacts	COMMENT
LOW	crates/email_db_client/src/contacts/upsert_message.rs	158	// Step 4: Any still missing? Fetch them (handles race condition)	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	600	// Step 1: Set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	605	// Step 2: Now try to add task-standalone as a subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	630	// Step 1: Add task-standalone as a subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	635	// Step 2: Now try to set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	662	// Step 1: Set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	667	// Step 2: Now try to set task-orphan as parent of task-standalone	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	694	// Step 1: Add task-standalone as subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	699	// Step 2: Now try to add task-orphan as subtask of task-standalone	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	161	// Step 1: Fetch all properties from source task. A copy doesn't join	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	177	// Step 2: Copy all properties to destination task (with v7 UUIDs)	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	222	// Step 3: Ensure all system task properties exist (insert with null if missing)	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	53	// Step 1: Fetch existing contacts	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	71	// Step 2: Update names for existing contacts that don't have one yet	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	100	// Step 3: Insert new contacts	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	138	// Step 4: Handle race conditions - fetch any still-missing contacts	COMMENT
LOW	.agents/skills/create-ai-tool/SKILL.md	12	## Step 1: Write the tool	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	26	## Step 2: Create the tool context	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	34	## Step 3: Add the toolset to `all_tools` in the ai_tools crate	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	40	## Step 4: Add the context to ToolServiceContext	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	47	## Step 5: Wire up env vars and service construction	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	54	## Step 6: Update infra (if new env vars or AWS resources are needed)	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	61	## Step 7: Rust checks	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	72	## Step 8: Generate frontend types	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	81	## Step 9: Check what frontend UI is needed	COMMENT
LOW⚡	.agents/skills/create-ai-tool/SKILL.md	90	## Step 10: Read existing tool UI for patterns	COMMENT
LOW	.agents/skills/create-ai-tool/SKILL.md	103	## Step 11: Write the tool UI	COMMENT
LOW	.agents/skills/create-ai-tool/SKILL.md	122	## Step 12: Frontend checks	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	9	## Step 1: Fetch all open alerts	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	26	## Step 2: Group alerts by manifest/lockfile	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	30	## Step 3: Determine override strategy per manifest	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	44	## Step 4: Present the plan	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	56	## Step 5: Apply fixes	COMMENT
LOW	.agents/skills/dependabot/SKILL.md	70	## Step 6: Verify	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	14	// Step 1: Fetch the persisted labels	COMMENT
4 more matches not shown…

Synthetic Comment Markers15 hits · 112 pts

Severity	File	Line	Snippet	Context
HIGH	crates/models_soup/src/call_record.rs	55	/// User-supplied or AI-generated display name for the call.	COMMENT
HIGH	crates/models_soup/src/call_record.rs	57	/// AI-generated summary of the call. Only set on archived	COMMENT
HIGH	crates/ai_projections/src/lib.rs	4	//! An AI projection is a materialized, cached AI-generated view of a user's	COMMENT
HIGH	crates/call/src/inbound/toolset/read_call_record.rs	56	/// The AI generated summary of the call if one was generated. Use this before you read through the transcript.	COMMENT
HIGH	crates/call/src/domain/events.rs	102	/// Whether an AI-generated display name was persisted with the summary.	COMMENT
HIGH	crates/call/src/domain/ports.rs	261	/// candidate speaker set for AI-generated archived transcript attribution.	COMMENT
HIGH	crates/call/src/domain/ports.rs	539	/// Persist the AI-generated summary text on the archived call record.	COMMENT
HIGH	crates/call/src/domain/models.rs	332	/// AI-generated speaker attribution for one archived transcript row.	COMMENT
HIGH	crates/call/src/domain/models.rs	512	/// User-supplied or AI-generated display name for the call. Only set on	COMMENT
HIGH	crates/call/src/domain/models.rs	515	/// AI-generated summary of the call. Only set on archived `call_records`	COMMENT
HIGH	crates/call/src/domain/models.rs	609	/// User-supplied or AI-generated display name for the call. Only set on	COMMENT
HIGH	crates/agent_code_mode/src/domain/documentation.rs	239	/// The symbol as requested.	COMMENT
HIGH	crates/documents/src/domain/models.rs	329	/// The pull request's `owner/repo/pull/number` key, as requested.	COMMENT
HIGH	apps/web/src/lib/queries/preview/fetchers.ts	174	// prefer the user-supplied / AI-generated `customName`, fall back to	COMMENT
HIGH	services/sync-service/bebop-schema/src/generated.rs	2	// This code was generated by a tool.	COMMENT

AI Slop Vocabulary34 hits · 98 pts

Severity	File	Line	Snippet	Context
MEDIUM	tooling/scripts/consolidate-agent-config.py	26	# Existing harness settings win, including rollout gates and credentials.	COMMENT
MEDIUM	tooling/scripts/consolidate-agent-config.py	41	# environments. An old, unused harness PEM under the same name must not	COMMENT
MEDIUM	tooling/scripts/claude-local-mcp.sh	32	# The cognition host is the harness listener plus a /cognition prefix; the	COMMENT
MEDIUM	…authorization/src/outbound/pg_harness_authorization.rs	38	#[error("harness authorization database operation failed")]	COMMENT
MEDIUM	…authorization/src/outbound/pg_harness_authorization.rs	41	#[error("invalid persisted harness ownership data")]	COMMENT
MEDIUM	crates/agent_harness/Cargo.toml	16	# The session-token claim shape and its signing, so the harness and the proxy	COMMENT
MEDIUM	…tes/agent_harness/container/sidecar/src/server/test.rs	24	std::fs::write(&path, format!("#!/bin/sh\n{body}\n")).expect("write fake harness");	CODE
MEDIUM	crates/agent_harness/src/domain/capability_discovery.rs	73	#[error("the requested harness is disconnected")]	COMMENT
MEDIUM	crates/agent_harness/src/domain/capability_discovery.rs	90	#[error("the requested harness is disconnected")]	COMMENT
MEDIUM	crates/agent_harness/src/domain/model_load.rs	93	#[error("the requested harness is disconnected")]	COMMENT
MEDIUM	crates/agent_harness/src/domain/model_load.rs	110	#[error("the requested harness is disconnected")]	COMMENT
MEDIUM	crates/agent_harness/src/domain/service/warm.rs	55	#[tracing::instrument(skip_all, err, fields(agent.session.id = tracing::field::Empty, agent.harness = tracing::field	COMMENT
MEDIUM	crates/harness_id/src/lib.rs	71	#[error("invalid harness id: {value}")]	COMMENT
MEDIUM⚡	crates/coding_agent_worker/config.example.toml	1	# Everything an agent harness daemon needs to serve one harness's sessions.	COMMENT
MEDIUM⚡	crates/coding_agent_worker/config.example.toml	8	# Base URL of the agent-harness service. Its ws(s) twin hosts the runtime	COMMENT
MEDIUM⚡	crates/coding_agent_worker/config.example.toml	11	# Base URL of the storage service (harness pairing + live event stream).	COMMENT
MEDIUM⚡	crates/coding_agent_worker/config.example.toml	18	# Optional: the harness name pairing requests; the approving user may rename	COMMENT
MEDIUM	crates/coding_agent_worker/config.example.toml	32	# Optional: environment added to the harness and to every model probe. The	COMMENT
MEDIUM	crates/coding_agent_worker/config.example.toml	47	# storage_path = "/path/to/agents" # Omit for ~/.macrod/herdr/<harness-id>.	COMMENT
MEDIUM	crates/coding_agent_worker/src/harness.rs	43	#[error("the service connection closed before the harness was announced")]	COMMENT
MEDIUM	crates/coding_agent_worker/src/harness.rs	46	#[error("the harness process ended in failure: {0}")]	COMMENT
MEDIUM	crates/coding_agent_worker/src/tui/config_form/test.rs	156	"# keep me\n[macro]\napi_url = \"https://custom-api\"\nstorage_url = \"https://custom-storage\"\nweb_url = \	CODE
MEDIUM	…istry/entity_registry/src/domain/creation_principal.rs	58	#[error("a harness cannot create entities")]	COMMENT
MEDIUM	crates/pptx_engine/scripts/corpus_media.py	878	"""Small seamless tile for picture-tile fills and tiled backgrounds."""	STRING
MEDIUM	crates/ai_usage/src/lib.rs	3	//! AI cost logging — a robust log of AI usage with a flexible admin query API.	COMMENT
MEDIUM	crates/fusionauth/src/identity_provider/login.rs	38	/// This API allows you to complete a OpenID Connect login after authenticating a user using the OpenID Connect API. If	COMMENT
MEDIUM	crates/import/src/outbound/pg_import_repo/test.rs	1007	r#"INSERT INTO agent_session (id, owner_id, bot_id, harness, model, workspace, for_warming) VALUES ($1, $2, '000	CODE
MEDIUM	…/import/src/outbound/pg_import_repo/notion_run/test.rs	367	r#"INSERT INTO agent_session (id, owner_id, bot_id, harness, model, workspace, for_warming) VALUES ($1, $2, '000	CODE
MEDIUM	crates/import/src/domain/service/workspace/run/test.rs	408	r#"INSERT INTO agent_session (id, owner_id, bot_id, harness, model, workspace, for_warming) VALUES ($1, $2, '000	CODE
LOW	…0b0aef3fb0f59d392b5780cc548f331263a581d1b011eb970.json	3	"query": "\n SELECT \n -- Use trim() to remove the leading/trailing angle brackets\n trim(jso	CODE
MEDIUM	apps/web/src/features/channel/Call/CallContext.tsx	770	// for a seamless transition without destroying and recreating.	COMMENT
MEDIUM	…ding-agent-worker/container/sidecar/src/server/test.rs	24	std::fs::write(&path, format!("#!/bin/sh\n{body}\n")).expect("write fake harness");	CODE
MEDIUM	services/agent_harness_service/src/config.rs	160	#[macro_config_default(String::from("macro-agent-harness"))]	COMMENT
MEDIUM	services/agent_harness_service/src/config.rs	181	#[macro_config_default(String::from("macro-agent-harness:latest"))]	COMMENT

Verbosity Indicators44 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	174	/// Step 1: Wolf inserts Maria (RSVP Yes, Plus Ones 1) and Omar (RSVP No).	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	227	/// Step 2: Julia sets Maria's RSVP to Maybe.	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	253	/// Step 3: Julia deletes Omar.	COMMENT
LOW	…tabases/src/outbound/pg_databases_repo/test/journal.rs	269	/// Step 4: Wolf deletes the Plus Ones column.	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	117	// Step 1: Atomically pop one user from the pending set	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	154	// Step 2: Atomically snapshot the list via RENAME	COMMENT
LOW	crates/notification/src/outbound/digest_batcher.rs	165	// Step 3: Read from the snapshot and clean up	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	734	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	740	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	749	// Step 3: Check push notifications	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	769	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	775	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	784	// Step 3: Check push notifications - disabled	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	793	// Step 4: Check last online time - recently online	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	814	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	820	// Step 2: Check user existence	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	829	// Step 3: Check push notifications - disabled	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	838	// Step 4: Check last online time - offline for a while	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	859	// Step 1: Check if allowed	COMMENT
LOW⚡	…on/src/domain/models/email_notification_digest/test.rs	865	// Step 2: Check user existence - does not exist → DontSend (no account = no email)	COMMENT
LOW	crates/email_db_client/src/contacts/upsert_message.rs	112	// Step 1: Fetch existing (fast, no locks)	COMMENT
LOW⚡	crates/email_db_client/src/contacts/upsert_message.rs	136	// Step 2: Filter to contacts we don't have yet	COMMENT
LOW⚡	crates/email_db_client/src/contacts/upsert_message.rs	146	// Step 3: Try to insert new contacts	COMMENT
LOW	crates/email_db_client/src/contacts/upsert_message.rs	158	// Step 4: Any still missing? Fetch them (handles race condition)	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	600	// Step 1: Set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	605	// Step 2: Now try to add task-standalone as a subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	630	// Step 1: Add task-standalone as a subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	635	// Step 2: Now try to set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	662	// Step 1: Set task-standalone as parent of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	667	// Step 2: Now try to set task-orphan as parent of task-standalone	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	694	// Step 1: Add task-standalone as subtask of task-orphan	COMMENT
LOW⚡	crates/properties/src/outbound/test.rs	699	// Step 2: Now try to add task-orphan as subtask of task-standalone	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	161	// Step 1: Fetch all properties from source task. A copy doesn't join	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	177	// Step 2: Copy all properties to destination task (with v7 UUIDs)	COMMENT
LOW	crates/system_properties/src/outbound/pgpool.rs	222	// Step 3: Ensure all system task properties exist (insert with null if missing)	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	53	// Step 1: Fetch existing contacts	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	71	// Step 2: Update names for existing contacts that don't have one yet	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	100	// Step 3: Insert new contacts	COMMENT
LOW	crates/email/src/outbound/email_pg_repo/contact.rs	138	// Step 4: Handle race conditions - fetch any still-missing contacts	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	14	// Step 1: Fetch the persisted labels	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	30	// Step 2: Identify labels to delete (in DB but not in Gmail)	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	41	// Step 3: Identify labels to insert or update	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	66	// Step 4: Perform deletions if needed	COMMENT
LOW	…ail_service/src/util/process_pre_insert/sync_labels.rs	84	// Step 5: Perform insert/update operations	COMMENT

Modern AI Meta-Vocabulary18 hits · 53 pts

Severity	File	Line	Snippet	Context
MEDIUM	tooling/xtask/crates/xtask_local/Cargo.toml	15	# Local/dev orchestration. These deps reuse the workspace-pinned versions so	COMMENT
MEDIUM	tooling/xtask/crates/xtask_local/src/local/cli.rs	14	#[command(name = "cargo-x", about = "Macro local & dev orchestration")]	COMMENT
MEDIUM	crates/agent_session/Cargo.toml	9	# Quota contracts and helper orchestration without enabling session adapters.	COMMENT
MEDIUM	crates/agent/src/hook.rs	194	/// Sends [`StreamPart`] items through an unbounded channel as the RIG agentic	COMMENT
MEDIUM	crates/agent/src/error.rs	11	/// An error from the RIG prompt/agentic loop.	COMMENT
MEDIUM	crates/agent/src/lib.rs	3	//! Agent crate — agentic loop	COMMENT
MEDIUM	crates/agent/src/tool_adapter.rs	105	/// agentic loop without modification.	COMMENT
MEDIUM	…t/src/test/agent_loop/test_cooperative_cancellation.rs	73	// tool returns) just finalizes so the agentic loop terminates.	COMMENT
MEDIUM	crates/agent/src/model/router.rs	261	/// Run the agentic loop and adapt rig's stream into the provider-agnostic	COMMENT
MEDIUM	crates/agent/src/model/router.rs	662	/// Run the agentic loop on `agent` and adapt rig's stream into the	COMMENT
MEDIUM	crates/agent_inmem/src/lib.rs	6	//! milliseconds and its transport never leaves the process. The agentic loop	COMMENT
MEDIUM	crates/agent_inmem/src/domain/engine.rs	1	//! The seam between the ACP surface and the agentic loop that serves it.	COMMENT
MEDIUM	…outbound/email_pg_repo/test/crm_scope_dynamic_query.rs	323	// test scaffold or buggy caller bypassing soup's 403 check). Defensive	COMMENT
MEDIUM	crates/ai_toolset/src/toolset/types.rs	50	#[error("error deserializing tool call (possible hallucination): {0}")]	COMMENT
MEDIUM	.agents/rules/rust/guardrails.md	11	# Backend guardrails	COMMENT
MEDIUM	.cargo/config.toml	11	# (anything else) # local/dev orchestration (xtask_local)	COMMENT
MEDIUM	apps/marketing/src/app/routes/RouteEmail.tsx	145	<a href="#agentic-editing">	CODE
MEDIUM	…rc/features/marketing/components/email/email-demos.css	69	#agentic-editing .homepage-conversation { margin-bottom: 48px; }	COMMENT

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	crates/coding_agent_worker/e2e/update_e2e.py	442	except ProcessLookupError:	CODE
HIGH	crates/coding_agent_worker/e2e/update_e2e.py	450	except ProcessLookupError:	CODE
HIGH	crates/pptx_engine/scripts/render_references.py	97	except Exception: # noqa: BLE001 - python-pptx rejects some valid wild files	CODE
HIGH	crates/pptx_engine/scripts/render_references.py	152	except (OSError, ValueError):	CODE

Cross-Language Confusion (JS/TS)4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	apps/web/scripts/desktop-signing.test.ts	43	elif [ "$1 $2" = 'release download' ]; then	CODE
HIGH	apps/web/src/lib/urql-solid/browser-test/harness.tsx	42	print(FIRST_DOCUMENT) === FIRST_TEXT &&	CODE
HIGH	apps/web/src/lib/urql-solid/browser-test/harness.tsx	43	print(SECOND_DOCUMENT) === SECOND_TEXT;	CODE
HIGH	apps/web/src/lib/queries/mutation-coverage.test.ts	170	print(type),	CODE

Deep Nesting20 hits · 17 pts

Severity	File	Line	Context
LOW	tooling/scripts/consolidate-agent-config.py	19	CODE
LOW	…acks/observability/nixos/goalert/macro-alerts-relay.py	59	CODE
LOW	crates/coding_agent_worker/e2e/update_e2e.py	287	CODE
LOW	crates/coding_agent_worker/e2e/update_e2e.py	138	CODE
LOW	crates/docx_engine/scripts/render_references.py	202	CODE
LOW	crates/pptx_engine/scripts/update_manifest.py	62	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	479	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	234	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	598	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	1649	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	2263	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	2304	CODE
LOW	crates/pptx_engine/scripts/render_references.py	251	CODE
LOW	crates/pptx_engine/scripts/inspect_pptx.py	138	CODE
LOW	crates/pptx_engine/scripts/inspect_pptx.py	433	CODE
LOW	crates/pptx_engine/scripts/inspect_pptx.py	279	CODE
LOW	nix/appimage/relocate.py	39	CODE
LOW	apps/web/tests/native/ios/smoke.py	54	CODE
LOW	services/transcription/transcriber.py	338	CODE
LOW	services/transcription/transcriber.py	386	CODE

Unused Imports13 hits · 12 pts

Severity	File	Line	Context
LOW	tooling/pii/test_scan.py	3	CODE
LOW	tooling/pii/scan.py	12	CODE
LOW	…es/folds/agent_fold/scripts/convert_stdio_recording.py	32	CODE
LOW	crates/folds/agent_fold/scripts/sanitize_recording.py	43	CODE
LOW	crates/folds/agent_fold/scripts/sanitize_recording.py	46	CODE
LOW	crates/docx_engine/scripts/fetch_corpus.py	15	CODE
LOW	crates/docx_engine/scripts/render_references.py	25	CODE
LOW	crates/pptx_engine/scripts/update_manifest.py	19	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	14	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	30	CODE
LOW	crates/pptx_engine/scripts/render_references.py	31	CODE
LOW	crates/pptx_engine/scripts/corpus_media.py	17	CODE
LOW	crates/pptx_engine/scripts/inspect_pptx.py	18	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.config/hakari.toml	1	# This file contains settings for `cargo hakari`.	COMMENT
MEDIUM	crates/workspace-hack/Cargo.toml	1	# This file is generated by `cargo hakari`.	COMMENT
MEDIUM	.github/workflows/build-rust-ci-image.yml	6	# Create a GitHub-hosted larger image-generation runner with this label before	COMMENT
MEDIUM	.github/actions/deploy-cloud-storage-pulumi/action.yml	193	# Create the stack on first deploy of a new service; no-op for	COMMENT

Redundant / Tautological Comments8 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	tooling/scripts/backfill-video-file-types.sh	55	# Check if extensionless key exists	COMMENT
LOW	…cripts/migrate-s3-keys-extensionless/run-until-done.sh	14	# Check if cursor was cleared (migration complete)	COMMENT
LOW	crates/opensearch_query_builder/docker-compose.yml	17	soft: -1 # Set memlock to unlimited (no soft or hard limit)	CODE
LOW	crates/opensearch_query_builder/docker-compose.yml	43	soft: -1 # Set memlock to unlimited (no soft or hard limit)	CODE
LOW	services/lexical-service/scripts/test-search.sh	3	# Check if document ID is provided	COMMENT
LOW	services/lexical-service/scripts/test-cognition.sh	3	# Check if document ID is provided	COMMENT
LOW	services/lexical-service/scripts/test-markdown.sh	3	# Check if document ID is provided	COMMENT
LOW	services/lexical-service/scripts/test-plaintext.sh	3	# Check if document ID is provided	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	crates/folds/agent_fold/scripts/sanitize_recording.py	110	- Placeholder or example values (`YOUR_API_KEY`, `sk-ant-xxx...`, `<token>`)	CODE
HIGH	apps/docs/.agents/skills/mintlify-api/SKILL.md	20	Authorization: Bearer <your-api-key>	CODE

AI Structural Patterns11 hits · 10 pts

Severity	File	Line	Context
LOW	crates/pptx_engine/scripts/corpus_xml.py	168	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	199	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	220	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	236	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	314	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	348	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	398	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	413	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	424	CODE
LOW	crates/pptx_engine/scripts/corpus_xml.py	442	CODE
LOW	crates/pptx_engine/scripts/generate_corpus.py	199	CODE

Excessive Try-Catch Wrapping9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…ks/observability/nixos/database-collector/bootstrap.py	87	except Exception:	CODE
LOW	crates/docx_engine/scripts/fetch_corpus.py	37	except Exception as error: # noqa: BLE001 - report and continue	CODE
LOW	crates/docx_engine/scripts/render_references.py	230	except Exception as e: # noqa: BLE001	CODE
LOW	crates/pptx_engine/scripts/render_references.py	97	except Exception: # noqa: BLE001 - python-pptx rejects some valid wild files	CODE
LOW	crates/pptx_engine/scripts/render_references.py	103	except Exception: # noqa: BLE001	CODE
LOW	crates/pptx_engine/scripts/render_references.py	291	except Exception as e: # noqa: BLE001	CODE
LOW	services/transcription/transcriber.py	326	except Exception:	CODE
LOW	services/transcription/transcriber.py	331	except Exception:	CODE
LOW	services/transcription/transcriber.py	499	except Exception as exc:	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…ro_db_client/src/user_document_view_location/upsert.rs	27	// TODO: Add tests	COMMENT
LOW	apps/web/src/features/block-pdf/signal/location.ts	466	// TODO: implement specific annotation navigation, e.g. comments	COMMENT

Modern Structural Boilerplate3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/pptx_engine/scripts/generate_corpus.py	176	def set_title(self, text: str, size: float \| None = 28) -> None:	CODE
LOW	crates/pptx_engine/scripts/corpus_media.py	120	def set_map_mode(self, mode: int) -> None:	CODE
LOW	services/transcription/transcriber.py	141	def _update_centroid(cluster: _VoiceCluster, vector: np.ndarray) -> None:	CODE

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	crates/pptx_engine/scripts/corpus_media.py	7	* EMF (MS-EMF): anisotropic mapping, pens/brushes (solid, null, hatched), fonts	STRING

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	apps/web/scripts/ios-release.sh	172	echo "Don't forget to commit the version bump ($IOS_CONF and synced plists)."	CODE

macro-inc/macro

Open-Source Code Quality, Security and Technical Debt Review