1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.5K

Stars

Rust

Language

346.3K

Lines of Code

1.1K

Files

298

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 188 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 4.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 154 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 298 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 2HIGH 3MEDIUM 111LOW 182

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 298 distinct pattern matches across 15 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.

Decorative Section Separators93 hits · 292 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/install.sh	182	# ── macOS ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/install.sh	268	# ── Linux ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docs/support/index.html	569	// ╔══════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM	docs/support/index.html	571	// ╚══════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM	docs/support/index.html	593	// ╔══════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM	docs/support/index.html	595	// ╚══════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM⚡	docs/support/index.html	651	// ╔══════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM⚡	docs/support/index.html	653	// ╚══════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM⚡	docs/support/index.html	662	// ╔══════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM⚡	docs/support/index.html	664	// ╚══════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM	docs/support/index.html	712	// ╔══════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM	docs/support/index.html	714	// ╚══════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM	scripts/build_en_pulse.py	43	# ─── Config ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/build_en_pulse.py	75	# ─── HTTP helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/build_en_pulse.py	98	# ─── Source 1: Hacker News Algolia API ────────────────────────────────────────	COMMENT
MEDIUM	scripts/build_en_pulse.py	167	# ─── Source 2: RSS feeds (AI labs, tech media, arXiv) ─────────────────────────	COMMENT
MEDIUM⚡	scripts/build_en_pulse.py	187	# ── AI labs ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/build_en_pulse.py	196	# ── Tech media (general feeds, need keyword filter) ─────	COMMENT
MEDIUM⚡	scripts/build_en_pulse.py	200	# ── arXiv (per-category feeds, all AI-relevant) ─────────	COMMENT
MEDIUM⚡	scripts/build_en_pulse.py	207	# ── Reddit communities (RSS) ────────────────────────────	COMMENT
MEDIUM⚡	scripts/build_en_pulse.py	214	# ── Newsletters / analyst blogs ─────────────────────────	COMMENT
MEDIUM	scripts/build_en_pulse.py	303	# ─── Merge + write ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/lib.rs	514	// ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/lib.rs	516	// ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	38	// ─── Tool families ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	157	// ─── Wire types (snake_case to match the ported frontend) ────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	217	// ─── Title extraction helpers ────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	280	// ─── Per-family parsers ──────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	756	// ─── Directory walking ───────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	807	// ─── OpenCode (SQLite) ───────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	1166	// ─── Message counting (heatmap) ──────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	1195	// ─── Hermes (SQLite) ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	1680	// ─── DeepSeek Harness (dsh) ──────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	1976	// ─── Heatmap count cache ─────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	2113	// ─── Public entry points (called by ai_career_commands) ──────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	3903	// ── Bug A: sub-agent filtering ───────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	3947	// ── Bug B: Codex Desktop file-preamble title stripping ──────────────	COMMENT
MEDIUM	src-tauri/src/services/ai_career.rs	4057	// ── DeepSeek Harness (dsh) ───────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/codex_session_merge.rs	190	// ─── config.toml: the active provider ────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/codex_session_merge.rs	226	// ─── state_*.sqlite: threads.model_provider ─────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/codex_session_merge.rs	389	// ─── rollout JSONL: session_meta.model_provider ─────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/codex_session_merge.rs	553	// ─── helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	307	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	309	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	443	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	445	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	600	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager.rs	602	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/local_llm/gpu.rs	536	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/local_llm/gpu.rs	543	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/local_llm/model_store.rs	2371	// ── llama-server (always cheap — binary lookup, no pip) ──────────────────	COMMENT
MEDIUM	src-tauri/src/services/local_llm/model_store.rs	2393	// ── vllm / sglang — Linux-only + only when explicitly selected ───────────	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/aider.rs	6	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/aider.rs	8	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/aider.rs	85	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/aider.rs	87	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/kimicode.rs	10	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/kimicode.rs	25	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/opencode.rs	10	// ════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src-tauri/src/services/tool_config_manager/opencode.rs	13	// ════════════════════════════════════════════════════════════════	COMMENT
33 more matches not shown…

Over-Commented Block88 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build_en_pulse.py	161	"title_bilingual": title,	COMMENT
LOW	scripts/filter_pulse.py	21	from datetime import datetime, timedelta, timezone	COMMENT
LOW	.github/workflows/release.yml	201	# to race the publish: a 5-15 min window where in-app auto-updater told	COMMENT
LOW	.github/workflows/sync-version-manifest.yml	1	name: Sync Version Manifest	COMMENT
LOW	.github/workflows/sync-version-manifest.yml	61	# Policy: tag annotations are English (engineering audience), the	COMMENT
LOW	src-tauri/Cargo.toml	21	# Manager, tray, and menu APIs are used throughout services/.	COMMENT
LOW	src-tauri/src/lib.rs	341	("en", "view") => "View".into(),	COMMENT
LOW	src-tauri/src/lib.rs	521	// handler below, which is the reason that plugin is permanently	COMMENT
LOW	src-tauri/src/models/tool.rs	61	#[serde(default)]	COMMENT
LOW	src-tauri/src/models/tool.rs	81	pub version: Option<String>,	COMMENT
LOW	src-tauri/src/models/tool.rs	101	/// used to launch MSIX/Store apps that have no plain .exe path.	COMMENT
LOW	src-tauri/src/models/tool.rs	121	/// Platform-specific install detection hints. Each field is checked only on	COMMENT
LOW	src-tauri/src/models/tool.rs	141	#[serde(default)]	COMMENT
LOW	src-tauri/src/models/tool.rs	161	// transparently falls back when models.json is absent.	COMMENT
LOW	src-tauri/src/models/tool.rs	181	/// - `format`: defaults to "json"	COMMENT
LOW	src-tauri/src/commands/mod_stub.rs	1	// Window lifecycle commands	COMMENT
LOW	src-tauri/src/commands/tool_commands.rs	281	let _ = path;	COMMENT
LOW	src-tauri/src/commands/tool_commands.rs	301	pub async fn open_tool_paths_config() -> Result<String, String> {	COMMENT
LOW	src-tauri/src/commands/pulse_commands.rs	1	//! Tauri IPC for the AI Pulse on-disk archive.	COMMENT
LOW	src-tauri/src/services/pulse_archive.rs	1	//! AI Pulse archive — per-day JSON files on disk.	COMMENT
LOW	src-tauri/src/services/pulse_archive.rs	21	use serde::{Deserialize, Serialize};	COMMENT
LOW	src-tauri/src/services/datalog.rs	1	// Per-turn datalog for the agent loop.	COMMENT
LOW	src-tauri/src/services/json_repair.rs	1	// 3-layer JSON repair for LLM tool-call arguments.	COMMENT
LOW	src-tauri/src/services/self_update.rs	1	//! In-app self-update (Windows) — DIY flow.	COMMENT
LOW	src-tauri/src/services/ai_career.rs	1	//! "我的AI生涯" (My AI Career) data layer — cross-tool session history +	COMMENT
LOW	src-tauri/src/services/ai_career.rs	221	/// the user actually typed.	COMMENT
LOW	src-tauri/src/services/ai_career.rs	481	}))	COMMENT
LOW	src-tauri/src/services/ai_career.rs	521	/// `session_meta.originator == "Codex Desktop"`) packs attached-file	COMMENT
LOW	src-tauri/src/services/ai_career.rs	801	Ok(metadata) => Ok(Some(metadata)),	COMMENT
LOW	src-tauri/src/services/ai_career.rs	1681	//	COMMENT
LOW	src-tauri/src/services/agent_loop.rs	21		COMMENT
LOW	src-tauri/src/services/agent_loop.rs	1341	/// budget while the following user message carrying	COMMENT
LOW	src-tauri/src/services/agent_loop.rs	1681	)	COMMENT
LOW	src-tauri/src/services/model_directory.rs	1	// Model directory: serve the right-panel Providers + Relays list to the	COMMENT
LOW	src-tauri/src/services/auto_fix.rs	1	// Post-action verification for known install/repair intents.	COMMENT
LOW	src-tauri/src/services/windows_path.rs	1	//! Windows PATH hydration from the registry.	COMMENT
LOW	src-tauri/src/services/tool_manager.rs	261	},	COMMENT
LOW	src-tauri/src/services/tool_manager.rs	561	{	COMMENT
LOW	src-tauri/src/services/tool_manager.rs	621	}	COMMENT
LOW	src-tauri/src/services/tool_manager.rs	2021	/// the CURRENT OS, expanded to concrete locations and normalised to forward	COMMENT
LOW	src-tauri/src/services/tool_manager.rs	2061	/// - `Some(empty object)` to force a full seed (file missing — every tool is	COMMENT
LOW	src-tauri/src/services/codex_session_merge.rs	1	//! Cross-provider Codex history merge.	COMMENT
LOW	src-tauri/src/services/codex_session_merge.rs	21	//! whatever relay-mode wrote), so the merge can never tag sessions to a	COMMENT
LOW	src-tauri/src/services/parasite.rs	1	// Parasite — wrap an installed AI agent CLI (currently just Claude Code) as a	COMMENT
LOW	src-tauri/src/services/codex_catalog.rs	1	// Codex model-catalog generation — per-vendor capability templates, embedded	COMMENT
LOW	src-tauri/src/services/codex_catalog.rs	21	//	COMMENT
LOW	src-tauri/src/services/llm_client.rs	1	// LLM Client — supports OpenAI and Anthropic APIs with SSE streaming	COMMENT
LOW	src-tauri/src/services/llm_client.rs	461	// ── Anthropic ──	COMMENT
LOW	src-tauri/src/services/llm_client.rs	481	// 4. otherwise (bare host, /anthropic on	COMMENT
LOW	src-tauri/src/services/llm_client.rs	941	}	COMMENT
LOW	src-tauri/src/services/llm_client.rs	981	/// 3. JSON `{ "message": "..." }` (top-level flat)	COMMENT
LOW	src-tauri/src/services/llm_client.rs	1081	struct OpenedStream {	COMMENT
LOW	src-tauri/src/services/llm_client.rs	1181	/// `tool_result` in the immediately following user message — splitting	COMMENT
LOW	src-tauri/src/services/tool_config_manager.rs	121	#[serde(skip_serializing_if = "Option::is_none")]	COMMENT
LOW	src-tauri/src/services/bundled_assets.rs	1	// Bundled install/script assets — embedded at compile time via include_str!.	COMMENT
LOW	src-tauri/src/services/bundled_assets.rs	21	/// flow reads. Constructed by the public crate (the only place where	COMMENT
LOW	src-tauri/src/services/bundled_assets.rs	41	/// [`MOTHER_SYSTEM_PROMPT`].	COMMENT
LOW	src-tauri/src/services/bundled_assets.rs	61	/// missing, tiny11/Atlas/ReviOS markers) that explain most CUDA pain	COMMENT
LOW	src-tauri/src/services/process_manager.rs	221	// Desktop apps load provider config at startup, so switching the model	COMMENT
LOW	src-tauri/src/services/process_manager.rs	321	// is UWP-specific; on macOS/Linux this would shadow the platform-correct	COMMENT
28 more matches not shown…

Hyper-Verbose Identifiers53 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	scripts/refresh_free_models.py	162	def load_freellmapi_candidates() -> tuple[dict[str, set[str]], dict[str, Any]]:	STRING
LOW	scripts/refresh_free_models.py	363	def find_models_needing_review(	STRING
LOW	scripts/filter_pulse.py	80	def normalize_future_timestamps(payload: dict) -> int:	CODE
LOW	scripts/tests/test_filter_pulse.py	10	def test_filters_promotions_and_blocked_hosts_without_removing_real_news(self):	CODE
LOW	scripts/tests/test_refresh_free_models.py	32	def test_parses_provider_and_continuation_rows(self) -> None:	CODE
LOW	scripts/tests/test_refresh_free_models.py	53	def test_excludes_non_chat_specialists(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	61	def test_preserves_fixed_entries_metadata_and_order_when_appending(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	78	def test_deduplicates_case_insensitively_and_repeat_run_is_unchanged(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	91	def test_adds_only_candidates_confirmed_by_official_endpoint(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	115	def test_no_addition_leaves_update_date_untouched(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	133	def test_catalog_validation_rejects_duplicate_ids(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	143	def test_reports_missing_models_without_removing_them(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	158	def test_redacts_query_parameter_secrets(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	188	def test_all_discovery_sources_failing_does_not_write_or_verify(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	200	def test_partial_failure_preserves_fixed_entries_and_adds_verified_model(self) -> None:	STRING
LOW	scripts/tests/test_refresh_free_models.py	220	def test_dry_run_and_verification_failure_do_not_write_catalog(self) -> None:	STRING
LOW	src-tauri/src/services/voice_input/wayland_kwin.js	1	function reportEchoBirdApplication() {	CODE
LOW	src/main.tsx	122	function showWindowAfterFirstPaint(): void {	CODE
LOW	src/utils/windowVisibility.ts	15	export function subscribeWindowVisibility(callback: () => void) {	CODE
LOW	src/utils/windowVisibility.ts	28	export function initializeWindowVisibility(): () => void {	CODE
LOW	src/utils/accountError.ts	4	export function isAccountAuthorizationError(error: unknown): boolean {	CODE
LOW	src/components/DesktopCharacterBackground.tsx	12	export function DesktopCharacterBackground() {	CODE
LOW	src/api/freeModels.ts	36	export async function getCachedFreeModelDirectory(): Promise<FreeModelDirectory \| null> {	CODE
LOW	src/api/tauri.ts	69	export async function captureCurrentCodexAccount(): Promise<CodexAccount> {	CODE
LOW	src/api/tauri.ts	224	export async function refreshClaudeCodeAccountQuota(accountId: string): Promise<ClaudeCodeAccount> {	CODE
LOW	src/api/tauri.ts	240	export function listClaudeDesktopAccounts(): Promise<ClaudeCodeAccount[]> {	CODE
LOW⚡	src/api/tauri.ts	252	export function switchClaudeDesktopAccount(accountId: string): Promise<ClaudeCodeAccount> {	CODE
LOW⚡	src/api/tauri.ts	255	export function refreshClaudeDesktopAccount(accountId: string): Promise<ClaudeCodeAccount> {	CODE
LOW⚡	src/api/tauri.ts	258	export function deleteClaudeDesktopAccount(accountId: string): Promise<void> {	CODE
LOW	src/api/tauri.ts	484	export function refreshWorkBuddyAccountQuota(	CODE
LOW	src/api/tauri.ts	490	export function claimWorkBuddyDailyCredits(	CODE
LOW	src/api/tauri.ts	529	export function refreshDeepSeekAccountQuota(	CODE
LOW	src/api/tauri.ts	717	export function refreshAntigravityAccount(accountId: string): Promise<AntigravityAccount> {	CODE
LOW	src/api/accountProxy.ts	84	export function accountModelPickerOptions(	CODE
LOW	src/api/accountProxy.ts	107	export function getCachedAccountProxyModels(source: AccountSource): string[] \| undefined {	CODE
LOW	src/api/routerStatistics.ts	13	export function getSmartRouterTokenCredits(): Promise<RouterTokenCredits> {	CODE
LOW	src/api/routerStatistics.ts	75	export function getSmartRouterStatisticsCatalog(): Promise<RouterStatisticsCatalog> {	CODE
LOW	src/api/models.ts	27	export function fetchUpstreamModelCatalog(	CODE
LOW	src/api/models.ts	33	export function getCachedUpstreamModelCatalog(	CODE
LOW	src/api/models.ts	93	export async function finishConnectionTestBatch(batchId: string): Promise<void> {	CODE
LOW	src/api/smartRouter.ts	62	export async function setSmartRouterCandidateEnabled(	CODE
LOW	src/api/smartRouter.ts	90	export async function removeSmartRouterCandidate(	CODE
LOW	src/api/smartRouter.ts	118	export function getSmartRouterAvailablePort(excludePort?: number): Promise<number> {	CODE
LOW	src/api/smartRouter.ts	133	export async function setSmartRouterGroupEnabled(	CODE
LOW	src/api/aiCareer.ts	75	export async function revealAiCareerSessionFile(path: string): Promise<void> {	CODE
LOW	src/pages/AppManager/AccountNavigation.test.tsx	1247	function expectPassiveAccountNavigation() {	CODE
LOW	src/pages/AppManager/MinimaxAccountSection.tsx	15	export function MinimaxAccountRegionChoice({ disabled }: { disabled?: boolean }) {	CODE
LOW	src/pages/AppManager/AppManagerComponents.tsx	597	function isModelCompatibleWithTool(	CODE
LOW	src/pages/AppManager/accountPlanLabel.ts	62	export function accountProxyIdentityLabel(account: ProxyAccount, t: (key: TKey) => string): string {	CODE
LOW	src/pages/MotherAgent/reasoningEnergyRenderer.ts	96	export function createReasoningEnergyRenderer(	CODE
LOW	…c/pages/MotherAgent/MotherAgentProtocolSwitch.test.tsx	107	function expectNoContextOrClientWrites() {	CODE
LOW	src/pages/AccountCenter/AccountCenter.tsx	417	export function AccountCenterTitleActions() {	CODE
LOW	src/pages/FreeModels/RouteModelSwitch.test.tsx	270	function expectNoConfigurationChanges() {	CODE

Structural Annotation Overuse23 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	src-tauri/assets/mother/system_prompt.md	116	### Step 1: Platform Compatibility Check	COMMENT
LOW	src-tauri/assets/mother/system_prompt.md	156	### Step 2: Download Speed Test (on the REMOTE server)	COMMENT
LOW	src-tauri/assets/mother/system_prompt.md	176	### Step 3: Confirm and Proceed	COMMENT
LOW⚡	src-tauri/assets/quick-actions/network-info.md	5	## Step 1: Gather Network Info	COMMENT
LOW⚡	src-tauri/assets/quick-actions/network-info.md	14	## Step 2: Detect NAT Type	COMMENT
LOW⚡	src-tauri/assets/quick-actions/network-info.md	20	## Step 3: Check Existing Tunnel Software	COMMENT
LOW⚡	src-tauri/assets/quick-actions/network-info.md	29	## Step 4: Act Based on Results	COMMENT
LOW⚡	src-tauri/assets/quick-actions/detect-cuda.md	40	## Step 1: Platform Gate	COMMENT
LOW⚡	src-tauri/assets/quick-actions/detect-cuda.md	50	## Step 2: GPU Inventory	COMMENT
LOW⚡	src-tauri/assets/quick-actions/detect-cuda.md	60	## Step 3: NVIDIA Driver	COMMENT
LOW	src-tauri/assets/quick-actions/detect-cuda.md	75	## Step 4: CUDA Modules — the main probe	COMMENT
LOW	src-tauri/assets/quick-actions/detect-cuda.md	139	## Step 5: Windows Edition — the stripped / Home-edition trap	COMMENT
LOW	src-tauri/assets/quick-actions/detect-cuda.md	183	## Step 6: Verdict Report	COMMENT
LOW	src-tauri/assets/quick-actions/detect-cuda.md	238	## Step 7: Verdict + Next Step (exactly one)	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	41	## Step 0: Mandatory Pre-flight	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	59	## Step 1: NVIDIA Driver (if detect-cuda flagged missing)	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	70	## Step 2: User picks the Toolkit version	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	220	## Step 3: Modified Windows — Refuse, Don't Try	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	251	## Step 4: Standard Install Path	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	427	## Step 5: Verify Modules Are Reachable	COMMENT
LOW	src-tauri/assets/quick-actions/install-cuda.md	449	## Step 6: Wrap-up	COMMENT
LOW	src-tauri/assets/quick-actions/install-git.md	19	## Step 0: Presence check	COMMENT
LOW	src/pages/MotherAgent/MotherAgentPanel.tsx	53	// Step 1: Test SSH connectivity	COMMENT

Modern AI Meta-Vocabulary12 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/pulse/latest-7d-en.json	574	"url": "https://codingcat.dev/post/the-five-layers-of-agentic-context-why-canon-only-turns-when-someone-signs-off",	CODE
MEDIUM	docs/pulse/latest-7d-en.json	3394	"url": "https://www.intel.com/content/www/us/en/newsroom/news/corporate/intel-oracle-collaborate-on-enterprise-and-agent	CODE
MEDIUM	docs/pulse/latest-7d-en.json	5389	"url": "https://thebossmagazine.com/post/agentic-payments-ai-agents-retail-blocking/",	CODE
MEDIUM	docs/pulse/latest-7d-en.json	6634	"url": "https://tenstorrent.com/en/developers/blog/serving-prefill-and-decode-for-agentic-ai",	CODE
MEDIUM	docs/pulse/latest-7d-en.json	7789	"url": "https://jamiewatters.work/journey/three-assumptions-agentic-resilience",	CODE
MEDIUM	docs/pulse/latest-7d-en.json	8494	"url": "https://openai.com/index/legora-agentic-operating-system-for-legal-work",	CODE
MEDIUM	docs/pulse/latest-7d-en.json	10894	"url": "https://www.anthropic.com/news/donating-agent-skills-to-the-agentic-ai-foundation",	CODE
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	9	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	53	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	97	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM	src-tauri/src/services/smart_router/audit_tests.rs	1800	assert_eq!(classify_failure(StatusCode::TOO_MANY_REQUESTS,br#"{"error":{"code":"context_length_exceeded","message":"	CODE
MEDIUM	src-tauri/src/services/account_proxy/zcode_prompt.json	6	"afterEnvironment": "# Context management\nWhen the conversation grows long, some or all of the current context is summ	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	src-tauri/src/services/plugin_manager/tests.rs	509	assert!(candidate.manifest.echobird.contributes.pages.is_empty());	CODE
CRITICAL	src/stores/pluginsStore.ts	36	plugin.manifest.echobird.contributes.pages.map((page) => ({	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	9	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	53	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	97	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
MEDIUM	src/App.tsx	261	// indistinguishable — showing the notes once on either is the robust	COMMENT
MEDIUM	src/components/chat/TerminalStatusBar.tsx	2	// Content scrolls continuously from left to left (doubling creates seamless loop).	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…-tauri/src/services/smart_router/content_protection.rs	679	\| "your_api_key"	CODE
HIGH	…-tauri/src/services/smart_router/content_protection.rs	680	\| "your-api-key"	CODE

Slop Phrases5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	9	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
LOW⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	53	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
LOW⚡	…c-tauri/assets/codex-catalogs/stepfun-plan-models.json	97	"base_instructions": "You are a coding agent running in the Codex CLI, a terminal-based coding assistant. Codex CL	CODE
LOW	src-tauri/assets/codex-catalogs/deepseek.json	48	"instructions_template": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job	CODE
LOW	src-tauri/assets/codex-catalogs/deepseek.json	60	"base_instructions": "You are Codex, an agent based on GPT-5. You and the user share one workspace, and your job is to	CODE

Excessive Try-Catch Wrapping7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/build_en_pulse.py	84	except Exception as e:	CODE
LOW	scripts/build_en_pulse.py	127	except Exception:	CODE
LOW	scripts/build_en_pulse.py	228	except Exception:	CODE
LOW	scripts/build_en_pulse.py	239	except Exception as e:	CODE
LOW	scripts/refresh_free_models.py	171	except Exception as error: # cryptography exposes backend-specific errors	STRING
LOW	scripts/refresh_free_models.py	409	except Exception as error:	STRING
LOW	scripts/refresh_free_models.py	426	except Exception as error:	STRING

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/build_en_pulse.py	228	except Exception:	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/build_en_pulse.py	27	CODE
LOW	scripts/refresh_free_models.py	11	CODE
LOW	scripts/filter_pulse.py	16	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	14	# Create the GitHub release ONCE, up front, so the matrix build jobs below	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/support/index.html	553	<div class="placeholder" data-t="log_placeholder"></div>	CODE
LOW	…/src/services/smart_router/content_protection/tests.rs	32	for preserved in ["user@example.com", "13800138000", "10.0.0.1"] {	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/pages/MotherAgent/MotherAgentPanel.tsx	53	// Step 1: Test SSH connectivity	COMMENT

edison7009/EchoBird

Open-Source Code Quality, Security and Technical Debt Review