HKUDS/Vibe-Trading

Pattern Findings

The scanner identified 22545 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Decorative Section Separators3237 hits · 11326 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	67	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	121	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	317	# ---------------------------------------------------------------------------	STRING
MEDIUM	wiki/scripts/build_alpha_library.py	319	# ---------------------------------------------------------------------------	STRING
MEDIUM	wiki/scripts/build_alpha_library.py	440	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	442	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	473	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	wiki/scripts/build_alpha_library.py	475	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/api_server.py	322	# ============================================================================	COMMENT
MEDIUM	agent/api_server.py	324	# ============================================================================	COMMENT
MEDIUM⚡	agent/mcp_server.py	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1261	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1263	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1823	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	1825	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	2695	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	agent/mcp_server.py	2697	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	506	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	508	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	546	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	548	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	agent/mcp_server.py	788	# ---------------------------------------------------------------------------	COMMENT
3177 more matches not shown…

Hyper-Verbose Identifiers10149 hits · 9925 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	…c/components/portfolio/PortfolioCompatibilityBadge.tsx	11	export function PortfolioCompatibilityBadge({	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	303	async function handleLoadAllChartSymbols() {	CODE
LOW	frontend/src/pages/RunDetail.tsx	328	function handleCancelLoadAllCharts() {	CODE
LOW	frontend/src/pages/agentToolTimeline.ts	31	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/mcp_server.py	1266	def _strategy_discovery_execute(tool_name: str, params: dict[str, Any]) -> str:	CODE
LOW	agent/mcp_server.py	114	def _resolve_include_shell_tools(cli_opt_in: bool) -> bool:	CODE
LOW	agent/mcp_server.py	731	def update_research_goal_status(	CODE
LOW	agent/mcp_server.py	1386	def refresh_strategy_evidence(manifest_path: str \| None = None, runs: list \| None = None) -> str:	CODE
LOW	agent/mcp_server.py	1458	def trading_select_connection(connection: str) -> str:	CODE
LOW	agent/mcp_server.py	2573	def _string_result_output_schema() -> dict[str, Any] \| None:	CODE
LOW	agent/evals/harness/assertions.py	713	def _tool_result_join_verdict(bundle: ArtifactBundle) -> Verdict:	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_plan_rejected.py	382	def test_a_trial_plan_inside_the_capital_fit_is_not_a_finding():	CODE
LOW⚡	agent/tests/test_plan_rejected.py	391	def test_lot_truncation_in_hold_mode_is_still_one_zero_size():	CODE
LOW⚡	agent/tests/test_plan_rejected.py	399	def test_insufficient_capital_is_counted_as_unfilled():	CODE
LOW	agent/tests/test_plan_rejected.py	106	def test_each_cause_records_exact_reason(reason):	CODE
LOW	agent/tests/test_plan_rejected.py	116	def test_all_seven_reasons_are_pairwise_distinct():	CODE
LOW	agent/tests/test_plan_rejected.py	128	def test_hook_not_called_when_order_is_planned():	CODE
LOW	agent/tests/test_plan_rejected.py	157	def test_default_engine_has_zero_side_effects_for_every_cause():	CODE
LOW	agent/tests/test_plan_rejected.py	168	def test_futures_whole_contract_truncation_surfaces_zero_size():	CODE
LOW	agent/tests/test_plan_rejected.py	178	def test_recording_hook_does_not_change_execution_state():	CODE
LOW	agent/tests/test_plan_rejected.py	193	def _run_fill_and_reject_scenario(engine):	CODE
LOW	agent/tests/test_plan_rejected.py	240	def test_wanted_but_unfillable_plans_are_counted_by_default():	CODE
LOW	agent/tests/test_plan_rejected.py	278	def test_a_clean_run_reports_zero_unfilled_plans():	CODE
LOW	agent/tests/test_plan_rejected.py	286	def test_lot_truncated_sleeve_is_named_in_the_metrics():	CODE
LOW	agent/tests/test_plan_rejected.py	297	def test_an_overriding_subclass_still_gets_the_default_counting():	CODE
LOW	agent/tests/test_plan_rejected.py	315	def test_total_and_by_symbol_share_one_counter():	CODE
LOW	agent/tests/test_plan_rejected.py	368	def test_a_cash_starved_open_in_hold_mode_is_reported_once():	CODE
10089 more matches not shown…

Unused Imports6007 hits · 5820 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	42	CODE
LOW	wiki/scripts/check_social_cards.py	3	CODE
LOW	wiki/scripts/check_i18n.py	27	CODE
LOW	wiki/scripts/sync_site_chrome.py	29	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
5947 more matches not shown…

Docstring Block Structure469 hits · 2322 pts

Severity	File	Line	Snippet	Context
HIGH	wiki/scripts/build_alpha_library.py	127	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/runner.py	1747	Fetch and sanitize bars through the canonical loader registry. This is the shared entry point for backtest executio	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/optimizers/turnover_aware.py	101	Validate caps even when a singleton needs no weight optimization. The base singleton path preserves the supplie	STRING
HIGH	agent/backtest/engines/china_futures.py	134	Extract product code from futures symbol. The returned code is the one the product tables are keyed by, whatever	STRING
HIGH	agent/backtest/engines/options_portfolio.py	206	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	149	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	170	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	36	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	80	Fetch OHLCV for each symbol; a single failure never aborts the batch. Args: codes: Symbols such as	STRING
HIGH	agent/backtest/loaders/registry.py	579	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	617	Return a loader class for source, falling back if unavailable. Args: source: Requested data source name	STRING
HIGH	agent/backtest/loaders/gildata_loader.py	128	Invoke one MCP tool and return its ``rows``. Args: tool: Tool name, e.g. ``"StockDailyQuote"``. arg	STRING
HIGH	agent/backtest/loaders/gildata_loader.py	280	Fetch daily OHLCV bars from Gildata, one symbol at a time. Non-A-share symbols are dropped (the fallback chain	STRING
HIGH	agent/backtest/loaders/gildata_loader.py	341	Fetch and parse one symbol's daily bars; ``None`` on no data. Args: symbol: Normalized Gildata symb	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	216	Resolve a supported fundamental field to its schema entry. Args: field: Unified fundamental field name.	STRING
HIGH	agent/backtest/loaders/fmp_loader.py	102	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	156	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	112	Return ``(crumb, cookies)``, fetching them on first use or on refresh. Args: force_refresh: Discard	STRING
HIGH	agent/backtest/loaders/yahoo_client.py	167	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	303	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	361	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	423	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	446	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	177	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	218	Call ``POST /tools/execute`` and hydrate truncated results. Args: tool_id: QVeris tool identifier r	STRING
HIGH	agent/backtest/loaders/qveris_loader.py	324	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	113	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	308	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	269	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	99	Hold a frame to its market's currency contract and record the declared quote. Args: frame: Normalized OHLCV	STRING
409 more matches not shown…

Cross-File Repetition391 hits · 1955 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_dingtalk_connection_test.py	0	route the probe's fresh ``httpx.asyncclient`` through a mocktransport. the probe owns its client, so the only seam is th	STRING
HIGH	agent/tests/test_slack_connection_test.py	0	route the probe's fresh ``httpx.asyncclient`` through a mocktransport. the probe owns its client, so the only seam is th	STRING
HIGH	agent/tests/test_qq_connection_test.py	0	route the probe's fresh ``httpx.asyncclient`` through a mocktransport. the probe owns its client, so the only seam is th	STRING
HIGH	agent/tests/test_discord_connection_test.py	0	route the probe's fresh ``httpx.asyncclient`` through a mocktransport. the probe owns its client, so the only seam is th	STRING
HIGH	agent/tests/test_feishu_connection_test.py	0	route the probe's fresh ``httpx.asyncclient`` through a mocktransport. the probe owns its client, so the only seam is th	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/tests/test_swarm_worker_stream_retry.py	0	initialize the flaky stub. args: errors: exceptions raised by successive ``stream_chat`` calls, consumed in order before	STRING
HIGH	agent/tests/test_stream_retry_escalation.py	0	initialize the flaky stub. args: errors: exceptions raised by successive ``stream_chat`` calls, consumed in order before	STRING
HIGH	agent/tests/test_agent_loop_stream_retry.py	0	initialize the flaky stub. args: errors: exceptions raised by successive ``stream_chat`` calls, consumed in order before	STRING
HIGH	agent/tests/test_mcp_goal_tool_optional_goal_id.py	0	import agent/mcp_server.py without executing main().	STRING
HIGH	agent/tests/test_mcp_goal_session_contract.py	0	import agent/mcp_server.py without executing main().	STRING
HIGH	agent/tests/test_mcp_json_string_args.py	0	import agent/mcp_server.py without executing main().	STRING
HIGH	agent/tests/test_channel_reset_notice.py	0	give every test unbound locks (asyncio.lock binds to a loop on contention).	STRING
HIGH	agent/tests/test_channel_noop_refresh.py	0	give every test unbound locks (asyncio.lock binds to a loop on contention).	STRING
HIGH	agent/tests/test_channels_config_api.py	0	give every test unbound locks (asyncio.lock binds to a loop on contention).	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/gildata_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
331 more matches not shown…

Empty Error Handlers194 hits · 970 pts

Severity	File	Line	Snippet	Context
HIGH	agent/mcp_server.py	384	except RuntimeError:	CODE
HIGH	agent/mcp_server.py	1784	except Exception:	CODE
HIGH	agent/mcp_server.py	1813	except Exception:	CODE
HIGH	agent/tests/test_mcp_server_smoke.py	128	except (json.JSONDecodeError, ValueError):	CODE
HIGH	agent/tests/test_mcp_server_smoke.py	235	except Exception:	CODE
HIGH	agent/tests/test_config_writer.py	153	except threading.BrokenBarrierError:	CODE
HIGH	agent/tests/test_api_live_runtime.py	324	except asyncio.CancelledError:	CODE
HIGH	agent/tests/test_api_live_runtime.py	526	except asyncio.CancelledError:	CODE
HIGH	agent/tests/test_api_live_runtime.py	631	except asyncio.CancelledError:	CODE
HIGH	agent/tests/test_baostock_socket_deadline.py	60	except OSError:	CODE
HIGH	agent/tests/test_baostock_socket_deadline.py	182	except OSError:	CODE
HIGH	agent/tests/test_serve_bind.py	62	except SystemExit:	CODE
HIGH	agent/tests/test_strategy_discovery_models.py	322	except TypeError:	CODE
HIGH	agent/tests/test_composite_currency_guard.py	144	except Exception:	CODE
HIGH	agent/tests/mcp_http_test_helpers.py	303	except ValueError:	CODE
HIGH	agent/tests/test_feishu_stop.py	76	except Exception: # noqa: BLE001 - mirrors run_ws's warning branch	CODE
HIGH	agent/tests/quantlib/test_timeseries.py	690	except ImportError:	CODE
HIGH	agent/tests/quantlib/test_timeseries.py	835	except ImportError:	CODE
HIGH	agent/tests/memory/test_lifecycle_index_cleanup.py	44	except Exception:	CODE
HIGH	agent/tests/memory/test_search_index.py	299	except Exception:	CODE
HIGH	agent/tests/memory/test_tier2_integration.py	40	except Exception:	CODE
HIGH	agent/cli/onboard.py	151	except OSError:	CODE
HIGH	agent/cli/onboard.py	176	except (FileNotFoundError, OSError):	CODE
HIGH	agent/cli/onboard.py	291	except ValueError:	CODE
HIGH	agent/cli/onboard.py	166	except OSError:	CODE
HIGH	agent/cli/onboard.py	172	except (FileNotFoundError, OSError):	CODE
HIGH	agent/cli/onboard.py	149	except (FileNotFoundError, OSError):	CODE
HIGH	agent/cli/completer.py	36	except Exception: # noqa: BLE001 — never block typeahead on theme import	CODE
HIGH	agent/cli/stream.py	140	except Exception: # noqa: BLE001 — Rich shutdown can race	CODE
HIGH	agent/cli/stream.py	158	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/stream.py	193	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/input.py	116	except (OSError, ValueError):	CODE
HIGH	agent/cli/main.py	139	except OSError:	CODE
HIGH	agent/cli/main.py	289	except Exception: # noqa: BLE001 — legacy will load again later	CODE
HIGH	agent/cli/main.py	429	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/main.py	460	except Exception: # noqa: BLE001 — persistence is best-effort	CODE
HIGH	agent/cli/main.py	469	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/main.py	532	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/main.py	752	except (BrokenPipeError, OSError):	CODE
HIGH	agent/cli/_legacy.py	138	except ImportError:	CODE
HIGH	agent/cli/_legacy.py	430	except Exception:	CODE
HIGH	agent/cli/_legacy.py	993	except Exception: # noqa: BLE001 — relay must never break the turn	CODE
HIGH	agent/cli/_legacy.py	1077	except Exception: # noqa: BLE001 — search index is optional	CODE
HIGH	agent/cli/_legacy.py	6195	except OSError:	CODE
HIGH	agent/cli/_legacy.py	6489	except KeyboardInterrupt:	CODE
HIGH	agent/cli/_legacy.py	1334	except (ValueError, OSError):	CODE
HIGH	agent/cli/_legacy.py	1124	except Exception: # noqa: BLE001 — capture must never kill the turn	CODE
HIGH	agent/cli/_legacy.py	4760	except (TypeError, ValueError):	CODE
HIGH	agent/cli/_legacy.py	6471	except (ValueError, OSError):	CODE
HIGH	agent/cli/_legacy.py	6475	except (AttributeError, ValueError, OSError):	CODE
HIGH	agent/cli/_legacy.py	1141	except Exception: # noqa: BLE001 — relay must never kill the turn	CODE
HIGH	agent/cli/_legacy.py	2956	except Exception:	CODE
HIGH	agent/cli/_legacy.py	6456	except OSError:	CODE
HIGH	agent/cli/_legacy.py	6505	except OSError:	CODE
HIGH	agent/cli/_legacy.py	6509	except (OSError, subprocess.TimeoutExpired):	CODE
HIGH	agent/cli/components/working_indicator.py	42	except Exception: # noqa: BLE001 — never block the spinner on helper issues	CODE
HIGH	agent/cli/commands/chat.py	79	except Exception: # noqa: BLE001 — clear can fail on dumb terminals	CODE
HIGH	agent/cli/commands/chat.py	95	except Exception: # noqa: BLE001	CODE
HIGH	agent/cli/commands/institutional/runner.py	201	except Exception: # noqa: BLE001 — never let a slash handler kill the REPL	CODE
HIGH	agent/backtest/runner.py	1213	except ImportError:	CODE
134 more matches not shown…

Excessive Try-Catch Wrapping959 hits · 906 pts

Severity	File	Line	Snippet	Context
LOW	agent/api_server.py	136	except Exception: # pragma: no cover — best-effort	CODE
LOW⚡	agent/mcp_server.py	1813	except Exception:	CODE
LOW⚡	agent/mcp_server.py	2685	except Exception: # noqa: BLE001 - never let one tool break server startup	CODE
LOW	agent/mcp_server.py	1278	except Exception: # noqa: BLE001 - honest error beats a raw traceback	CODE
LOW	agent/mcp_server.py	1784	except Exception:	CODE
LOW	agent/mcp_server.py	2568	except Exception: # noqa: BLE001 - one unavailable module, not four	CODE
LOW	agent/mcp_server.py	3161	except Exception: # pragma: no cover — best-effort	CODE
LOW⚡	agent/tests/test_channel_config_meta.py	813	except Exception: # noqa: BLE001 - this is the branch under test	CODE
LOW	agent/tests/test_channel_config_meta.py	49	except Exception: # noqa: BLE001 - adapters with missing SDKs must degrade	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	452	except Exception as exc: # noqa: BLE001	CODE
LOW	agent/tests/test_alpha_bench_sector_tag.py	92	except Exception as exc: # noqa: BLE001	CODE
LOW	agent/tests/test_swarm_store_atomic_write.py	152	except Exception as exc: # noqa: BLE001 - captured for the assertion below	CODE
LOW	agent/tests/test_swarm_store_atomic_write.py	180	except Exception as exc: # noqa: BLE001 - captured for the assertion below	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_composite_currency_guard.py	144	except Exception:	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/test_feishu_stop.py	76	except Exception: # noqa: BLE001 - mirrors run_ws's warning branch	CODE
LOW	agent/tests/memory/test_lifecycle_index_cleanup.py	44	except Exception:	CODE
LOW⚡	agent/tests/memory/test_search_index.py	299	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	1128	except Exception as exc: # noqa: BLE001 - keep proposal open for retry	CODE
LOW	agent/cli/main.py	1242	except Exception as exc: # noqa: BLE001 — surface a clean error to the user	CODE
LOW	agent/cli/main.py	1320	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	1347	except Exception as exc: # noqa: BLE001 — fall back gracefully if prompt_toolkit broken	CODE
LOW	agent/cli/main.py	1354	except Exception: # noqa: BLE001	CODE
LOW	agent/cli/main.py	1488	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
899 more matches not shown…

Modern Structural Boilerplate293 hits · 296 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	88	logger = logging.getLogger(__name__)	CODE
LOW	agent/evals/harness/__init__.py	5	__all__ = [	CODE
LOW	agent/tests/test_local_plugin_autoresolve.py	65	def set_password(self, service_name: str, username: str, password: str) -> None:	STRING
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	227	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	564	__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	1650	__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	676	__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	56	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	17	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/engines/china_futures.py	24	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	64	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/nobitex.py	41	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/okx.py	32	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/akshare_loader.py	21	logger = logging.getLogger(__name__)	CODE
LOW	agent/backtest/loaders/alphavantage_loader.py	33	logger = logging.getLogger(__name__)	CODE
233 more matches not shown…

Deep Nesting300 hits · 243 pts

Severity	File	Line	Context
LOW	tools/ci_env_var_gate.py	199	CODE
LOW	wiki/scripts/check_i18n.py	68	CODE
LOW	agent/evals/harness/assertions.py	526	CODE
LOW	agent/evals/harness/schema.py	79	CODE
LOW	agent/tests/test_channel_config_meta.py	720	CODE
LOW	agent/tests/test_gitignore_runtime_files.py	25	CODE
LOW	agent/tests/test_agent_output_discipline.py	805	CODE
LOW	agent/tests/test_api_live_runtime.py	829	CODE
LOW	agent/tests/test_api_live_runtime.py	841	CODE
LOW	agent/tests/test_market_data_tool.py	278	CODE
LOW	agent/tests/test_baostock_socket_deadline.py	237	CODE
LOW	agent/tests/test_baostock_socket_deadline.py	250	CODE
LOW	agent/tests/test_channel_stdlib_logging.py	47	CODE
LOW	agent/tests/test_session_events_replay_start.py	45	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_dataclass_field_name_collisions.py	81	CODE
LOW	agent/tests/test_dataclass_field_name_collisions.py	112	CODE
LOW	agent/tests/test_loader_contract.py	65	CODE
LOW	agent/tests/test_strategy_discovery_models.py	283	CODE
LOW	agent/tests/test_consent_commit.py	635	CODE
LOW	agent/tests/test_sdk_connectors.py	352	CODE
LOW	agent/tests/test_mcp_server_http_transport.py	50	CODE
LOW	agent/tests/test_strategy_discovery_harness.py	408	CODE
LOW	agent/tests/test_provider_header_isolation.py	206	CODE
LOW	agent/tests/test_provider_header_isolation.py	227	CODE
LOW	agent/tests/test_local_loader_cache_identity.py	134	CODE
LOW	agent/tests/test_skill_pct_change_guard.py	35	CODE
LOW	agent/tests/quantlib/test_copula.py	125	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	1295	CODE
LOW	agent/cli/_legacy.py	1082	CODE
LOW	agent/cli/_legacy.py	1937	CODE
LOW	agent/cli/_legacy.py	1996	CODE
LOW	agent/cli/_legacy.py	2309	CODE
LOW	agent/cli/_legacy.py	2591	CODE
LOW	agent/cli/_legacy.py	3954	CODE
LOW	agent/cli/_legacy.py	4464	CODE
LOW	agent/cli/_legacy.py	4725	CODE
LOW	agent/cli/_legacy.py	6366	CODE
LOW	agent/cli/_legacy.py	1116	CODE
LOW	agent/cli/_legacy.py	2149	CODE
LOW	agent/cli/_legacy.py	2220	CODE
LOW	agent/cli/ui/rail.py	319	CODE
LOW	agent/backtest/loader_health.py	189	CODE
LOW	agent/backtest/runner.py	654	CODE
LOW	agent/backtest/runner.py	694	CODE
LOW	agent/backtest/runner.py	741	CODE
LOW	agent/backtest/runner.py	1480	CODE
LOW	agent/backtest/runner.py	1630	CODE
LOW	agent/backtest/runner.py	1746	CODE
LOW	agent/backtest/run_card.py	456	CODE
LOW	agent/backtest/correlation.py	255	CODE
LOW	agent/backtest/engines/options_portfolio.py	199	CODE
LOW	agent/backtest/engines/options_portfolio.py	703	CODE
240 more matches not shown…

AI Structural Patterns198 hits · 185 pts

Severity	File	Line	Context
LOW	agent/mcp_server.py	552	CODE
LOW	agent/mcp_server.py	620	CODE
LOW	agent/mcp_server.py	1034	CODE
LOW	agent/mcp_server.py	1602	CODE
LOW	agent/mcp_server.py	1636	CODE
LOW	agent/tests/test_memory_gc.py	29	CODE
LOW	agent/tests/test_memory_lifecycle.py	35	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/test_extraetf_reader.py	61	CODE
LOW	agent/tests/test_extraetf_reader.py	96	CODE
LOW	agent/tests/memory/test_lifecycle_index_cleanup.py	59	CODE
LOW	agent/cli/_legacy.py	1082	CODE
LOW	agent/cli/_legacy.py	5037	CODE
LOW	agent/cli/_legacy.py	5088	CODE
LOW	agent/backtest/factor_costs.py	297	CODE
LOW	agent/backtest/loaders/tushare_fundamentals.py	187	CODE
LOW	agent/backtest/loaders/tushare_fundamentals.py	238	CODE
LOW	agent/src/market_data.py	197	CODE
LOW	agent/src/quantlib/fundmath.py	1597	CODE
LOW	agent/src/quantlib/fundmath.py	2208	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/playbooks.py	142	CODE
LOW	agent/src/scheduled_research/executor.py	197	CODE
LOW	agent/src/factors/zoo/alpha101/alpha_018.py	63	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_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_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_077.py	73	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_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
LOW	agent/src/factors/zoo/alpha101/alpha_017.py	62	CODE
138 more matches not shown…

Cross-Language Confusion42 hits · 166 pts

Severity	File	Line	Snippet	Context
HIGH	agent/api_server.py	370	print("[warn] Run: cd frontend && npm run build")	CODE
HIGH	agent/tests/test_validation.py	363	"""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_options_hv_bars_per_year.py	46	assert not hv.equals(historical_volatility(close, default_iv=DEFAULT_IV, bars_per_year=252))	CODE
HIGH	agent/tests/test_alpha_bench_sector_tag.py	59	assert panel["sector"].index.equals(close.index)	CODE
HIGH	agent/tests/test_technical_indicator_tool.py	331	# But SMA 20 should be null, SMA 50/200 null — only EMA 20 needs 20 bars, null too	COMMENT
HIGH	agent/tests/test_technical_indicator_tool.py	315	"""Too few bars → indicators return null, but not error."""	STRING
HIGH	agent/tests/test_social_media_intelligence_skill.py	85	assert residual.index.equals(sentiment.index)	CODE
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	690	assert close_df.index.equals(dates)	CODE
HIGH⚡	agent/tests/test_base_engine.py	691	assert pos_df.index.equals(dates)	CODE
HIGH	agent/tests/test_strategy_discovery_harness.py	765	f"{row.regime}: multi-position breakeven must be null, got "	CODE
HIGH	agent/tests/test_channels_config_api.py	1520	``Boolean(undefined) = false`` and buildPatch always includes bool fields,	STRING
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	6307	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	283	undefined,	CODE
HIGH	agent/backtest/rebalance_notes.py	194	``_json_safe`` (non-finite -> null) and serialize with ``allow_nan=False``	STRING
HIGH	agent/backtest/validation.py	477	strict parsers reject. Sanitize with :func:`_json_safe` (non-finite → null)	STRING
HIGH	agent/backtest/engines/base.py	1578	# Zero is always rejected (size = notional / price is undefined);	COMMENT
HIGH	agent/backtest/loaders/tushare_fundamentals.py	157	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	255	# 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	233	model (beta would be undefined).	STRING
HIGH	agent/src/quantlib/eventstudy.py	485	# 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/attribution.py	352	wealth relative non-positive and the logarithm undefined, or if	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	263	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
HIGH	agent/src/trading/connectors/robinhood/mcp.py	134	RobinhoodShapeError: If the list is missing or null, holds a null or	STRING

AI Slop Vocabulary50 hits · 122 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	438	"""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	333	"""__init__ derives leverage from the first code's margin rate."""	STRING
MEDIUM⚡	agent/tests/test_china_futures_engine.py	375	"""IF margin=12% → leverage≈8.33."""	STRING
MEDIUM⚡	agent/tests/test_consent_commit.py	85	# Cash-only ceiling => no profile may request leverage.	COMMENT
MEDIUM⚡	agent/tests/test_consent_commit.py	299	# H9: commit-time ceiling re-check is alias-robust (no silent NO-OP)	COMMENT
MEDIUM⚡	agent/tests/test_consent_commit.py	684	# module's own default and the floor of the leverage axis, not an invalid type.	COMMENT
MEDIUM	agent/tests/test_consent_commit.py	739	(2.0, "none", False), # leverage under a cash-only ceiling	CODE
MEDIUM	agent/tests/test_consent_commit.py	328	"""Persist the H19 fixture: numeric leverage and a two-item whitelist."""	STRING
MEDIUM	agent/tests/test_consent_commit.py	350	"""H19: a string "10" cannot widen numeric leverage 2 by type confusion."""	STRING
MEDIUM⚡	agent/tests/test_china_futures_pricing_assumptions.py	113	"""__init__ prices leverage off codes[0] before any bar is seen."""	STRING
MEDIUM⚡	agent/tests/test_india_equity_engine.py	171	# apply_slippage + leverage	COMMENT
MEDIUM⚡	agent/tests/test_india_equity_engine.py	180	# Cash delivery is forced to 1.0 leverage regardless of config input.	COMMENT
MEDIUM	agent/tests/test_mandate_enforcement.py	199	# 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
LOW	agent/tests/quantlib/test_eventstudy.py	144	"""#1466: the window's days share one estimation error, so their variances do not just add."""	STRING
MEDIUM	agent/backtest/engines/global_futures.py	185	# Leverage: most futures have 5-15% margin → 7-20x leverage.	COMMENT
MEDIUM	agent/backtest/engines/global_futures.py	187	# User can override via config["leverage"].	COMMENT
MEDIUM	agent/backtest/engines/china_futures.py	174	# Derive leverage from margin rate of first code, or use config override	COMMENT
MEDIUM	agent/backtest/engines/china_futures.py	336	"""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/options_portfolio.py	246	# research runs that intentionally model unconstrained leverage.	COMMENT
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	873	"""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/swarm/worker.py	78	"""Resolve the cap for the escalating stream-retry delay, robust to garbage.	STRING
MEDIUM	agent/src/quantlib/eventstudy.py	503	# 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	569	# 5–6. Exposure + leverage need symbol-level signed positions so a sell	COMMENT
MEDIUM	agent/src/live/enforcement.py	591	# 6. Gross leverage = post-trade gross exposure / account_funding_usd.	COMMENT
MEDIUM⚡	agent/src/live/mandate/commit.py	57	#: The leverage axis is the one clamped limit whose FLOOR is spelled as a word:	COMMENT
MEDIUM⚡	agent/src/live/mandate/commit.py	59	#: (``leverage_raw = profile.get("leverage", "none")`` below). It is therefore	COMMENT
MEDIUM⚡	agent/src/live/mandate/commit.py	69	"""Return leverage as a comparable float, or ``None`` when it is not one.	STRING
MEDIUM	agent/src/live/mandate/commit.py	95	#: daily trade cap, leverage, and instruments.	COMMENT
MEDIUM	agent/src/live/mandate/commit.py	103	# leverage (single spelling, mapped for completeness)	COMMENT
MEDIUM	agent/src/live/mandate/commit.py	378	# leverage, and a cash-only PROFILE still fits a numeric ceiling.	COMMENT
MEDIUM	agent/src/channels/dingtalk.py	60	# Parse using SDK's ChatbotMessage for robust handling	COMMENT
MEDIUM	agent/src/channels/signal.py	717	# Keep aliases of the bot account for robust mention matching.	COMMENT
LOW	agent/src/channels/weixin.py	686	# If quoted message is media, just pass the text	COMMENT

Hallucination Indicators12 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL	agent/src/channels/feishu.py	1016	response = self._client.im.v1.message_reaction.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1057	response = self._client.im.v1.message_reaction.delete(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1401	response = self._client.im.v1.image.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1435	response = self._client.im.v1.file.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1463	response = self._client.im.v1.message_resource.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1498	response = self._client.im.v1.message_resource.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1602	response = self._client.im.v1.message.get(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1659	response = self._client.im.v1.message.reply(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1709	response = self._client.im.v1.message.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1761	response = self._client.cardkit.v1.card.create(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1811	response = self._client.cardkit.v1.card_element.content(request)	CODE
CRITICAL	agent/src/channels/feishu.py	1843	response = self._client.cardkit.v1.card.settings(request)	CODE

Structural Annotation Overuse64 hits · 112 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/channels/dingtalk.py	753	# Step 1: Exchange downloadCode for a temporary download URL	COMMENT
LOW	agent/src/channels/dingtalk.py	768	# Step 2: Download the file content	COMMENT
LOW	agent/src/channels/weixin.py	1377	# Step 1: Get upload URL from server (prefer upload_full_url, fallback to upload_param)	COMMENT
LOW	agent/src/channels/weixin.py	1401	# Step 2: AES-128-ECB encrypt and POST to CDN	COMMENT
4 more matches not shown…

Over-Commented Block121 hits · 102 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	61	# adaptation lands.	COMMENT
LOW	docker-compose.yml	21	- vibe-runs:/app/agent/runs	COMMENT
LOW	requirements-lock.txt	161	--hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0	COMMENT
LOW	requirements-lock.txt	1281	--hash=sha256:fe2a4c95aeba2209434e7b31172da572846cae8ca0bf1e7013e61b99fbbf5e72	COMMENT
LOW	requirements-lock.txt	1661	# langgraph	COMMENT
LOW	requirements-lock.txt	2321	--hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \	COMMENT
LOW	requirements-lock.txt	3181	# pandas	COMMENT
LOW	requirements-lock.txt	3461	requests==2.34.2 \	COMMENT
LOW	requirements-lock.txt	3961	# aiosignal	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	381	// Language switcher — dropdown listing every language registered in	COMMENT
LOW	frontend/src/pages/Agent.tsx	1301		COMMENT
LOW	wiki/site.js	1	// Shared shell for every wiki page: theme, GitHub stars, header shadow, the	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	# via	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	1541	# -r agent/requirements.txt	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3321	--hash=sha256:fe31f28c94402043161876a258a9c6f757cb485905c7614ce8d6cd40e6b7bdc1 \	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3781	tushare==1.4.29 \	COMMENT
LOW	desktop/electron/requirements-windows-lock.txt	3801	# openai	COMMENT
LOW	agent/requirements-channels.txt	1	# Channel SDK dependencies baked into the Docker image.	COMMENT
LOW	agent/mcp_server.py	1921	# ---------------------------------------------------------------------------	COMMENT
LOW	agent/mcp_server.py	2501	#	COMMENT
LOW	agent/mcp_server.py	2521	# these tools parses/clamps its own ``**kwargs`` — and ToolRegistry.execute	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_agent_grounding.py	621	assert _scan_symbols(text) == expected	COMMENT
LOW	agent/tests/test_strategy_store.py	1441		COMMENT
LOW	agent/tests/test_shadow_attribution.py	121	profile=_profile(), roundtrips=roundtrips, shadow_pnl=0.0,	COMMENT
LOW	agent/tests/test_readme_counts.py	61	BADGE_ORDER = ("skills", "brokers", "presets", "alphas", "engines", "quantlib")	COMMENT
LOW	agent/tests/test_readme_counts.py	601	)	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		COMMENT
LOW	agent/cli/_legacy.py	3061	"or set [bold]COPILOT_GITHUB_TOKEN[/bold]."	COMMENT
LOW	agent/cli/_legacy.py	6201	next_steps.add_row("Config", f"[cyan]{_INIT_ENV_PATH}[/cyan]")	COMMENT
LOW	agent/backtest/metrics.py	41	# data granularity; model as US equity session as a conservative default)	COMMENT
LOW	agent/backtest/runner.py	321	)	COMMENT
LOW	agent/backtest/runner.py	341	# unused top-level import. Direct ``getattr``/``setattr``/``delattr`` indirection	COMMENT
LOW	agent/backtest/runner.py	1201	to source ``code/signal_engine.py``.	COMMENT
LOW	agent/backtest/run_card.py	21	# card without bound.	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	101	(re.compile(r"^\d{3,5}\.HK$", re.I), "hk_equity"),	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	141	# Global futures: product+YYMM (e.g. CL2412, ES2503)	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	161	# China futures: main continuous contract (RB0, IF0, MA0). Dated contracts	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	181	# already covered here for no gain.	COMMENT
LOW	agent/backtest/engines/_market_hooks.py	201	# main: this PR's branch point predates it.	COMMENT
LOW	agent/backtest/engines/base.py	521	self.rebalance_bars_executed = 0	COMMENT
LOW	agent/backtest/engines/base.py	541	self.base_price_fields: tuple[str, ...] = ("pre_close",)	COMMENT
LOW	agent/backtest/loaders/registry.py	141	# every market only so the cross-market auto-resolver can reach it, not so an	COMMENT
LOW	agent/backtest/loaders/registry.py	221	"local",	COMMENT
LOW	agent/backtest/loaders/registry.py	241	# endpoints; a global contract has no network source and reaches ``local``.	COMMENT
LOW	agent/backtest/loaders/registry.py	281	# Split-adjusted only.	COMMENT
LOW	agent/backtest/loaders/registry.py	301	# offsets: 600519.SH fqt=1 - fqt=0 takes five values (-103.46 / -79.58 /	COMMENT
61 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	753	# Step 1: Exchange downloadCode for a temporary download URL	COMMENT
LOW	agent/src/channels/dingtalk.py	768	# Step 2: Download the file content	COMMENT
LOW	agent/src/channels/weixin.py	1377	# Step 1: Get upload URL from server (prefer upload_full_url, fallback to upload_param)	COMMENT
LOW	agent/src/channels/weixin.py	1401	# Step 2: AES-128-ECB encrypt and POST to CDN	COMMENT
LOW	agent/src/channels/weixin.py	1429	# Step 3: Send message with the media item	COMMENT
LOW	agent/src/channels/wecom.py	439	# Step 1: init	COMMENT
LOW	agent/src/channels/wecom.py	456	# Step 2: send chunks	COMMENT
LOW	agent/src/channels/wecom.py	468	# Step 3: finish	COMMENT

Modern AI Meta-Vocabulary11 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	README_id.md	147	- 2026-08-30 🇬🇧 **Equity LSE hadir tanpa mengubah pence menjadi pounds, dan market yang tutup berhenti memicu live t	CODE
MEDIUM	README_ja.md	136	- 2026-08-30 🇬🇧 LSE 株式がペンスをポンドと誤認せず利用可能になり、閉場中の live trigger も停止：`.L` シンボルは Yahoo → yfinance → local の市場データフォールバ	CODE
MEDIUM	README_ko.md	136	- 2026-08-30 🇬🇧 LSE 주식을 펜스를 파운드로 오인하지 않고 지원하며, 장 마감 중 live trigger도 멈춥니다: `.L` 심볼은 이제 Yahoo → yfinance → local 시	CODE
MEDIUM	README.md	136	- 2026-08-30 🇬🇧 **LSE equities arrive without turning pence into pounds, and closed markets stop firing live trigger	CODE
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	26	# bypassable: a Robinhood agentic URL placed under any other key (e.g. ``rh``)	COMMENT
MEDIUM	agent/src/providers/capabilities.py	147	# GLM thinking models (glm-4.5+/glm-5.x) stream the chain-of-thought as	COMMENT

Fake / Example Data18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…nd/src/components/charts/AttributionWaterfallChart.tsx	105	name: "placeholder",	CODE
LOW	frontend/src/i18n/locales/ja.json	1148	"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	1153	"placeholder": "z. B. Testen Sie eine einfache Moving-Average-Strategie auf 000001.SZ über 2024",	CODE
LOW	frontend/src/i18n/locales/zh-CN.json	1148	"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	1153	"placeholder": "e.g. Test a simple moving-average strategy on 000001.SZ over 2024",	CODE
LOW	frontend/src/i18n/locales/pt-BR.json	1153	"placeholder": "por exemplo Teste uma estratégia simples de média móvel em 000001.SZ ao longo de 2024",	CODE
LOW	frontend/src/i18n/locales/ko.json	1148	"placeholder": "예: 000001.SZ의 단순 이동평균 전략을 2024년 구간에서 테스트",	CODE
LOW	frontend/src/i18n/locales/id.json	1153	"placeholder": "mis. Uji strategi moving average sederhana pada 000001.SZ selama 2024",	CODE
LOW	frontend/src/i18n/locales/es.json	1153	"placeholder": "ej. Probar una estrategia simple de media móvil en 000001.SZ durante 2024",	CODE
LOW	frontend/src/i18n/locales/ar.json	1148	"placeholder": "مثال: اختبر استراتيجية بسيطة للمتوسط المتحرك على 000001.SZ خلال عام 2024",	CODE
LOW	frontend/src/pages/__tests__/Scheduled.test.tsx	262	expect(target).toHaveAttribute("placeholder", "name@example.com");	CODE
LOW	frontend/src/pages/__tests__/Scheduled.test.tsx	275	expect(target).toHaveAttribute("placeholder", "Chat, group, or user ID");	CODE
LOW	wiki/docs/main.js	107	document.getElementById("docs-search")?.setAttribute("placeholder", ui.searchPlaceholder);	CODE
LOW⚡	agent/tests/test_channel_config_meta.py	620	"token": "dummy-token-1234",	CODE
LOW	agent/tests/test_channel_config_meta.py	37	return {"dummy": "dummy-value"}	CODE
LOW	agent/tests/test_channel_config_meta.py	994	section = {"webhook_secret": "dummy-secret-1234", "bot_token": "dummy-token"}	CODE
LOW	agent/tests/test_email_connection_test.py	742	"sender": "user@example.com",	CODE
LOW	agent/tests/test_settings_api.py	179	@pytest.mark.parametrize("placeholder", ["sk-xxx", "xxx", "gsk_xxx"])	CODE

Self-Referential Comments3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	agent/tests/test_session_search.py	220	# 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

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	419	# 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	301	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

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings