HKUDS/Vibe-Trading

56.4

Adjusted Score

56.4

Raw Score

100%

Time Factor

2026-08-28

Last Push

32.0K

Stars

Python

Language

523.2K

Lines of Code

2.3K

Files

18.9K

Pattern Hits

2026-08-29

Scan Date

0.36

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 12HIGH 815MEDIUM 3066LOW 15016

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 18909 distinct pattern matches across 22 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 Separators3004 hits · 10475 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/test_ci_env_var_gate.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	173	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	201	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	237	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/test_ci_env_var_gate.py	239	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test_ci_env_var_gate.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test_ci_env_var_gate.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test_ci_env_var_gate.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test_ci_env_var_gate.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/test_ci_env_var_gate.py	220	# ---------------------------------------------------------------------------	STRING
MEDIUM	tools/test_ci_env_var_gate.py	222	# ---------------------------------------------------------------------------	STRING
MEDIUM	tools/ci_env_var_gate.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ci_env_var_gate.py	233	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	frontend/src/tests/setup.ts	7	// ── Global mocks for jsdom ───────────────────────────────────	COMMENT
MEDIUM	frontend/src/hooks/__tests__/useSSE.test.ts	4	// ── Mock EventSource ──────────────────────────────────────	COMMENT
MEDIUM	frontend/src/hooks/__tests__/useSSE.test.ts	59	// ── Tests ─────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/i18n/__tests__/i18n.test.ts	4	// ── helpers ────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/i18n/__tests__/i18n.test.ts	36	// ── locale parity ──────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/i18n/__tests__/i18n.test.ts	86	// ── interpolation variable parity ──────────────────────────────	COMMENT
MEDIUM	frontend/src/i18n/__tests__/i18n.test.ts	128	// ── utility functions ──────────────────────────────────────────	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	279	# ---------------------------------------------------------------------------	STRING
MEDIUM	wiki/scripts/build_alpha_library.py	281	# ---------------------------------------------------------------------------	STRING
MEDIUM	wiki/scripts/build_alpha_library.py	347	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	349	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	382	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	384	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	324	# ============================================================================	COMMENT
MEDIUM	agent/api_server.py	326	# ============================================================================	COMMENT
MEDIUM⚡	agent/mcp_server.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1173	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1698	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1700	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	2537	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	2539	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	134	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	509	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	511	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	549	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	551	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	765	# ---------------------------------------------------------------------------	COMMENT
2944 more matches not shown…

Hyper-Verbose Identifiers7436 hits · 7370 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/test_ci_env_var_gate.py	88	def test_subscript_read_in_expression(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	181	def test_pop_outside_settings_routes(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	190	def test_pop_in_settings_routes_no_warning(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	245	def test_noqa_suppresses_getenv(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	250	def test_noqa_suppresses_environ_get(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	255	def test_noqa_suppresses_subscript_read(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	260	def test_noqa_does_not_affect_other_lines(self) -> None:	CODE
LOW⚡	tools/test_ci_env_var_gate.py	266	def test_partial_noqa_not_matched(self) -> None:	CODE
LOW	tools/test_ci_env_var_gate.py	62	def test_os_getenv_with_default(self) -> None:	CODE
LOW	tools/test_ci_env_var_gate.py	75	def test_environ_get_with_default(self) -> None:	CODE
LOW	tools/test_ci_env_var_gate.py	135	def test_subscript_aug_assign(self) -> None:	CODE
LOW	tools/test_ci_env_var_gate.py	150	def test_config_visitor_clean(self) -> None:	CODE
LOW	…/src/components/chat/ScheduledResearchProposalCard.tsx	19	export const ScheduledResearchProposalCard = memo(function ScheduledResearchProposalCard({	CODE
LOW	frontend/src/components/chat/RunnerStatus.tsx	80	function fallbackAuthorizeInstruction(): string {	CODE
LOW	frontend/src/components/chat/RunnerStatus.tsx	333	export function isVisibleRuntimeConnector(broker: LiveBrokerStatus): boolean {	CODE
LOW	…d/src/components/charts/AttributionCumulativeChart.tsx	14	export function AttributionCumulativeChart({ data, height = 300 }: Props) {	CODE
LOW	…nd/src/components/charts/StrategyResearchDashboard.tsx	68	export function getStrategyReportIdentity(run: RunData): ReportIdentity {	CODE
LOW	…nd/src/components/charts/StrategyResearchDashboard.tsx	121	export function StrategyResearchDashboard({ run }: { run: RunData }) {	CODE
LOW	…nd/src/components/charts/AttributionWaterfallChart.tsx	41	export function AttributionWaterfallChart({ brinson, height = 300 }: Props) {	CODE
LOW	frontend/src/lib/attachments.ts	11	export function prependUploadedAttachments(	CODE
LOW	frontend/src/lib/attachments.ts	24	export function extractUploadedAttachments(content: string): {	CODE
LOW	frontend/src/lib/swarmStatus.ts	109	export function buildSwarmStatusFromStarted(data: AnyRecord): SwarmRunStatus \| null {	CODE
LOW	frontend/src/lib/swarmStatus.ts	301	export function buildSwarmStatusFromToolResultPreview(preview: string): SwarmRunStatus \| null {	CODE
LOW	frontend/src/pages/Runtime.tsx	410	function formatEnvironmentIdentity(identity: string \| null \| undefined, t: TFunction): string {	CODE
LOW	frontend/src/pages/RunDetail.tsx	297	async function handleLoadAllChartSymbols() {	CODE
LOW	frontend/src/pages/RunDetail.tsx	322	function handleCancelLoadAllCharts() {	CODE
LOW	frontend/src/pages/agentToolTimeline.ts	29	export function buildToolTimelineMessages(	CODE
LOW	wiki/scripts/check_social_cards.py	44	def require_alpha_library_card() -> None:	CODE
LOW	desktop/electron/src/backend-manager.ts	476	function isCompleteShutdownEvidence(evidence: BackendShutdownEvidence): boolean {	CODE
LOW	desktop/electron/src/main.ts	194	function writeParentDeathSmokeRecord(url: string): void {	CODE
LOW	desktop/electron/src/update-verification.ts	51	export async function verifyWindowsUpdateCandidate(	CODE
LOW	desktop/electron/src/update-verification.ts	151	export async function assertVerifiedUpdateArtifactUnchanged(	CODE
LOW	desktop/electron/src/update-verification.ts	168	export function inspectAuthenticodeSignature(artifactPath: string): AuthenticodeInspection {	CODE
LOW	desktop/electron/src/update-verification.ts	279	function resolveSignaturePowerShell(): string {	CODE
LOW	agent/api_server.py	145	async def _stop_scheduled_research_on_shutdown() -> None:	CODE
LOW⚡	agent/mcp_server.py	1176	def _strategy_discovery_execute(tool_name: str, params: dict[str, Any]) -> str:	CODE
LOW	agent/mcp_server.py	113	def _resolve_include_shell_tools(cli_opt_in: bool) -> bool:	CODE
LOW	agent/mcp_server.py	720	def update_research_goal_status(	CODE
LOW	agent/mcp_server.py	1296	def refresh_strategy_evidence(	CODE
LOW	agent/mcp_server.py	1367	def trading_select_connection(connection: str) -> str:	CODE
LOW	agent/mcp_server.py	2414	def _string_result_output_schema() -> dict[str, Any] \| None:	CODE
LOW	agent/tests/test_mt5_loader_week_month_reject.py	10	def test_week_and_month_tokens_map_like_connector() -> None:	CODE
LOW	agent/tests/test_mt5_loader_week_month_reject.py	17	def test_unsupported_interval_returns_empty_without_daily_rewrite() -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	71	def test_compact_date_normalizes(self) -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	75	def test_compact_date_rejects_garbage(self) -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	79	def test_bare_code_strips_suffix(self) -> None:	CODE
LOW	agent/tests/test_dragon_tiger_tool.py	94	def test_full_market_list_no_code(self) -> None:	CODE
LOW	agent/tests/test_dragon_tiger_tool.py	116	def test_with_code_adds_seats(self) -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	133	def test_missing_date_returns_error_envelope(self) -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	138	def test_bad_date_returns_error_envelope(self) -> None:	CODE
LOW⚡	agent/tests/test_dragon_tiger_tool.py	143	def test_http_failure_returns_error_envelope(self) -> None:	CODE
LOW	agent/tests/test_dragon_tiger_tool.py	158	def test_http_failure_uses_tushare_fallback_when_available(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	71	def test_close_allowed_when_no_position(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	83	def test_sell_same_day_blocked(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	108	def test_sell_allowed_when_no_position(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	120	def test_limit_up_buy_blocked(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	126	def test_limit_down_sell_blocked(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	135	def test_within_limit_allowed(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	152	def test_chinext_within_limit(self) -> None:	CODE
LOW⚡	agent/tests/test_china_a_engine.py	178	def test_negative_clamps_to_zero(self) -> None:	CODE
7376 more matches not shown…

Unused Imports5786 hits · 5634 pts

Severity	File	Line	Context
LOW	tools/test_ci_env_var_gate.py	11	CODE
LOW	tools/ci_env_var_gate.py	31	CODE
LOW	wiki/scripts/build_alpha_library.py	36	CODE
LOW	wiki/scripts/check_social_cards.py	3	CODE
LOW	agent/api_server.py	9	CODE
LOW	agent/api_server.py	16	CODE
LOW	agent/api_server.py	16	CODE
LOW	agent/api_server.py	16	CODE
LOW	agent/api_server.py	17	CODE
LOW	agent/api_server.py	22	CODE
LOW	agent/api_server.py	22	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	35	CODE
LOW	agent/api_server.py	73	CODE
LOW	agent/api_server.py	73	CODE
LOW	agent/api_server.py	73	CODE
LOW	agent/api_server.py	73	CODE
LOW	agent/api_server.py	73	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
LOW	agent/api_server.py	81	CODE
5726 more matches not shown…

Docstring Block Structure421 hits · 2082 pts

Severity	File	Line	Snippet	Context
HIGH	wiki/scripts/build_alpha_library.py	99	Load and lightly validate a manifest written by export-manifest. Args: path: Filesystem path to ``manifest.	STRING
HIGH	agent/tests/test_swarm_worker_stream_retry.py	71	Raise the next queued error or return the final response. Args: messages: Conversation messages (ig	STRING
HIGH	agent/tests/test_agent_loop_stream_retry.py	47	Raise the next queued error or return the final response. Args: messages: Conversation messages (ig	STRING
HIGH	agent/tests/module_os_helpers.py	32	Point ``module.os`` at a stand-in carrying ``overrides``. Args: monkeypatch: The test's ``monkeypatch`` fix	STRING
HIGH	agent/cli/_legacy.py	235	Read user input with arrow key support if prompt_toolkit is available. Falls back to Rich Prompt.ask() when prompt_	STRING
HIGH	agent/cli/utils/format.py	109	Abbreviate a number with magnitude suffix. Use this for status-bar numbers where horizontal space is scarce. Curren	STRING
HIGH	agent/backtest/risk_xray.py	95	Compute the risk x-ray for a weighted basket. Args: closes: Close-price panel, one column per symbol, sorte	STRING
HIGH	agent/backtest/options_payoff.py	285	Calculate an expiry payoff curve and analytic risk summary. Premiums are pinned at entry. An explicit per-share pre	STRING
HIGH	agent/backtest/options_payoff.py	363	Build a symmetric non-negative display grid around an entry spot. Args: center: Positive central spot.	STRING
HIGH	agent/backtest/options_payoff.py	402	Calculate pre-expiry mark-to-market P&L over spot and volatility. The entry cost is pinned once using the entry spo	STRING
HIGH	agent/backtest/factor_costs.py	167	Cap each name's trade at a fraction of its average daily traded value. Args: target_weights: Desired weight	STRING
HIGH	agent/backtest/factor_costs.py	237	Cost of borrowing the short leg for one period. Only negative weights are charged: a long position borrows nothing.	STRING
HIGH	agent/backtest/factor_costs.py	311	Price one rebalance: capacity, then impact, then borrow. Args: target_weights: Desired weights, shorts nega	STRING
HIGH	agent/backtest/engines/china_futures.py	113	Extract product code from futures symbol. Examples: 'IF2406.CFFEX' -> 'IF' 'rb2410.SHFE' -> 'rb'	STRING
HIGH	agent/backtest/engines/options_portfolio.py	182	Options backtest entry point. Day-by-day simulation: 1. Read underlying price for the current day 2. Mark a	STRING
HIGH	agent/backtest/engines/composite.py	133	Run the pipeline, refusing a code set that spans currencies. The check lives here rather than in ``__init__`` b	STRING
HIGH	agent/backtest/engines/base.py	150	Return the first bar index that counts as performance. A long-lookback indicator needs history before the period th	STRING
HIGH	agent/backtest/loaders/alphavantage_loader.py	173	Fetch and slice one symbol's daily bars into an OHLCV DataFrame. Args: code: US-equity ticker.	STRING
HIGH	agent/backtest/loaders/eastmoney_loader.py	34	Convert a ``YYYY-MM-DD`` date into Eastmoney's ``YYYYMMDD`` form. Args: value: Date string in any pandas-pa	STRING
HIGH	agent/backtest/loaders/eastmoney_loader.py	78	Fetch OHLCV for each symbol; a single failure never aborts the batch. Args: codes: Symbols such as	STRING
HIGH	agent/backtest/loaders/registry.py	291	Return the first available loader instance for market. Walks the fallback chain and returns the first loader wh	STRING
HIGH	agent/backtest/loaders/registry.py	329	Return a loader class for source, falling back if unavailable. Args: source: Requested data source name	STRING
HIGH	agent/backtest/loaders/_http.py	150	GET ``url`` after waiting out the per-host minimum interval. Args: url: Fully-qualified request URL.	STRING
HIGH	agent/backtest/loaders/futu.py	149	Fetch OHLCV history from Futu OpenAPI. Args: codes: Project symbols such as ``700.HK`` or ``000001.	STRING
HIGH	agent/backtest/loaders/_fundamental_schema.py	197	Resolve a supported fundamental field to its schema entry. Args: field: Unified fundamental field name.	STRING
HIGH	agent/backtest/loaders/fmp_loader.py	99	Fetch daily OHLCV bars from FMP, one symbol at a time. A single failing symbol is logged and skipped so it neve	STRING
HIGH	agent/backtest/loaders/fmp_loader.py	150	Fetch and parse one symbol's daily bars; ``None`` on no data. Args: code: Project symbol to fetch.	STRING
HIGH	agent/backtest/loaders/sec_edgar_client.py	79	GET ``url`` as JSON through the shared SEC-bucket throttle. Args: url: Fully-qualified SEC endpoint URL.	STRING
HIGH	agent/backtest/loaders/sec_edgar_client.py	100	Normalize a CIK to the SEC's zero-padded 10-digit string form. Args: cik: A CIK as an int or a string that	STRING
HIGH	agent/backtest/loaders/sec_edgar_client.py	167	Resolve a ticker symbol to its zero-padded 10-digit CIK. Args: ticker: A U.S. equity ticker (case-insensiti	STRING
HIGH	agent/backtest/loaders/sec_edgar_client.py	199	Fetch the filing-index ("submissions") JSON for a CIK. Args: cik: A CIK as int or string; padded to 10 digi	STRING
HIGH	agent/backtest/loaders/sec_edgar_client.py	215	Fetch the XBRL ``companyfacts`` JSON for a CIK. Args: cik: A CIK as int or string; padded to 10 digits inte	STRING
HIGH	agent/backtest/loaders/rsshub_events.py	78	Convert a backtest code (e.g. ``"600519.SH"``) to a route's expected form. RSSHub routes disagree on instrument for	STRING
HIGH	agent/backtest/loaders/rsshub_events.py	143	Build :class:`FeedSpec` objects from backtest-config dicts. Each entry must carry ``name``, ``route_template`` and	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	111	Return ``(crumb, cookies)``, fetching them on first use or on refresh. Args: force_refresh: Discard	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	166	Fetch OHLCV bars from the v8 chart endpoint as ascending rows. Either supply a ``range_`` (e.g. ``"1y"``, ``"max"``	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	256	Fetch v10 quoteSummary modules, handling the cookie+crumb handshake. On a 401 (expired/invalid crumb) the crumb and	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	314	Fetch the v7 option chain for a symbol, handling the cookie+crumb handshake. Like ``v10/quoteSummary``, the ``v7/fi	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	376	Look up matching instruments via the v1 search endpoint. Args: query: Free-text query (ticker fragment or c	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	399	Look up matching news via the v1 search endpoint. Args: query: Free-text query (ticker fragment or company	STRING
HIGH	agent/backtest/loaders/longbridge.py	264	Fetch OHLCV history from LongPort OpenAPI. Args: codes: Project symbols such as ``AAPL``, ``AAPL.US	STRING
HIGH	agent/backtest/loaders/stooq_loader.py	101	Fetch daily OHLCV bars for ``codes`` over ``[start_date, end_date]``. Args: codes: Project-side sym	STRING
HIGH	agent/backtest/loaders/fundamentals_loader.py	55	Extract a sparse ``period_end``/``filed``/``value`` series. Args: facts: SEC companyfacts payload.	STRING
HIGH	agent/backtest/loaders/fundamentals_loader.py	207	Load SEC fundamental fields as dense date-by-symbol panels. Args: symbols: Tickers to load. fields:	STRING
HIGH	agent/backtest/loaders/fundamentals_loader.py	416	Map each symbol to its SEC CIK. Args: symbols: Requested symbols. Returns: A symbol -> CIK map	STRING
HIGH	agent/backtest/loaders/qveris_loader.py	179	Call ``POST /tools/execute`` and hydrate truncated results. Args: tool_id: QVeris tool identifier r	STRING
HIGH	agent/backtest/loaders/qveris_loader.py	285	Fetch daily OHLCV history through selected QVeris capabilities. Args: codes: Symbols to fetch.	STRING
HIGH	agent/backtest/loaders/tickerall_loader.py	233	Fetch OHLCV frames keyed by the original input codes. A transient per-symbol failure (network blip, one bad sym	STRING
HIGH	agent/backtest/loaders/eastmoney_client.py	82	Issue a throttled Eastmoney GET and decode the body as JSON. Args: url: Fully-qualified Eastmoney endpoint	STRING
HIGH	agent/backtest/loaders/eastmoney_client.py	277	Fetch ascending OHLCV bars for one ``secid`` from push2his. Args: secid: Eastmoney secid (e.g. ``"1.600519"	STRING
HIGH	agent/backtest/loaders/tushare.py	52	Call a Tushare endpoint, waiting out a per-minute quota rejection. Only quota rejections are retried. Retrying an o	STRING
HIGH	agent/backtest/loaders/tiingo_loader.py	158	Fetch OHLCV history keyed by the original project symbols. Each symbol is fetched independently so one failing	STRING
HIGH	agent/backtest/loaders/sina_loader.py	55	Extract the JSON array embedded in Sina's JSONP wrapper. Args: raw: Raw response body, e.g. ``var x=([{"d":	STRING
HIGH	agent/backtest/loaders/sina_loader.py	146	Fetch US daily OHLCV for each code; skip and log per-symbol failures. Args: codes: Symbols in ``TIC	STRING
HIGH	agent/backtest/loaders/base.py	56	Drop, flag, or reject bars that violate OHLC invariants. Loaders only drop NaN rows, so structurally dirty bars — `	STRING
HIGH	agent/backtest/loaders/base.py	193	Call ``fn`` with a bounded retry budget on declared transient errors. Between attempts sleeps ``min(backoff[attempt	STRING
HIGH	agent/backtest/loaders/mootdx_loader.py	105	Fetch A-share OHLCV via mootdx. Args: codes: Symbol list. `.SH/.SZ/.BJ` suffix or bare 6-digit	STRING
HIGH	agent/backtest/loaders/finnhub_loader.py	176	Fetch daily OHLCV history keyed by the original project symbols. Each symbol is fetched independently through t	STRING
HIGH	agent/src/swarm/store.py	136	Return the directory path for a given run. Args: run_id: Run identifier. Returns:	STRING
HIGH	agent/src/swarm/store.py	160	Create the directory structure for a new run and write initial state. Args: run: SwarmRun instance.	STRING
361 more matches not shown…

Cross-File Repetition356 hits · 1780 pts

Severity	File	Line	Snippet	Context
HIGH	agent/tests/test_sse_ticket_and_headers.py	0	return a testclient that simulates a non-loopback caller.	STRING
HIGH	agent/tests/test_security_auth_api.py	0	return a testclient that simulates a non-loopback caller.	STRING
HIGH	agent/tests/test_openbb_bridge/test_routes.py	0	return a testclient that simulates a non-loopback caller.	STRING
HIGH	agent/tests/test_sse_ticket_and_headers.py	0	return a testclient that simulates a loopback caller.	STRING
HIGH	agent/tests/test_security_auth_api.py	0	return a testclient that simulates a loopback caller.	STRING
HIGH	agent/tests/test_openbb_bridge/test_routes.py	0	return a testclient that simulates a loopback caller.	STRING
HIGH	agent/tests/test_runtime_flatten.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_sweep_latch.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_runtime_liveness.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_runtime_jobstore.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_halt.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_audit_redact.py	0	point the live runtime root at an isolated tmp dir.	STRING
HIGH	agent/tests/test_mandate_model.py	0	point the live root at a tmp dir so tests never touch the real store.	STRING
HIGH	agent/tests/test_consent_commit.py	0	point the live root at a tmp dir so tests never touch the real store.	STRING
HIGH	agent/tests/test_mandate_enforcement.py	0	point the live root at a tmp dir so tests never touch the real store.	STRING
HIGH	agent/cli/commands/institutional/screen.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/cli/commands/institutional/earnings.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/cli/commands/institutional/memo.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/cli/commands/institutional/dcf.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/cli/commands/institutional/attrib.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/cli/commands/institutional/comps.py	0	render or dispatch the ``/comps`` playbook. args: ctx: interactive context supplying ``pending_prompt``. *args: raw slas	STRING
HIGH	agent/backtest/loaders/pykrx_loader.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/backtest/loaders/fmp_loader.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/backtest/loaders/stooq_loader.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/backtest/loaders/tickerall_loader.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/backtest/loaders/finnhub_loader.py	0	resolve the per-call minimum spacing, honoring the env override.	STRING
HIGH	agent/src/tools/prediction_market_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/etf_holdings_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/fund_flow_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/research_papers_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/sector_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/financial_statements_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/market_screener_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/image_vision_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/get_fundamentals_tool.py	0	build the failure envelope as a json string. args: message: human-readable error description. returns: a strict json ``{	STRING
HIGH	agent/src/tools/stock_news_tool.py	0	render a failure envelope as a json string. args: message: human-readable error text. returns: ``{"ok": false, "error":	STRING
HIGH	agent/src/tools/iwencai_tool.py	0	render a failure envelope as a json string. args: message: human-readable error text. returns: ``{"ok": false, "error":	STRING
HIGH	agent/src/tools/dragon_tiger_tool.py	0	render a failure envelope as a json string. args: message: human-readable error text. returns: ``{"ok": false, "error":	STRING
HIGH	agent/src/tools/symbol_search_tool.py	0	coerce a requested report count into the supported ``1.._max_limit`` range.	STRING
HIGH	agent/src/tools/sec_filings_tool.py	0	coerce a requested report count into the supported ``1.._max_limit`` range.	STRING
HIGH	agent/src/tools/research_reports_tool.py	0	coerce a requested report count into the supported ``1.._max_limit`` range.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_018.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_049.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_059.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_008.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_028.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_079.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_069.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_038.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_029.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_078.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_068.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_039.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_019.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_048.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_058.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_009.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_077.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
HIGH	agent/src/factors/zoo/alpha101/alpha_026.py	0	compute the alpha on the ohlcv+ panel and return a wide dataframe.	STRING
296 more matches not shown…

Excessive Try-Catch Wrapping886 hits · 844 pts

Severity	File	Line	Snippet	Context
LOW	agent/api_server.py	135	except Exception: # pragma: no cover — best-effort	CODE
LOW⚡	agent/mcp_server.py	1688	except Exception:	CODE
LOW⚡	agent/mcp_server.py	2527	except Exception: # noqa: BLE001 - never let one tool break server startup	CODE
LOW	agent/mcp_server.py	1188	except Exception: # noqa: BLE001 - honest error beats a raw traceback	CODE
LOW	agent/mcp_server.py	1659	except Exception:	CODE
LOW	agent/mcp_server.py	2407	except Exception: # noqa: BLE001 - one unavailable module, not four	CODE
LOW	agent/mcp_server.py	3005	except Exception: # pragma: no cover — best-effort	CODE
LOW	agent/tests/test_mcp_server_smoke.py	99	except Exception:	CODE
LOW	agent/tests/test_mcp_server_smoke.py	235	except Exception:	CODE
LOW	agent/tests/test_volume_unit_consistency.py	26	except Exception: # noqa: BLE001 — unreachable source = not participating	CODE
MEDIUM	agent/tests/test_volume_unit_consistency.py	23	def _volume_from(loader_cls) -> float \| None:	CODE
LOW⚡	agent/tests/test_mcp_regression.py	64	except Exception as exc: # noqa: BLE001	CODE
LOW⚡	agent/tests/test_mcp_regression.py	112	except Exception as exc: # noqa: BLE001	CODE
LOW⚡	agent/tests/test_env_schema.py	399	except Exception as exc: # noqa: BLE001	CODE
LOW	agent/tests/test_alpha_bench_sector_tag.py	94	except Exception as exc: # noqa: BLE001	CODE
LOW	agent/tests/test_longbridge_credentials.py	182	except Exception as exc: # The contract requires this specific safe exception.	CODE
LOW	agent/tests/test_mcp_specs_cache.py	294	except Exception as exc:	CODE
LOW⚡	agent/tests/test_mcp_json_string_args.py	189	except Exception as exc: # noqa: BLE001 - fastmcp surfaces validation errors	CODE
LOW	agent/tests/memory/test_lifecycle_index_cleanup.py	44	except Exception:	CODE
LOW	agent/tests/memory/test_search_index.py	211	except Exception:	CODE
LOW	agent/tests/memory/test_tier2_integration.py	40	except Exception:	CODE
LOW	agent/tests/factors/test_lookahead.py	137	except Exception: # noqa: BLE001 — be loud only at test time	CODE
MEDIUM	agent/tests/factors/test_lookahead.py	134	def _registered_alpha_ids() -> list[str]:	CODE
LOW	agent/cli/completer.py	36	except Exception: # noqa: BLE001 — never block typeahead on theme import	CODE
LOW	agent/cli/stream.py	140	except Exception: # noqa: BLE001 — Rich shutdown can race	CODE
LOW	agent/cli/stream.py	158	except Exception: # noqa: BLE001	CODE
LOW⚡	agent/cli/stream.py	193	except Exception: # noqa: BLE001	CODE
MEDIUM	agent/cli/main.py	527	def _worker() -> None:	CODE
LOW⚡	agent/cli/main.py	460	except Exception: # noqa: BLE001 — persistence is best-effort	CODE
LOW⚡	agent/cli/main.py	469	except Exception: # noqa: BLE001	CODE
LOW⚡	agent/cli/main.py	532	except Exception: # noqa: BLE001	CODE
LOW⚡	agent/cli/main.py	640	except Exception as exc: # noqa: BLE001 — never let a handler kill the loop	CODE
LOW	agent/cli/main.py	150	except Exception: # noqa: BLE001 — never block startup on stats	CODE
LOW	agent/cli/main.py	166	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	183	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	289	except Exception: # noqa: BLE001 — legacy will load again later	CODE
LOW	agent/cli/main.py	391	except Exception: # noqa: BLE001 — persistence error → empty history	CODE
LOW	agent/cli/main.py	420	except Exception: # noqa: BLE001 — never block the turn on persistence	CODE
LOW	agent/cli/main.py	429	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	485	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	660	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	900	except Exception as exc: # noqa: BLE001 — never let a halt failure kill the loop	CODE
LOW	agent/cli/main.py	925	except Exception as exc: # noqa: BLE001 — never let a resume failure kill the loop	CODE
LOW	agent/cli/main.py	963	except Exception as exc: # noqa: BLE001 — never let a connector command kill the loop	CODE
LOW	agent/cli/main.py	977	except Exception as exc: # noqa: BLE001 # QVERIS-INTEGRATION	CODE
LOW	agent/cli/main.py	1122	except Exception as exc: # noqa: BLE001 - keep proposal open for retry	CODE
LOW	agent/cli/main.py	1182	except Exception as exc: # noqa: BLE001 — surface a clean error to the user	CODE
LOW	agent/cli/main.py	1260	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	1287	except Exception as exc: # noqa: BLE001 — fall back gracefully if prompt_toolkit broken	CODE
LOW	agent/cli/main.py	1294	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	1428	except Exception: # pragma: no cover — best-effort	CODE
LOW	agent/cli/_legacy.py	353	except Exception:	CODE
LOW	agent/cli/_legacy.py	420	except Exception:	CODE
LOW	agent/cli/_legacy.py	430	except Exception:	CODE
LOW	agent/cli/_legacy.py	995	except Exception: # noqa: BLE001 — relay must never break the turn	CODE
LOW	agent/cli/_legacy.py	1036	except Exception: # noqa: BLE001 - relay must never break the turn	CODE
LOW	agent/cli/_legacy.py	1071	except Exception: # noqa: BLE001 — an existing or unwritable session must not block the run	CODE
LOW	agent/cli/_legacy.py	1079	except Exception: # noqa: BLE001 — search index is optional	CODE
LOW	agent/cli/_legacy.py	1126	except Exception: # noqa: BLE001 — capture must never kill the turn	CODE
LOW	agent/cli/_legacy.py	1143	except Exception: # noqa: BLE001 — relay must never kill the turn	CODE
826 more matches not shown…

Modern Structural Boilerplate273 hits · 277 pts

Severity	File	Line	Snippet	Context
LOW	tools/ci_env_var_gate.py	89	def _set_source(self, source: str) -> None:	CODE
LOW	agent/api_server.py	115	logger = logging.getLogger(__name__)	CODE
LOW⚡	agent/mcp_server.py	87	logger = logging.getLogger(__name__)	CODE
LOW	agent/tests/test_auth_precedence.py	37	def _set_key(monkeypatch: pytest.MonkeyPatch, key: str = "secret") -> None:	CODE
LOW	agent/tests/test_longbridge_credentials.py	30	def _set_environment(monkeypatch: pytest.MonkeyPatch, values: dict[str, str]) -> None:	CODE
LOW⚡	agent/tests/test_sdk_connectors.py	224	def _set_longbridge_environment(monkeypatch, values) -> None:	CODE
LOW	agent/tests/test_binance_usdm_readonly.py	160	def set_sandbox_mode(self, enabled: bool) -> None:	CODE
LOW	agent/tests/test_binance_usdm_readonly.py	217	def set_sandbox_mode(self, _enabled: bool) -> None:	CODE
LOW	agent/cli/onboard.py	566	__all__ = ["run_onboarding", "PROVIDERS", "Provider", "BACK", "CANCEL"]	CODE
LOW	agent/cli/theme.py	235	__all__ = [	CODE
LOW	agent/cli/_version.py	46	__all__ = ["__version__"]	CODE
LOW	agent/cli/__init__.py	103	__all__ = ["main", *sorted(	CODE
LOW	agent/cli/completer.py	115	__all__ = ["SlashCompleter"]	CODE
LOW	agent/cli/stream.py	144	def set_extra(self, extra: str) -> None:	CODE
LOW	agent/cli/stream.py	339	__all__ = [	CODE
LOW	agent/cli/input.py	380	__all__ = [	CODE
LOW	agent/cli/main.py	1590	__all__ = ["main", "InteractiveContext"]	CODE
LOW	agent/cli/intro.py	5	__all__ = ["print_banner"]	CODE
LOW	agent/cli/ui/__init__.py	7	__all__ = [	CODE
LOW	agent/cli/utils/__init__.py	11	__all__ = [	CODE
LOW	agent/cli/utils/format.py	157	__all__ = ["format_duration", "format_tokens", "abbreviate_num"]	CODE
LOW	agent/cli/utils/thinking_verbs.py	41	__all__ = ["pick_thinking_verb", "THINKING_VERBS"]	CODE
LOW	agent/cli/components/chat_log.py	77	__all__ = ["render_history"]	CODE
LOW	agent/cli/components/tool_event.py	218	__all__ = ["render_tool_event", "render_tool_events"]	CODE
LOW	agent/cli/components/hint_bar.py	67	__all__ = ["render_hint_bar"]	CODE
LOW	agent/cli/components/working_indicator.py	107	def update_verb(self, verb: str) -> None:	CODE
LOW	agent/cli/components/working_indicator.py	144	__all__ = ["ThinkingSpinner"]	CODE
LOW	agent/cli/components/__init__.py	12	__all__ = [	CODE
LOW	agent/cli/commands/research_playbook.py	654	__all__ = [	CODE
LOW	agent/cli/commands/show.py	86	__all__ = ["run", "cmd_show", "cmd_skill", "cmd_pine"]	CODE
LOW	agent/cli/commands/memory.py	67	__all__ = ["run", "cmd_memory"]	CODE
LOW	agent/cli/commands/strategy_evidence.py	22	logger = logging.getLogger(__name__)	CODE
LOW	agent/cli/commands/strategy_evidence.py	170	__all__ = [	CODE
LOW	agent/cli/commands/session.py	98	__all__ = ["run", "cmd_history", "cmd_search", "cmd_export"]	CODE
LOW	agent/cli/commands/__init__.py	13	__all__ = [	CODE
LOW	agent/cli/commands/chat.py	247	__all__ = [	CODE
LOW	agent/cli/commands/goal.py	395	__all__ = [	CODE
LOW	agent/cli/commands/help.py	64	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/screen.py	29	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/runner.py	209	__all__ = ["build_prompt", "run_playbook"]	CODE
LOW	agent/cli/commands/institutional/playbooks.py	647	__all__ = [	CODE
LOW	agent/cli/commands/institutional/earnings.py	29	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/memo.py	30	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/dcf.py	30	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/attrib.py	29	__all__ = ["run"]	CODE
LOW	agent/cli/commands/institutional/comps.py	30	__all__ = ["run"]	CODE
LOW	agent/backtest/runner.py	43	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/regime.py	21	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/factor_costs.py	56	__all__ = [	CODE
LOW	agent/backtest/correlation.py	16	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/engines/vietnam_equity.py	64	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/engines/korea_equity.py	59	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/engines/base.py	55	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/okx.py	32	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/akshare_loader.py	18	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/alphavantage_loader.py	33	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/ccxt_loader.py	30	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/yfinance_loader.py	12	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/local_loader.py	44	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/eastmoney_loader.py	27	logger = logging.getLogger(__name__)	CODE
213 more matches not shown…

AI Structural Patterns229 hits · 218 pts

Severity	File	Line	Context
LOW	agent/mcp_server.py	555	CODE
LOW	agent/mcp_server.py	623	CODE
LOW	agent/mcp_server.py	1005	CODE
LOW	agent/mcp_server.py	1481	CODE
LOW	agent/mcp_server.py	1512	CODE
LOW	agent/tests/test_memory_gc.py	29	CODE
LOW	agent/tests/test_memory_lifecycle.py	34	CODE
LOW	agent/tests/test_crypto_engine.py	69	CODE
LOW	agent/tests/test_mcp_specs_cache.py	33	CODE
LOW	agent/tests/test_perpetual_risk.py	35	CODE
LOW	agent/tests/memory/test_lifecycle_index_cleanup.py	59	CODE
LOW	agent/cli/_legacy.py	1084	CODE
LOW	agent/cli/_legacy.py	4807	CODE
LOW	agent/cli/_legacy.py	4858	CODE
LOW	agent/backtest/factor_costs.py	297	CODE
LOW	agent/backtest/loaders/tushare_fundamentals.py	179	CODE
LOW	agent/backtest/loaders/tushare_fundamentals.py	230	CODE
LOW	agent/src/quantlib/fundmath.py	1597	CODE
LOW	agent/src/quantlib/fundmath.py	2200	CODE
LOW	agent/src/tools/__init__.py	76	CODE
LOW	agent/src/tools/pattern_tool.py	93	CODE
LOW	agent/src/hypotheses/registry.py	214	CODE
LOW	agent/src/strategy_discovery/facade.py	417	CODE
LOW	agent/src/scheduled_research/executor.py	199	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_018.py	63	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_049.py	99	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_059.py	95	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_008.py	77	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_028.py	64	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_079.py	100	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_069.py	98	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_038.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_029.py	89	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_078.py	72	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_068.py	67	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_039.py	68	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_019.py	76	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_048.py	110	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_058.py	94	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_009.py	86	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_077.py	69	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_026.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_084.py	68	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_012.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_043.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_053.py	64	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_002.py	63	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_094.py	64	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_036.py	83	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_067.py	98	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_047.py	86	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_016.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_022.py	63	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_073.py	70	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_080.py	100	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_090.py	97	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_063.py	105	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_032.py	76	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_006.py	62	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_057.py	62	CODE
169 more matches not shown…

Deep Nesting238 hits · 190 pts

Severity	File	Line	Context
LOW	tools/ci_env_var_gate.py	199	CODE
LOW	agent/tests/test_agent_output_discipline.py	768	CODE
LOW	agent/tests/test_market_data_tool.py	222	CODE
LOW	agent/tests/test_no_set_mandate_tool.py	46	CODE
LOW	agent/tests/test_no_set_mandate_tool.py	67	CODE
LOW	agent/tests/test_strategy_discovery_models.py	283	CODE
LOW	agent/tests/test_consent_commit.py	523	CODE
LOW	agent/tests/test_sdk_connectors.py	349	CODE
LOW	agent/tests/test_mcp_server_http_transport.py	50	CODE
LOW	agent/tests/test_strategy_discovery_harness.py	327	CODE
LOW	agent/tests/test_provider_header_isolation.py	159	CODE
LOW	agent/tests/test_provider_header_isolation.py	180	CODE
LOW	agent/tests/memory/benchmarks/tier2_runner.py	214	CODE
LOW	agent/tests/factors/test_alpha_purity.py	200	CODE
LOW	agent/tests/factors/test_alpha_purity.py	172	CODE
LOW	agent/cli/stream.py	185	CODE
LOW	agent/cli/input.py	121	CODE
LOW	agent/cli/main.py	553	CODE
LOW	agent/cli/main.py	1235	CODE
LOW	agent/cli/_legacy.py	1084	CODE
LOW	agent/cli/_legacy.py	1939	CODE
LOW	agent/cli/_legacy.py	1998	CODE
LOW	agent/cli/_legacy.py	2311	CODE
LOW	agent/cli/_legacy.py	2593	CODE
LOW	agent/cli/_legacy.py	3956	CODE
LOW	agent/cli/_legacy.py	4501	CODE
LOW	agent/cli/_legacy.py	6098	CODE
LOW	agent/cli/_legacy.py	1118	CODE
LOW	agent/cli/_legacy.py	2151	CODE
LOW	agent/cli/_legacy.py	2222	CODE
LOW	agent/cli/ui/rail.py	319	CODE
LOW	agent/backtest/runner.py	628	CODE
LOW	agent/backtest/runner.py	668	CODE
LOW	agent/backtest/runner.py	715	CODE
LOW	agent/backtest/runner.py	1285	CODE
LOW	agent/backtest/runner.py	1478	CODE
LOW	agent/backtest/engines/options_portfolio.py	175	CODE
LOW	agent/backtest/engines/options_portfolio.py	562	CODE
LOW	agent/backtest/engines/composite.py	26	CODE
LOW	agent/backtest/engines/base.py	997	CODE
LOW	agent/backtest/engines/base.py	1423	CODE
LOW	agent/backtest/loaders/tushare_fundamentals.py	264	CODE
LOW	agent/backtest/loaders/futu.py	140	CODE
LOW	agent/backtest/loaders/tencent_loader.py	180	CODE
LOW	agent/backtest/loaders/rsshub_events.py	501	CODE
LOW	agent/backtest/loaders/longbridge.py	255	CODE
LOW	agent/backtest/loaders/fundamentals_loader.py	48	CODE
LOW	agent/backtest/loaders/qveris_loader.py	487	CODE
LOW	agent/backtest/loaders/tickerall_loader.py	192	CODE
LOW	agent/backtest/loaders/baostock_loader.py	55	CODE
LOW	agent/backtest/loaders/tushare.py	270	CODE
LOW	agent/backtest/loaders/tushare.py	325	CODE
LOW	agent/src/ui_services.py	100	CODE
LOW	agent/src/ui_services.py	307	CODE
LOW	agent/src/ui_services.py	408	CODE
LOW	agent/src/market_data.py	123	CODE
LOW	agent/src/swarm/worker.py	476	CODE
LOW	agent/src/swarm/task_store.py	203	CODE
LOW	agent/src/swarm/runtime.py	425	CODE
LOW	agent/src/swarm/runtime.py	676	CODE
178 more matches not shown…

Cross-Language Confusion37 hits · 149 pts

Severity	File	Line	Snippet	Context
HIGH	agent/api_server.py	372	print("[warn] Run: cd frontend && npm run build")	CODE
HIGH	agent/tests/test_validation.py	333	"""A non-finite metric must be serialized as null, not a bare	STRING
HIGH⚡	agent/tests/test_loader_volume_units.py	50	"""Markets without evidence stay undeclared (null), never guessed."""	STRING
HIGH	agent/tests/test_fundamentals_pit.py	335	value null, which reads as "this issuer reports nothing" rather than "this	STRING
HIGH	agent/tests/test_alpha_bench_sector_tag.py	61	assert panel["sector"].index.equals(close.index)	CODE
HIGH	agent/tests/test_technical_indicator_tool.py	290	"""Too few bars → indicators return null, but not error."""	STRING
HIGH	agent/tests/test_technical_indicator_tool.py	304	# But SMA 20 should be null, SMA 50/200 null — only EMA 20 needs 20 bars, null too	COMMENT
HIGH	agent/tests/test_kimi_reasoning_content.py	511	content=null; Moonshot kimi-k2.6 rejects that, so we normalize to ''."""	STRING
HIGH⚡	agent/tests/test_base_engine.py	599	assert close_df.index.equals(dates)	CODE
HIGH⚡	agent/tests/test_base_engine.py	600	assert pos_df.index.equals(dates)	CODE
HIGH	agent/tests/test_strategy_discovery_harness.py	643	f"{row.regime}: multi-position breakeven must be null, got "	CODE
HIGH	agent/tests/quantlib/test_credit.py	382	assert out.index.equals(bond.index)	CODE
HIGH⚡	agent/tests/factors/test_bench_strict.py	71	assert not a.equals(b)	CODE
HIGH	agent/cli/_legacy.py	6039	Windows footgun. Equivalent to running ``cd frontend && npm install	STRING
HIGH	agent/cli/commands/update.py	25	container the answer would be `git pull && docker compose up --build`, but	STRING
HIGH	agent/backtest/metrics.py	261	undefined,	CODE
HIGH	agent/backtest/rebalance_notes.py	148	``_json_safe`` (non-finite -> null) and serialize with ``allow_nan=False``	STRING
HIGH	agent/backtest/validation.py	453	strict parsers reject. Sanitize with :func:`_json_safe` (non-finite → null)	STRING
HIGH	agent/backtest/engines/base.py	1339	# Zero is always rejected (size = notional / price is undefined);	COMMENT
HIGH	agent/backtest/loaders/tushare_fundamentals.py	149	date (``f_ann_date`` when present and non-null, falling back to	STRING
HIGH	agent/backtest/loaders/ccxt_loader.py	340	if trade is None or mark is None or not trade.index.equals(mark.index):	CODE
HIGH	agent/backtest/loaders/yahoo_client.py	229	# A non-trading slot leaves OHLC null; skip rather than emit a NaN bar.	COMMENT
HIGH	agent/scripts/w4a_run_benches.py	4	cd agent && python scripts/w4a_run_benches.py	STRING
HIGH	agent/src/swarm/serialization.py	44	Returns ``None`` (an explicit null, not an absent key) when no task carries	STRING
HIGH	agent/src/quantlib/eventstudy.py	223	model (beta would be undefined).	STRING
HIGH	agent/src/quantlib/eventstudy.py	470	# Patell: the standardised CARs are unit-variance under the null, up to the	COMMENT
HIGH	agent/src/quantlib/multipletesting.py	299	The expected maximum Sharpe under the null, per-observation. Zero when	STRING
HIGH	agent/src/quantlib/fundmath.py	337	f"factor undefined), got {rate!r}"	CODE
HIGH	agent/src/quantlib/fundmath.py	707	undefined, and returning ``inf`` or ``0`` would both be wrong.	STRING
HIGH	agent/src/quantlib/var_backtest.py	261	if not ret_index.equals(var_index):	CODE
HIGH	agent/src/quantlib/credit.py	632	if len(bond_yields) != len(risk_free_yields) or not bond_yields.index.equals(	CODE
HIGH	agent/src/quantlib/timeseries.py	178	if not y_ser.index.equals(x_ser.index):	CODE
HIGH	agent/src/quantlib/valuation/dcf.py	426	(weights undefined), if the resulting weights are negative or do	STRING
HIGH	agent/src/quantlib/valuation/dcf.py	752	``terminal_year_ebitda <= 0`` (an EV/EBITDA multiple is undefined);	STRING
HIGH	agent/src/tools/prediction_market_tool.py	98	``winning_outcome`` null, where a price-only rule would have called them	STRING
HIGH	agent/src/strategy_discovery/facade.py	431	(fail-closed null) → min_sharpe → decay gate (stale rows excluded	STRING
HIGH	agent/src/factors/bench_runner_strict.py	188	"""One-sample t-stat against zero (returns 0.0 if undefined)."""	STRING

Hallucination Indicators12 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL	agent/src/channels/feishu.py	1020	response = self._client.im.v1.message_reaction.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1061	response = self._client.im.v1.message_reaction.delete(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1405	response = self._client.im.v1.image.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1439	response = self._client.im.v1.file.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1467	response = self._client.im.v1.message_resource.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1502	response = self._client.im.v1.message_resource.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1606	response = self._client.im.v1.message.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1663	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1713	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1765	response = self._client.cardkit.v1.card.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1815	response = self._client.cardkit.v1.card_element.content(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1847	response = self._client.cardkit.v1.card.settings(request)	CODE

Structural Annotation Overuse66 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	224	### Step 1: Three-Dimensional Trade-off	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	229	### Step 2: Final Portfolio Weight Determination	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	235	### Step 3: Portfolio Holdings Finalization	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	239	### Step 4: Historical Backtest Execution	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	245	### Step 5: Portfolio Performance Attribution	COMMENT
LOW⚡	agent/src/swarm/presets/pairs_research_lab.yaml	80	### Step 1: Unit-root preconditions	COMMENT
LOW⚡	agent/src/swarm/presets/pairs_research_lab.yaml	87	### Step 2: Cointegration tests	COMMENT
LOW	agent/src/swarm/presets/pairs_research_lab.yaml	104	### Step 3: Mean-reversion parameters	COMMENT
LOW	agent/src/swarm/presets/pairs_research_lab.yaml	118	### Step 4: Composite arb-value score (max 100)	COMMENT
LOW	agent/src/skills/thesis-tracker/SKILL.md	23	## Step 1: Decide the Mode	COMMENT
LOW⚡	agent/src/skills/performance-attribution/SKILL.md	248	### Step 1: Aggregate Analysis	COMMENT
LOW⚡	agent/src/skills/performance-attribution/SKILL.md	256	### Step 2: Attribution Decomposition	COMMENT
LOW⚡	agent/src/skills/performance-attribution/SKILL.md	264	### Step 3: Style Analysis	COMMENT
LOW⚡	agent/src/skills/performance-attribution/SKILL.md	272	### Step 4: Conclusions and Recommendations	COMMENT
LOW	agent/src/skills/dividend-analysis/SKILL.md	39	### Step 1: Normalize the Dividend	COMMENT
LOW	agent/src/skills/dividend-analysis/SKILL.md	51	### Step 2: Check Coverage	COMMENT
LOW	agent/src/skills/dividend-analysis/SKILL.md	67	### Step 3: Diagnose Dividend Growth Quality	COMMENT
LOW	agent/src/skills/dividend-analysis/SKILL.md	84	### Step 4: Check Balance Sheet Flexibility	COMMENT
LOW	agent/src/skills/dividend-analysis/SKILL.md	96	### Step 5: Separate Dividend Yield from Total Return	COMMENT
LOW	agent/src/skills/valuation-model/SKILL.md	27	#### Step 1: Forecast free cash flow (usually 5 years)	COMMENT
LOW	agent/src/skills/valuation-model/SKILL.md	44	#### Step 2: Calculate WACC	COMMENT
LOW	agent/src/skills/valuation-model/SKILL.md	68	#### Step 3: Terminal Value	COMMENT
LOW	agent/src/skills/valuation-model/SKILL.md	78	#### Step 4: Sensitivity Analysis	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	19	## Step 1: Super-Trend Confirmation	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	32	## Step 2: Physical Supply-Chain Decomposition	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	64	## Step 3: Bottleneck Identification — Finding "Choke Points"	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	79	## Step 4: Company Screening — From Bottleneck to Tickers	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	102	## Step 5: Cross-Validation — Don't Trust a Single Story	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	125	## Step 6: Output — Bottleneck Opportunity Board	COMMENT
LOW	agent/src/skills/bottleneck-hunter/SKILL.md	167	## Step 7: Inventory Update — Maintain the Bottleneck Map	COMMENT
LOW	…gy-dev-manager/references/strategy_extraction_guide.md	62	### Step 1: Identify the Strategy Type	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	75	### Step 2: Extract the Signal Generation Logic	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	85	### Step 3: Extract Entry Conditions	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	94	### Step 4: Extract Exit Conditions	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	103	### Step 5: Extract Position Sizing Rules	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	112	### Step 6: Extract Risk Management Parameters	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	122	### Step 7: Identify Required Data Inputs	COMMENT
LOW⚡	…gy-dev-manager/references/strategy_extraction_guide.md	131	### Step 8: Map to SignalEngine Template Parameters	COMMENT
LOW⚡	…strategy-dev-manager/templates/factor_signal_engine.py	44	# Step 1: Compute raw factor values for each symbol	COMMENT
LOW⚡	…strategy-dev-manager/templates/factor_signal_engine.py	53	# Step 2: Cross-sectional ranking	COMMENT
LOW	…strategy-dev-manager/templates/factor_signal_engine.py	78	# Step 3: Clip signals to [-1, 1]	COMMENT
LOW	agent/src/skills/macro-analysis/SKILL.md	113	### Step 1: Data Collection and Current-State Description	COMMENT
LOW	agent/src/skills/macro-analysis/SKILL.md	122	### Step 2: Cycle Positioning	COMMENT
LOW	agent/src/skills/macro-analysis/SKILL.md	133	### Step 3: Policy Impact Assessment	COMMENT
LOW	agent/src/skills/macro-analysis/SKILL.md	142	### Step 4: Asset Allocation Tilt	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	23	## Step 1: Identify Key People	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	39	## Step 2: CEO Circle of Competence	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	60	## Step 3: Integrity Assessment (most important)	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	93	## Step 4: Capital Allocation	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	118	## Step 5: Governance	COMMENT
LOW⚡	agent/src/skills/management-deep-dive/SKILL.md	142	## Step 6: Side Validation	COMMENT
LOW⚡	agent/src/skills/management-deep-dive/SKILL.md	150	## Step 7: Post-CEO Scenario	COMMENT
LOW⚡	agent/src/skills/management-deep-dive/SKILL.md	159	## Step 8: Output	COMMENT
LOW	agent/src/skills/management-deep-dive/SKILL.md	181	## Step 9: Save	COMMENT
LOW⚡	…/skills/cross-market-strategy/example_signal_engine.py	38	# Step 1: raw signals per market	COMMENT
LOW⚡	…/skills/cross-market-strategy/example_signal_engine.py	45	# Step 2: volatility-adjusted weights	COMMENT
LOW	agent/src/skills/correlation-analysis/SKILL.md	371	# Step 1: estimate the cointegrating vector with OLS.	COMMENT
LOW	agent/src/skills/correlation-analysis/SKILL.md	378	# Step 2: test residual stationarity with ADF.	COMMENT
LOW	agent/src/channels/dingtalk.py	743	# Step 1: Exchange downloadCode for a temporary download URL	COMMENT
LOW	agent/src/channels/dingtalk.py	758	# Step 2: Download the file content	COMMENT
6 more matches not shown…

AI Slop Vocabulary38 hits · 97 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	agent/tests/test_china_a_engine.py	218	"""A-share engine forces leverage=1."""	STRING
MEDIUM⚡	agent/tests/test_crypto_engine.py	415	"""Spot (leverage=1) should never get liquidated."""	STRING
MEDIUM⚡	agent/tests/test_korea_equity_engine.py	265	# apply_slippage + leverage	COMMENT
MEDIUM⚡	agent/tests/test_korea_equity_engine.py	291	# Cash equity is forced to 1.0 leverage regardless of config input.	COMMENT
MEDIUM	agent/tests/test_equity_regression.py	93	"""Different leverage values produce correct margin calculations."""	STRING
MEDIUM⚡	agent/tests/test_china_futures_engine.py	279	"""IF margin=12% → leverage≈8.33."""	STRING
MEDIUM⚡	agent/tests/test_consent_commit.py	84	# Cash-only ceiling => no profile may request leverage.	COMMENT
MEDIUM⚡	agent/tests/test_consent_commit.py	298	# H9: commit-time ceiling re-check is alias-robust (no silent NO-OP)	COMMENT
MEDIUM⚡	agent/tests/test_india_equity_engine.py	146	# apply_slippage + leverage	COMMENT
MEDIUM⚡	agent/tests/test_india_equity_engine.py	155	# Cash delivery is forced to 1.0 leverage regardless of config input.	COMMENT
MEDIUM	agent/tests/test_mandate_enforcement.py	198	# Leverage (quantitative): tiny funding makes 1x leverage breach.	COMMENT
MEDIUM	agent/tests/quantlib/test_volatility.py	90	"""A leverage-effect correlation must make low strikes the expensive ones.	STRING
MEDIUM	agent/backtest/engines/global_futures.py	139	# Leverage: most futures have 5-15% margin → 7-20x leverage.	COMMENT
MEDIUM	agent/backtest/engines/global_futures.py	141	# User can override via config["leverage"].	COMMENT
MEDIUM	agent/backtest/engines/china_futures.py	141	# Derive leverage from margin rate of first code, or use config override	COMMENT
MEDIUM	agent/backtest/engines/china_futures.py	247	"""Derive leverage from this contract's own margin requirement."""	STRING
MEDIUM	agent/backtest/engines/vietnam_equity.py	378	config = {**config, "leverage": 1.0} # cash equity: no leverage	CODE
MEDIUM	agent/backtest/engines/india_equity.py	50	config = {**config, "leverage": 1.0} # cash delivery: no leverage	CODE
MEDIUM	agent/backtest/engines/china_a.py	32	config = {**config, "leverage": 1.0} # A-shares: no leverage	CODE
MEDIUM	agent/backtest/engines/korea_equity.py	158	config = {**config, "leverage": 1.0} # cash equity: no leverage	CODE
MEDIUM	agent/backtest/engines/base.py	733	"""Return leverage used to size and margin one symbol."""	STRING
MEDIUM	agent/src/swarm/worker.py	53	"""Resolve the heartbeat tick interval from env, robust to garbage values.	STRING
MEDIUM	agent/src/swarm/worker.py	65	"""Resolve the delay before the single stream retry, robust to garbage.	STRING
MEDIUM	agent/src/quantlib/eventstudy.py	489	# makes it robust to the event itself having raised volatility.	COMMENT
MEDIUM	agent/src/tools/propose_mandate_tool.py	243	"""Return the account type label ('cash' unless ceilings allow leverage)."""	STRING
MEDIUM	agent/src/strategy_discovery/facade.py	59	#: of which drive the evidence harness over reproducible run artifacts.	COMMENT
MEDIUM	agent/src/strategy_discovery/evidence_store.py	72	#: disposable — rows only ever come from a harness rebuild).	STRING
MEDIUM⚡	agent/src/strategy_discovery/models.py	33	#: written (the harness computes over backtest artifacts), the remaining	COMMENT
MEDIUM	agent/src/strategy_discovery/models.py	151	#: ISO date string ("YYYY-MM-DD") of the last harness verification.	COMMENT
MEDIUM⚡	agent/src/strategy_discovery/evidence_harness.py	83	#: Stage of every harness-produced row: the harness computes exclusively	COMMENT
MEDIUM	agent/src/live/enforcement.py	548	# 5–6. Exposure + leverage need symbol-level signed positions so a sell	COMMENT
MEDIUM	agent/src/live/enforcement.py	570	# 6. Gross leverage = post-trade gross exposure / account_funding_usd.	COMMENT
MEDIUM	agent/src/live/mandate/commit.py	61	#: daily trade cap, leverage, and instruments.	COMMENT
MEDIUM	agent/src/live/mandate/commit.py	69	# leverage (single spelling, mapped for completeness)	COMMENT
MEDIUM	agent/src/live/mandate/commit.py	306	# Cash-only ceiling forbids any leverage other than "none".	COMMENT
MEDIUM	agent/src/channels/dingtalk.py	59	# Parse using SDK's ChatbotMessage for robust handling	COMMENT
MEDIUM	agent/src/channels/signal.py	699	# Keep aliases of the bot account for robust mention matching.	COMMENT
LOW	agent/src/channels/weixin.py	685	# If quoted message is media, just pass the text	COMMENT

Over-Commented Block81 hits · 71 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	21	- vibe-runs:/app/agent/runs	COMMENT
LOW	requirements-lock.txt	161	--hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0	COMMENT
LOW	requirements-lock.txt	1581	# via	COMMENT
LOW	requirements-lock.txt	3621	--hash=sha256:82554af953ea5ac3d8771d42330493181031c7e68dccce03a491c7356e9ba4b2 \	COMMENT
LOW	requirements-lock.txt	3641	# opentelemetry-api	COMMENT
LOW	requirements-channels-lock.txt	161	# httpcore	COMMENT
LOW	tools/ci_grep_gates.sh	1	#!/usr/bin/env bash	COMMENT
LOW	frontend/src/components/layout/Layout.tsx	321	// src/i18n/index.ts. Persists the choice via i18next's localStorage detector	COMMENT
LOW	wiki/functions/_middleware.js	1	// In-path traffic classifier for vibetrading.wiki (Cloudflare Pages Function).	COMMENT
LOW	wiki/functions/api/stats.js	1	// GET /api/stats — aggregate numbers for the wiki footer.	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	161	--hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	1221	# langgraph-sdk	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	2701	# via	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3161	# akshare	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3601	--hash=sha256:55b0b0dbd97462d06ebee91e4dac24ed4d4702be82b24f07e6c1d27e08cea220 \	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3621	# fastapi	COMMENT
LOW	agent/requirements-channels.txt	1	# Channel SDK dependencies baked into the Docker image.	COMMENT
LOW	agent/mcp_server.py	1781	"loader_resolver": _get_loader,	COMMENT
LOW	agent/mcp_server.py	2341	# get_institutional_holdings / etf_holdings / prediction_market /	COMMENT
LOW	agent/mcp_server.py	2361	# turns any failure into a JSON error envelope rather than a transport error.	COMMENT
LOW	agent/tests/conftest.py	21	# Sandbox the config runtime root BEFORE any test module is imported (#1116).	COMMENT
LOW	agent/tests/conftest.py	41	# consults ``VIBE_TRADING_HOME`` first and only falls back to	COMMENT
LOW	agent/tests/conftest.py	61		COMMENT
LOW	agent/tests/test_orderbook_depth_tool.py	61	# The four-level book used for the impact-cost hand-calc tests.	COMMENT
LOW	agent/tests/test_readme_counts.py	61		COMMENT
LOW	agent/tests/test_research_papers_tool.py	721	}	COMMENT
LOW	agent/tests/test_mcp_new_tools.py	21		COMMENT
LOW	agent/tests/quantlib/valuation/test_dcf.py	41	fcff_bridge,	COMMENT
LOW	agent/tests/quantlib/valuation/test_dcf.py	61	#	COMMENT
LOW	agent/cli/main.py	841	"""Render the bottom hint bar in muted style."""	COMMENT
LOW	agent/cli/_legacy.py	941	return ""	COMMENT
LOW	agent/cli/_legacy.py	3061	"[yellow]No GitHub credential found.[/yellow]\n"	COMMENT
LOW	agent/cli/_legacy.py	5941	# ---------------------------------------------------------------------------	COMMENT
LOW	agent/backtest/metrics.py	21	# rest of this annualisation table; the key fix is that intraday mootdx/futu no	COMMENT
LOW	agent/backtest/metrics.py	41	"india_broker": 252,	COMMENT
LOW	agent/backtest/runner.py	301	# exposure is that once ``SignalEngine`` is instantiated and ``.generate()`` is	COMMENT
LOW	agent/backtest/runner.py	341	"aiohttp",	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	41	(re.compile(r"^[A-Z]+-USDT$", re.I), "crypto"),	COMMENT
LOW	agent/backtest/engines/base.py	481	#: Bar fields consulted, in order, for the price-limit base price.	COMMENT
LOW	agent/backtest/loaders/registry.py	121		COMMENT
LOW	agent/backtest/loaders/registry.py	161	"macro": ["akshare", "tushare", "local"],	COMMENT
LOW	agent/src/swarm/worker.py	281	# The code-writing/report-file workflow below only makes sense for an	COMMENT
LOW	agent/src/quantlib/fundmath.py	1321	# itself is not a rate and cannot be annualized.	COMMENT
LOW	agent/src/quantlib/fundmath.py	1861	guess=guess,	COMMENT
LOW	agent/src/quantlib/factormodel.py	81		COMMENT
LOW	agent/src/quantlib/valuation/threestatement.py	101		COMMENT
LOW	agent/src/quantlib/valuation/dcf.py	121	]	COMMENT
LOW	agent/src/quantlib/valuation/comps.py	141		COMMENT
LOW	agent/src/tools/redaction.py	101	#: Keys that stay sensitive in the ARGUMENTS / audit sink but are released in	COMMENT
LOW	agent/src/tools/redaction.py	341	#:	COMMENT
LOW	agent/src/tools/etf_holdings_tool.py	121	# report in bulk, so the newest period can be picked without downloading a	COMMENT
LOW	agent/src/tools/etf_holdings_tool.py	801	# ``var apidata={ content:"<html>",arryear:[2026,...],curyear:2026};``	COMMENT
LOW	agent/src/tools/symbol_search_tool.py	41	# (``Expecting value: line 1 column 1 (char 0)``) instead of a clean empty	COMMENT
LOW	agent/src/tools/institutional_holdings_tool.py	141	_MAX_HOLDER_SAMPLE = 25	COMMENT
LOW	agent/src/tools/institutional_holdings_tool.py	181	_AMENDMENT_ROLES = {"RESTATEMENT": _ROLE_RESTATEMENT, "NEW HOLDINGS": _ROLE_NEW_HOLDINGS}	COMMENT
LOW	agent/src/config/schema.py	21	"ibkr.com": "ibkr",	COMMENT
LOW	agent/src/config/schema.py	181	# Canonical seed for the operator-side ``~/.vibe-trading/agent.json`` mcpServers	COMMENT
LOW	agent/src/security/scanner.py	81		COMMENT
LOW	agent/src/strategy_discovery/models.py	101	#: Evidence-window age (days since the latest ``date_ranges`` window ended)	COMMENT
LOW	agent/src/strategy_discovery/evidence_harness.py	81	SHARPE_ANNUALIZATION_BARS = 252	COMMENT
21 more matches not shown…

Verbosity Indicators22 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	224	### Step 1: Three-Dimensional Trade-off	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	229	### Step 2: Final Portfolio Weight Determination	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	235	### Step 3: Portfolio Holdings Finalization	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	239	### Step 4: Historical Backtest Execution	COMMENT
LOW⚡	agent/src/swarm/presets/etf_allocation_desk.yaml	245	### Step 5: Portfolio Performance Attribution	COMMENT
LOW⚡	agent/src/swarm/presets/pairs_research_lab.yaml	80	### Step 1: Unit-root preconditions	COMMENT
LOW⚡	agent/src/swarm/presets/pairs_research_lab.yaml	87	### Step 2: Cointegration tests	COMMENT
LOW	agent/src/swarm/presets/pairs_research_lab.yaml	104	### Step 3: Mean-reversion parameters	COMMENT
LOW	agent/src/swarm/presets/pairs_research_lab.yaml	118	### Step 4: Composite arb-value score (max 100)	COMMENT
LOW⚡	…strategy-dev-manager/templates/factor_signal_engine.py	44	# Step 1: Compute raw factor values for each symbol	COMMENT
LOW⚡	…strategy-dev-manager/templates/factor_signal_engine.py	53	# Step 2: Cross-sectional ranking	COMMENT
LOW	…strategy-dev-manager/templates/factor_signal_engine.py	78	# Step 3: Clip signals to [-1, 1]	COMMENT
LOW⚡	…/skills/cross-market-strategy/example_signal_engine.py	38	# Step 1: raw signals per market	COMMENT
LOW⚡	…/skills/cross-market-strategy/example_signal_engine.py	45	# Step 2: volatility-adjusted weights	COMMENT
LOW	agent/src/channels/dingtalk.py	743	# Step 1: Exchange downloadCode for a temporary download URL	COMMENT
LOW	agent/src/channels/dingtalk.py	758	# Step 2: Download the file content	COMMENT
LOW	agent/src/channels/weixin.py	1375	# Step 1: Get upload URL from server (prefer upload_full_url, fallback to upload_param)	COMMENT
LOW	agent/src/channels/weixin.py	1399	# Step 2: AES-128-ECB encrypt and POST to CDN	COMMENT
LOW	agent/src/channels/weixin.py	1427	# Step 3: Send message with the media item	COMMENT
LOW	agent/src/channels/wecom.py	438	# Step 1: init	COMMENT
LOW	agent/src/channels/wecom.py	455	# Step 2: send chunks	COMMENT
LOW	agent/src/channels/wecom.py	467	# Step 3: finish	COMMENT

Modern AI Meta-Vocabulary7 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	agent/backtest/loaders/rsshub_events.py	48	#: knowable only on the next calendar day, matching the event-driven skill's	COMMENT
MEDIUM	agent/backtest/loaders/sina_loader.py	40	# assignment/paren scaffolding around it.	COMMENT
MEDIUM⚡	agent/src/quantlib/valuation/dcf.py	1173	# Top-level orchestration	COMMENT
MEDIUM	agent/src/tools/quantlib_tool.py	97	#: numbers into a context window helps nobody.	COMMENT
MEDIUM	agent/src/tools/block_trades_tool.py	41	# context window. Eastmoney paginates; we pull one bounded page.	COMMENT
MEDIUM	agent/src/config/schema.py	25	# bypassable: a Robinhood agentic URL placed under any other key (e.g. ``rh``)	COMMENT
MEDIUM	agent/src/providers/capabilities.py	114	# GLM thinking models (glm-4.5+/glm-5.x) stream the chain-of-thought as	COMMENT

Self-Referential Comments3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	agent/tests/test_session_search.py	203	# Create a fake session directory	COMMENT
MEDIUM	agent/tests/test_strategy_store.py	854	# Create a new store instance pointing to the same DB	COMMENT
MEDIUM	agent/tests/test_ocr_integration.py	67	# Create a synthetic "scanned" PDF: render text as image, save as PDF	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…nd/src/components/charts/AttributionWaterfallChart.tsx	105	name: "placeholder",	CODE
LOW	frontend/src/i18n/locales/ja.json	533	"placeholder": "例: 000001.SZ で単純な移動平均戦略を2024年について検証する",	CODE
LOW	frontend/src/i18n/locales/de.json	538	"placeholder": "z. B. Testen Sie eine einfache Moving-Average-Strategie auf 000001.SZ über 2024",	CODE
LOW	frontend/src/i18n/locales/zh-CN.json	533	"placeholder": "例如：为 000001.SZ 创建双均线交叉策略，回测 2024 年",	CODE
LOW	frontend/src/i18n/locales/en.json	538	"placeholder": "e.g. Test a simple moving-average strategy on 000001.SZ over 2024",	CODE
LOW	frontend/src/i18n/locales/ko.json	533	"placeholder": "예: 000001.SZ의 단순 이동평균 전략을 2024년 구간에서 테스트",	CODE
LOW	frontend/src/i18n/locales/es.json	538	"placeholder": "ej. Probar una estrategia simple de media móvil en 000001.SZ durante 2024",	CODE
LOW	frontend/src/i18n/locales/ar.json	533	"placeholder": "مثال: اختبر استراتيجية بسيطة للمتوسط المتحرك على 000001.SZ خلال عام 2024",	CODE
LOW	agent/tests/test_settings_api.py	179	@pytest.mark.parametrize("placeholder", ["sk-xxx", "xxx", "gsk_xxx"])	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…trategy-dev-manager/references/scheduled_decay_scan.md	66	-H "Authorization: Bearer <your-api-key>" \	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	agent/src/channels/wecom.py	418	# Read file size and data in a thread to avoid blocking the event loop	COMMENT

Overly Generic Function Names2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	agent/tests/test_skill_writer_tools.py	293	path="templates/helper.py", content="def helper(): pass",	CODE
LOW	agent/tests/test_backtest_runner_security.py	714	" def helper(cls):",	CODE

Example Usage Blocks1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	agent/src/tools/skill_writer_tool.py	8	examples/ # Example usage	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings