Hmbown/CodeWhale

3.8

Adjusted Score

3.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

39.8K

Stars

Rust

Language

604.2K

Lines of Code

966

Files

1.4K

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 13HIGH 7MEDIUM 388LOW 980

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1388 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators355 hits · 1043 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	config.example.toml	1	# ╔══════════════════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM⚡	config.example.toml	5	# ╚══════════════════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM⚡	config.example.toml	9	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	11	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	71	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	73	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	84	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	86	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	90	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	92	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	100	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	102	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	240	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	242	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	709	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	711	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	720	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	722	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	768	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	770	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	780	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	782	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	796	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	798	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	806	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	808	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	847	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	849	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	1140	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	config.example.toml	1142	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	33	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	35	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	127	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	129	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	152	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	158	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	174	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	176	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	267	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	269	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	312	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	314	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	551	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	595	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	603	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	614	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	626	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	646	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	648	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	685	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	687	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	740	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	742	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	827	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	829	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	867	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	869	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	887	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	889	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	config.example.toml	905	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
295 more matches not shown…

Over-Commented Block898 hits · 830 pts

Severity	File	Line	Snippet	Context
LOW	config.example.toml	1	# ╔══════════════════════════════════════════════════════════════════════════════╗	COMMENT
LOW	config.example.toml	21	# `api_key` / `base_url` are	COMMENT
LOW	config.example.toml	41	# deepseek/deepseek-v4-pro — default OpenRouter DeepSeek model ID	COMMENT
LOW	config.example.toml	61	# mimo-v2.5-tts-voiceclone — Xiaomi MiMo voice-clone TTS model ID	COMMENT
LOW	config.example.toml	81	# current tier as a ⚡ chip.	COMMENT
LOW	config.example.toml	101	# Hotbar slots (#2061 / #2064)	COMMENT
LOW	config.example.toml	121	#	COMMENT
LOW	config.example.toml	141	# Optional list of additional instruction files concatenated into the	COMMENT
LOW	config.example.toml	161	# Override the env-var equivalent: `DEEPSEEK_MEMORY=on`	COMMENT
LOW	config.example.toml	181		COMMENT
LOW	config.example.toml	201	# command = "cargo test"	COMMENT
LOW	config.example.toml	221	# # Path-based deny	COMMENT
LOW	config.example.toml	241	# External Sandbox Backend (pluggable remote execution)	COMMENT
LOW	config.example.toml	261	# sandbox_url = "http://localhost:8080"	COMMENT
LOW	config.example.toml	281	# Env override: DEEPSEEK_PREFER_BWRAP=true	COMMENT
LOW	config.example.toml	301	# max_depth = 1 # the agent may spawn sub-agents, but those may not spawn more	COMMENT
LOW	config.example.toml	321	# DeepSeek Anthropic-compatible: DEEPSEEK_API_KEY, DEEPSEEK_ANTHROPIC_BASE_URL	COMMENT
LOW	config.example.toml	341	# (or MODEL_API_BASE_URL), META_MODEL_API_MODEL (or MODEL_API_MODEL)	COMMENT
LOW	config.example.toml	361	# model = "deepseek-v4-pro"	COMMENT
LOW	config.example.toml	381	[providers.nvidia_nim]	COMMENT
LOW	config.example.toml	401	# insecure_skip_tls_verify = true # last resort for private gateways; prefer SSL_CERT_FILE	COMMENT
LOW	config.example.toml	421	# OpenRouter — multi-provider gateway (https://openrouter.ai)	COMMENT
LOW	config.example.toml	441	# # base_url = "https://token-plan-ams.xiaomimimo.com/v1" # Token Plan Europe / Amsterdam	COMMENT
LOW	config.example.toml	461	# api_key = "YOUR_FIREWORKS_API_KEY"	COMMENT
LOW	config.example.toml	481	# base_url = "https://api.arcee.ai/api/v1"	COMMENT
LOW	config.example.toml	501		COMMENT
LOW	config.example.toml	521	# base_url = "http://localhost:30000/v1"	COMMENT
LOW	config.example.toml	541	# api_key = "YOUR_HF_TOKEN"	COMMENT
LOW	config.example.toml	561	# OpenAI-compatible curated gateway for Meituan's LongCat models.	COMMENT
LOW	config.example.toml	581	# OpenAI-compatible Chat Completions route.	COMMENT
LOW	config.example.toml	601	# model = "deepseek-ai/DeepSeek-V4-Pro" # or deepseek-ai/DeepSeek-V4-Flash	COMMENT
LOW	config.example.toml	621	# OPENAI_CODEX_ACCOUNT_ID / CODEX_ACCOUNT_ID, OPENAI_CODEX_AUTH_FILE, CODEX_HOME	COMMENT
LOW	config.example.toml	641	[providers.openmodel]	COMMENT
LOW	config.example.toml	661	# # 设置 METASO_API_KEY 或 [search] api_key 可提升额度	COMMENT
LOW	config.example.toml	681	# METASO_API_KEY → metaso key fallback	COMMENT
LOW	config.example.toml	701	# policy is enforced (mirrors pre-v0.7.0 behavior). To opt in:	COMMENT
LOW	config.example.toml	721	# Skills (#140)	COMMENT
LOW	config.example.toml	741	# TUI	COMMENT
LOW	config.example.toml	761	# locale = "auto" # UI chrome language: auto \| en \| ja \| zh-Hans \| pt-BR	COMMENT
LOW	config.example.toml	781	# Vision Model Configuration (optional)	COMMENT
LOW	config.example.toml	801	max_retries = 3	COMMENT
LOW	config.example.toml	821	# summed API usage.	COMMENT
LOW	config.example.toml	861	deepseek_v3_2_chat_prior = 3.9	COMMENT
LOW	config.example.toml	901	api_key = "YOUR_NVIDIA_API_KEY"	COMMENT
LOW	config.example.toml	921	# include_summary = false # include elapsed time + cost in the notification body	COMMENT
LOW	config.example.toml	941	#	COMMENT
LOW	config.example.toml	961	# # `git add -A` would hang the TUI for hours. Set	COMMENT
LOW	config.example.toml	981	# python → pyright-langserver --stdio	COMMENT
LOW	config.example.toml	1001	# [lsp.custom.cs]	COMMENT
LOW	config.example.toml	1021	# ─────────────────────────────────────────────────────────────────────────────────	COMMENT
LOW	config.example.toml	1041	# enabled = true	COMMENT
LOW	config.example.toml	1061	# [[hooks.hooks]]	COMMENT
LOW	config.example.toml	1081	# CLI flag `--cors-origin URL` (repeatable) and env var	COMMENT
LOW	config.example.toml	1101	# # Custom plugin directory (defaults to `~/.codewhale/tools/`)	COMMENT
LOW	config.example.toml	1121	# "exec_shell" = { type = "script", path = "audit-exec-shell.sh" }	COMMENT
LOW	config.example.toml	1141	# Workflow automatic launch, approval, isolation, and activity (#4128)	COMMENT
LOW	config.example.toml	1161	# max_depth = 2	COMMENT
LOW	config.example.toml	1181	# max_trust_level = "operator"	COMMENT
LOW	config.example.toml	1201	# # Fleet profiles define named agent configurations the roster can dispatch.	COMMENT
LOW	config.example.toml	1221	# [fleet.profiles.pr-reviewer]	COMMENT
838 more matches not shown…

Hallucination Indicators13 hits · 145 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	crates/cli/src/lib.rs	4893	assert!(store.config.providers.deepseek.api_key.is_none());	CODE
CRITICAL⚡	crates/cli/src/lib.rs	4894	assert!(store.config.providers.openrouter.api_key.is_none());	CODE
CRITICAL⚡	crates/cli/src/lib.rs	4895	assert!(store.config.providers.novita.api_key.is_none());	CODE
CRITICAL	crates/cli/src/lib.rs	4166	store.config.providers.deepseek.api_key.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4430	store.config.providers.deepseek.api_key.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4467	store.config.providers.arcee.api_key.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4474	reloaded.config.providers.arcee.api_key.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4505	store.config.providers.ollama.base_url.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4542	assert!(store.config.providers.deepseek.api_key.is_none());	CODE
CRITICAL	crates/cli/src/lib.rs	4815	store.config.providers.deepseek.api_key.as_deref(),	CODE
CRITICAL	crates/cli/src/lib.rs	4854	assert!(store.config.providers.deepseek.api_key.is_none());	CODE
CRITICAL	crates/cli/src/lib.rs	4855	assert!(store.config.providers.fireworks.api_key.is_none());	CODE
CRITICAL	crates/cli/src/lib.rs	4927	store.config.providers.openrouter.api_key.as_deref(),	CODE

Modern AI Meta-Vocabulary22 hits · 56 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	config.example.toml	74	# "off" — disables chain-of-thought (thinking.type = disabled)	COMMENT
MEDIUM⚡	config.example.toml	813	# from the active model/context window.	COMMENT
MEDIUM⚡	config.example.toml	848	# Capacity Controller (runtime pressure guardrails)	COMMENT
MEDIUM⚡	config.example.toml	1143	# First-class knobs for automatic Workflow orchestration. When the table is	COMMENT
MEDIUM⚡	config.example.toml	1147	# # Allow the parent agent to auto-launch Workflow for multi-agent work.	COMMENT
MEDIUM	config.example.toml	400	# context_window = 1000000 # set the gateway/model's real total context window	COMMENT
MEDIUM	config.example.toml	1160	# # Maximum nested Workflow / child-orchestration depth.	COMMENT
MEDIUM	CHANGELOG.md	860	(#2574); and context window and memory-pressure come from the resolved route	CODE
MEDIUM	HANDOFF_v0.8.68_completion.md	107	### 7. Remove `todo_*` alias scaffolding (v0.9.0 gate)	COMMENT
MEDIUM	…rk_results/deepseek-anthropic-comparison-2026-06-24.md	118	### 1.7 Operational guardrails added with the route	COMMENT
MEDIUM	crates/tui/CHANGELOG.md	860	(#2574); and context window and memory-pressure come from the resolved route	CODE
MEDIUM	crates/tui/src/core/engine/streaming.rs	1	//! Streaming response state and guardrails.	COMMENT
MEDIUM	crates/tui/src/tui/setup/model_draft.rs	37	/// tests can pin the guardrails.	COMMENT
MEDIUM	crates/tui/src/tui/setup/mod.rs	3276	/// or amend. Only the scaffold differs between guided and model drafts — the	COMMENT
MEDIUM	crates/tui/src/tui/setup/fleet_draft.rs	157	/// pin the guardrails.	COMMENT
MEDIUM	crates/tui/src/commands/groups/debug/balance.rs	4	//! this command explicit about being a scaffold so users do not mistake it for	COMMENT
MEDIUM	web/AGENT.md	48	## Cost guardrails	COMMENT
MEDIUM	docs/LOCALIZATION.md	36	\| Russian \| `ru` \| planned \| Next-priority locale. No README yet; explicitly scoped for #3092. Latin+Cyrillic la	CODE
MEDIUM	docs/TUI_DOGFOOD_INTEGRATION_CHECK_2026-07-12.md	67	### Transient red — sibling `runtime_contract` scaffold (recovered)	COMMENT
MEDIUM	docs/CONTRIBUTORS.md	241	[nasus9527](https://github.com/nasus9527) — VS Code extension scaffold	CODE
MEDIUM	docs/CHANGELOG_ARCHIVE.md	2916	(#645–#681, 28 PRs spanning features, fixes, and VS Code extension scaffolding).	CODE
MEDIUM	docs/CHANGELOG_ARCHIVE.md	3851	- Reasoning-content replay telemetry, end-to-end (#30). The chat-completions sanitizer now estimates replayed `reaso	CODE

Magic Placeholder Names4 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH⚡	config.example.toml	251	# sandbox_api_key = "YOUR_API_KEY" # Optional Bearer token sent with requests	COMMENT
HIGH⚡	config.example.toml	788	# api_key = "YOUR_API_KEY" # Optional: defaults to main api_key	COMMENT
HIGH	docs/PROVIDERS.md	163	api_key = "YOUR_API_KEY"	CODE
HIGH	docs/SANDBOX.md	205	sandbox_api_key = "YOUR_API_KEY"	CODE

AI Slop Vocabulary10 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/tui/tests/epic_acceptance_harness.rs	18	#[given("the acceptance harness is available")]	COMMENT
MEDIUM	crates/tui/tests/core_session_command_extraction.rs	32	#[when("the evaluation harness runs a shell command")]	COMMENT
MEDIUM	crates/tui/tests/core_session_command_extraction.rs	67	#[then("the harness completes successfully")]	COMMENT
MEDIUM	crates/tui/tests/eval_smoke_acceptance.rs	39	#[when("the evaluation harness runs a shell command")]	COMMENT
MEDIUM	crates/tui/src/main.rs	839	#[arg(long, default_value = "printf eval-harness")]	COMMENT
MEDIUM	crates/tui/src/main.rs	842	#[arg(long, default_value = "eval-harness")]	COMMENT
MEDIUM	crates/tui/src/llm_client/mod.rs	3	//! This module provides a unified interface for LLM providers with robust retry logic,	COMMENT
MEDIUM	web/package-lock.json	11278	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	web/components/ticker.tsx	6	const doubled = [...items, ...items]; // seamless loop	CODE
MEDIUM	.github/workflows/ci.yml	304	# The eval harness is OS-independent prompt/composition checking;	COMMENT

Hyper-Verbose Identifiers26 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	crates/tui/src/tui/translation.rs	164	"function calculateTotalRevenueForQuarterlyReport() { return; }"	CODE
LOW	crates/tui/src/repl/runtime.rs	593	def _normalize_dependency_mode(mode):	CODE
LOW	web/lib/facts-drift.ts	70	function deriveProvidersFromConfig(cfg: string): ProviderFact[] {	CODE
LOW	scripts/catalog_models_dev.py	161	def public_models_dev_document(data: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	scripts/check-coauthor-trailers.py	71	def github_login_from_noreply(email: str) -> str \| None:	CODE
LOW⚡	scripts/test_check_coauthor_trailers.py	41	def test_rejects_cursor_trailer_on_non_harvested_commit(self) -> None:	CODE
LOW⚡	scripts/test_check_coauthor_trailers.py	47	def test_rejects_cursor_trailer_on_harvested_commit(self) -> None:	CODE
LOW⚡	scripts/test_check_coauthor_trailers.py	52	def test_allows_human_canonical_trailer(self) -> None:	CODE
LOW⚡	scripts/test_check_coauthor_trailers.py	57	def test_allows_merge_commit_with_bot_trailer(self) -> None:	CODE
LOW	scripts/check-provider-registry.py	104	def parse_aliases_for_variant(source: str, enum_name: str, variant: str, context: str) -> set[str]:	CODE
LOW	scripts/check-provider-registry.py	201	def static_registry_provider_rows(providers_md: str) -> set[str]:	CODE
LOW	scripts/check-provider-registry.py	250	def report_provider_enum_drift(	CODE
LOW	scripts/check-provider-registry.py	278	def report_huggingface_coverage(	CODE
LOW	scripts/catalog_models_dev_test.py	20	def test_snapshot_check_validates_offline_seed(self) -> None:	CODE
LOW	scripts/catalog_models_dev_test.py	32	def test_scrub_drops_api_key_fields(self) -> None:	CODE
LOW	scripts/catalog_models_dev_test.py	52	def test_ensure_shape_rejects_empty_object(self) -> None:	CODE
LOW	scripts/catalog_models_dev_test.py	59	def test_public_document_drops_api_key(self) -> None:	CODE
LOW	scripts/catalog_models_dev_test.py	72	def test_refresh_write_cache_is_rejected_without_writing(self) -> None:	CODE
LOW	npm/codewhale/scripts/preflight-glibc.js	52	function detectBinaryRequiredGlibc(filePath) {	CODE
LOW	npm/codewhale/scripts/preflight-glibc.js	94	function glibcCompatibilityMessage(required, host) {	CODE
LOW	npm/codewhale/scripts/install.js	116	function shouldSkipOptionalPostinstall(	CODE
LOW	npm/codewhale/scripts/install.js	1032	async function adoptExistingBinaryIfValid(targetPath, assetName, version, getChecksums, marker) {	CODE
LOW	npm/codewhale/scripts/install.js	1099	function shouldIgnoreInstallFailure(	CODE
LOW	npm/codewhale/scripts/verify-release-assets.js	34	function packageVersionMatchesBinaryVersion(version) {	CODE
LOW	npm/codewhale/scripts/verify-release-assets.js	38	function assertPackageVersionMatchesBinaryVersion(version) {	CODE
LOW	npm/codewhale/scripts/verify-release-assets.js	260	async function verifyGitHubReleaseFreshness(repo, version, expectedAssets) {	CODE

Verbosity Indicators14 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/tui/src/runtime_api.rs	1718	// Step 1: Try snapshot-based file rollback (patch_undo).	COMMENT
LOW⚡	crates/tui/src/runtime_api.rs	1726	// Step 2: Remove the last conversation turn (undo_conversation).	COMMENT
LOW	crates/tui/src/tools/web_run.rs	981	// Step 1: fetch the HTML page to obtain the `vqd` token used by the images API.	COMMENT
LOW	crates/tui/src/tools/web_run.rs	1013	// Step 2: query the DuckDuckGo images JSON endpoint.	COMMENT
LOW	crates/tui/src/runtime_api/tests.rs	4137	// Step 1: Record initial model value (should be the default, since	COMMENT
LOW	crates/tui/src/runtime_api/tests.rs	4156	// Step 2: Persist a new model value to the config file.	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4169	// Step 3: Verify in-memory state is NOT mutated by set_config alone.	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4177	// Step 4: Also persist subagents_max_depth = 5 (below ceiling of 8).	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4181	// Step 5: Reload — this must read from config_file (not default discovery).	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4188	// Step 6: Verify in-memory state IS now updated after reload.	COMMENT
LOW	crates/cli/src/update.rs	78	// Step 1: Fetch latest release metadata	COMMENT
LOW	crates/cli/src/update.rs	96	// Step 2: Download the aggregated SHA256 checksum manifest if available	COMMENT
LOW	crates/cli/src/update.rs	118	// Step 3: Download and verify every colocated binary in the install.	COMMENT
LOW	crates/cli/src/update.rs	166	// Step 4: Replace binaries only after all downloads and the primary	COMMENT

Structural Annotation Overuse14 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/tui/src/runtime_api.rs	1718	// Step 1: Try snapshot-based file rollback (patch_undo).	COMMENT
LOW⚡	crates/tui/src/runtime_api.rs	1726	// Step 2: Remove the last conversation turn (undo_conversation).	COMMENT
LOW	crates/tui/src/tools/web_run.rs	981	// Step 1: fetch the HTML page to obtain the `vqd` token used by the images API.	COMMENT
LOW	crates/tui/src/tools/web_run.rs	1013	// Step 2: query the DuckDuckGo images JSON endpoint.	COMMENT
LOW	crates/tui/src/runtime_api/tests.rs	4137	// Step 1: Record initial model value (should be the default, since	COMMENT
LOW	crates/tui/src/runtime_api/tests.rs	4156	// Step 2: Persist a new model value to the config file.	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4169	// Step 3: Verify in-memory state is NOT mutated by set_config alone.	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4177	// Step 4: Also persist subagents_max_depth = 5 (below ceiling of 8).	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4181	// Step 5: Reload — this must read from config_file (not default discovery).	COMMENT
LOW⚡	crates/tui/src/runtime_api/tests.rs	4188	// Step 6: Verify in-memory state IS now updated after reload.	COMMENT
LOW	crates/cli/src/update.rs	78	// Step 1: Fetch latest release metadata	COMMENT
LOW	crates/cli/src/update.rs	96	// Step 2: Download the aggregated SHA256 checksum manifest if available	COMMENT
LOW	crates/cli/src/update.rs	118	// Step 3: Download and verify every colocated binary in the install.	COMMENT
LOW	crates/cli/src/update.rs	166	// Step 4: Replace binaries only after all downloads and the primary	COMMENT

Synthetic Comment Markers3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	crates/tui/src/tui/notifications.rs	464	/// AI-generated notification text. Passing via `ARGV` avoids this	COMMENT
HIGH	crates/tui/src/tui/widgets/footer.rs	148	/// when width is 0. The result is the same visual width as requested (one	COMMENT
HIGH	docs/PROVIDERS.md	259	\| `atlascloud` \| `[providers.atlascloud]` \| `ATLASCLOUD_API_KEY` \| `ATLASCLOUD_BASE_URL`; default `https://api.atlasclou	CODE

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docs/examples/compose.toolbox.yml	3	# Usage:	COMMENT
LOW	scripts/v0867-setup-qa.sh	11	# Usage:	COMMENT
LOW	scripts/remote-smoke/aws-lightsail/provision.sh	8	# Usage:	COMMENT
LOW	scripts/remote-smoke/digitalocean/provision.sh	12	# Usage:	COMMENT
LOW	scripts/release/branch-hygiene.sh	27	# Usage:	COMMENT
LOW	scripts/release/app-server-smoke.sh	17	# Usage:	COMMENT

Excessive Try-Catch Wrapping7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	crates/tui/src/tools/verifier.rs	957	except Exception as exc:	CODE
LOW	crates/tui/src/repl/runtime.rs	579	except Exception as e:	CODE
LOW	crates/tui/src/repl/runtime.rs	756	except Exception:	CODE
LOW	crates/tui/src/repl/runtime.rs	879	except Exception:	CODE
LOW	crates/tui/src/repl/runtime.rs	931	except Exception as e:	CODE
MEDIUM	crates/tui/src/repl/runtime.rs	752	def _json_safe(value):	CODE
LOW	scripts/check-coauthor-trailers.py	239	except Exception as exc:	CODE

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/catalog_models_dev.py	27	CODE
LOW	scripts/measure-tool-catalog.py	9	CODE
LOW	scripts/check-coauthor-trailers.py	10	CODE
LOW	scripts/test_check_coauthor_trailers.py	4	CODE
LOW	scripts/check-provider-registry.py	15	CODE
LOW	scripts/catalog_models_dev_test.py	4	CODE
LOW	scripts/check-readme-translations.py	16	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	crates/tui/tests/cache_guard.rs	157	let long_context = "Lorem ipsum dolor sit amet. ".repeat(20);	CODE
LOW	crates/tui/tests/cache_guard.rs	157	let long_context = "Lorem ipsum dolor sit amet. ".repeat(20);	CODE
LOW	crates/tui/src/commands/groups/project/init.rs	1094	.args(["config", "user.email", "test@test.com"])	CODE
LOW	crates/tui/src/commands/groups/project/init.rs	1142	.args(["config", "user.email", "test@test.com"])	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/catalog_models_dev.py	173	CODE
LOW	scripts/check-coauthor-trailers.py	153	CODE
LOW	scripts/check-provider-registry.py	86	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	config.example.toml	1148	# # Set false to require an explicit `/workflow` opt-in.	COMMENT
LOW	scripts/release/install.sh	113	# Check if BIN_DIR is on PATH	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings