brokermr810/QuantDinger

31.8

Adjusted Score

31.8

Raw Score

100%

Time Factor

2026-07-13

Last Push

9.6K

Stars

Python

Language

153.6K

Lines of Code

527

Files

4.3K

Pattern Hits

2026-07-14

Scan Date

0.04

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 0HIGH 23MEDIUM 376LOW 3898

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 4297 distinct pattern matches across 20 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.

Excessive Try-Catch Wrapping1924 hits · 1757 pts

Severity	File	Line	Snippet	Context
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	104	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	141	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	248	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	517	except Exception:	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	101	def _run_budget(ctx):	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	138	def _side(ctx):	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	514	def _side(ctx):	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	104	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	141	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	248	except Exception:	CODE
LOW	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	517	except Exception:	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	101	def _run_budget(ctx):	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	138	def _side(ctx):	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_CN.md	514	def _side(ctx):	CODE
LOW	scripts/check_version.py	39	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	213	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	322	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	1231	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	1241	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	78	except Exception:	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	105	except Exception:	CODE
LOW	backend_api_python/run.py	14	except Exception:	CODE
LOW	backend_api_python/run.py	27	except Exception:	CODE
LOW⚡	backend_api_python/app/startup.py	53	except Exception as e:	CODE
LOW⚡	backend_api_python/app/startup.py	64	except Exception as e:	CODE
LOW	backend_api_python/app/startup.py	78	except Exception as e:	CODE
LOW	backend_api_python/app/startup.py	115	except Exception as e:	CODE
LOW⚡	backend_api_python/app/startup.py	152	except Exception as e:	CODE
LOW⚡	backend_api_python/app/startup.py	154	except Exception as e:	CODE
LOW⚡	backend_api_python/app/startup.py	160	except Exception as e:	CODE
LOW⚡	backend_api_python/app/startup.py	171	except Exception:	CODE
LOW	backend_api_python/app/startup.py	182	except Exception as exc:	CODE
LOW	backend_api_python/app/startup.py	203	except Exception:	CODE
LOW	backend_api_python/app/startup.py	208	except Exception:	CODE
LOW	backend_api_python/app/_version.py	66	except Exception:	CODE
LOW	backend_api_python/app/__init__.py	95	except Exception as exc:	CODE
LOW	backend_api_python/app/__init__.py	111	except Exception as sample_exc:	CODE
LOW	backend_api_python/app/__init__.py	113	except Exception as e:	CODE
MEDIUM	backend_api_python/app/__init__.py	90	def _configure_ibkr_asyncio() -> None:	CODE
MEDIUM	backend_api_python/app/__init__.py	99	def _bootstrap_database() -> None:	CODE
LOW	backend_api_python/app/utils/json_helpers.py	18	except Exception:	CODE
LOW	backend_api_python/app/utils/auth.py	75	except Exception as e:	CODE
LOW	backend_api_python/app/utils/auth.py	139	except Exception as e:	CODE
LOW	backend_api_python/app/utils/db.py	136	except Exception as exc:	CODE
LOW	backend_api_python/app/utils/db.py	161	except Exception as exc:	CODE
LOW	backend_api_python/app/utils/db.py	167	except Exception as exc:	CODE
LOW	backend_api_python/app/utils/config_loader.py	34	except Exception as e:	CODE
LOW	backend_api_python/app/utils/config_loader.py	222	except Exception as e:	CODE
LOW	backend_api_python/app/utils/config_loader.py	304	except Exception as e:	CODE
LOW	backend_api_python/app/utils/request_guard.py	37	except Exception:	CODE
LOW	backend_api_python/app/utils/request_guard.py	103	except Exception:	CODE
LOW	backend_api_python/app/utils/request_guard.py	123	except Exception:	CODE
LOW	backend_api_python/app/utils/timeutil.py	29	except Exception: # pragma: no cover - fallback for very old runtimes	CODE
LOW	backend_api_python/app/utils/timeutil.py	45	except Exception:	CODE
LOW	backend_api_python/app/utils/timeutil.py	80	except Exception:	CODE
LOW	backend_api_python/app/utils/timeutil.py	95	except Exception:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	232	except Exception as e:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	292	except Exception as e:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	325	except Exception as e:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	374	except Exception:	CODE
1864 more matches not shown…

Hyper-Verbose Identifiers1096 hits · 1140 pts

Severity	File	Line	Snippet	Context
LOW	mcp_server/tests/test_transport_resolution.py	39	def test_transport_default_is_stdio(monkeypatch, fresh_module):	CODE
LOW⚡	mcp_server/tests/test_transport_resolution.py	56	def test_transport_aliases_resolve(monkeypatch, fresh_module, raw, expected):	CODE
LOW⚡	mcp_server/tests/test_transport_resolution.py	61	def test_transport_unknown_exits(monkeypatch, fresh_module):	CODE
LOW⚡	mcp_server/tests/test_transport_resolution.py	67	def test_apply_http_settings_without_error(monkeypatch, fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	27	def test_mcp_tool_registry_complete(fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	34	def test_ai_optimize_requires_confirmation(fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	40	def test_update_strategy_blocks_running_without_trade_scope(fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	46	def test_stop_strategy_requires_confirmation(fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	52	def test_place_quick_order_requires_confirmation(fresh_module):	CODE
LOW⚡	mcp_server/tests/test_security_and_tools.py	58	def test_indicator_code_size_rejected_in_mcp(monkeypatch, fresh_module):	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	691	def get_indicator_authoring_contract() -> Any:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	1075	def submit_experiment_pipeline(payload: dict, idempotency_key: str \| None = None) -> Any:	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	1213	def _apply_http_settings_from_env() -> None:	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	23	def assert_indicator_code_size(code: str) -> None:	CODE
LOW	backend_api_python/app/startup.py	38	def _is_debug_reloader_parent() -> bool:	CODE
LOW⚡	backend_api_python/app/startup.py	57	def start_pending_order_worker():	CODE
LOW	backend_api_python/app/startup.py	119	def restore_running_strategies():	CODE
LOW⚡	backend_api_python/app/startup.py	165	def _schedule_post_restore_position_sync() -> None:	CODE
LOW	backend_api_python/app/utils/auth.py	24	def _configure_jwt_secret_warnings() -> None:	CODE
LOW	backend_api_python/app/utils/db.py	98	def _resolve_market_symbols_sql_path() -> Path:	CODE
LOW	backend_api_python/app/utils/local_brokers.py	8	def local_desktop_brokers_allowed() -> bool:	CODE
LOW	backend_api_python/app/utils/local_brokers.py	14	def desktop_broker_cloud_reject_message() -> str:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	128	def _dangerous_pd_numpy_import(name: str) -> Optional[str]:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	298	def safe_exec_with_validation(	CODE
LOW	backend_api_python/app/utils/safe_exec.py	467	def _string_has_forbidden_dunder(text: str) -> bool:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	478	def _is_operator_accessor_call(node: Any) -> bool:	CODE
LOW	backend_api_python/app/utils/safe_exec.py	504	def _dangerous_pd_numpy_internal(root: Optional[str], attrs: list) -> Optional[str]:	CODE
LOW	backend_api_python/app/utils/market_visibility.py	49	def enabled_markets_whitelist() -> Set[str]:	CODE
LOW	backend_api_python/app/utils/trade_close_reason.py	100	def infer_legacy_close_reason(	CODE
LOW	backend_api_python/app/utils/trade_close_reason.py	121	def resolve_close_reason_for_record(	CODE
LOW⚡	backend_api_python/app/utils/trade_net_pnl.py	50	def allocate_open_commissions_fifo(trades: List[Dict[str, Any]]) -> Dict[int, float]:	CODE
LOW⚡	backend_api_python/app/utils/db_postgres.py	207	def _probe_pg_connection_limit(params: Dict[str, Any]) -> Optional[Dict[str, int]]:	CODE
LOW⚡	backend_api_python/app/utils/db_postgres.py	244	def _resolve_effective_pool_limits(params: Dict[str, Any]) -> tuple[int, int]:	CODE
LOW	backend_api_python/app/utils/agent_auth.py	152	def ensure_agent_gateway_schema() -> None:	STRING
LOW	backend_api_python/app/utils/risk_guard.py	26	def trailing_exit_locks_net_profit(	CODE
LOW	backend_api_python/app/openapi/register.py	53	def register_human_blueprints(api: Api) -> None:	CODE
LOW	backend_api_python/app/openapi/register.py	158	def _normalize_operation_docs(op: dict) -> None:	CODE
LOW	backend_api_python/app/data_providers/heatmap.py	106	def _fetch_commodities_heatmap() -> List[Dict[str, Any]]:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	169	def get_economic_calendar_payload() -> Dict[str, Any]:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	310	def _fallback_calendar_payload(	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	361	def _public_request_error_message(exc: requests.exceptions.RequestException) -> str:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	369	def _fetch_tradingeconomics_calendar() -> List[Dict[str, Any]]:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	590	def _normalize_tradingeconomics_event(row: Dict[str, Any], idx: int) -> Optional[Dict[str, Any]]:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	743	def _build_ai_calendar_insight(event: Dict[str, Any]) -> Dict[str, Any]:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	1069	def _tradingeconomics_row_has_figures(row: Dict[str, Any]) -> bool:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	1082	def _should_include_finnhub_row(row: Dict[str, Any], event_en: str) -> bool:	CODE
LOW	…end_api_python/app/data_providers/economic_calendar.py	1094	def _should_include_tradingeconomics_row(row: Dict[str, Any], event_en: str) -> bool:	CODE
LOW⚡	backend_api_python/app/data_providers/__init__.py	259	def _schedule_background_refresh(	CODE
LOW	backend_api_python/app/data_providers/macro_series.py	129	def get_macro_series_provider() -> MacroSeriesProvider:	CODE
LOW⚡	backend_api_python/app/data_providers/opportunities.py	236	def analyze_opportunities_crypto(opportunities: list):	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	85	def _fetch_single_local_stock_quote(market: str, item: Dict[str, Any], *, fast: bool = False) -> Optional[Dict[str, Any]	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	138	def fetch_stock_opportunity_prices() -> List[Dict[str, Any]]:	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	143	def fetch_local_stock_opportunity_prices(market: str, limit: int = 15, *, fast: bool = False) -> List[Dict[str, Any]]:	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	283	def analyze_opportunities_stocks(opportunities: list):	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	323	def analyze_opportunities_local_stocks(opportunities: list, market: str):	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	384	def analyze_opportunities_forex(opportunities: list):	CODE
LOW⚡	backend_api_python/app/data_providers/crypto.py	68	def fetch_crypto_prices_yfinance() -> List[Dict[str, Any]]:	CODE
LOW	backend_api_python/app/data_providers/crypto.py	175	def fetch_crypto_heatmap_coingecko() -> List[Dict[str, Any]]:	CODE
LOW	backend_api_python/app/data_providers/crypto.py	209	def fetch_crypto_heatmap_coincap() -> List[Dict[str, Any]]:	CODE
LOW	…kend_api_python/app/data_providers/adanos_sentiment.py	135	def fetch_adanos_market_sentiment(	CODE
1036 more matches not shown…

Decorative Section Separators272 hits · 919 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose.yml	30	# ========================	COMMENT
MEDIUM	docker-compose.yml	32	# ========================	COMMENT
MEDIUM	docker-compose.yml	65	# ========================	COMMENT
MEDIUM	docker-compose.yml	67	# ========================	COMMENT
MEDIUM	docker-compose.yml	83	# ========================	COMMENT
MEDIUM	docker-compose.yml	85	# ========================	COMMENT
MEDIUM	docker-compose.yml	158	# ========================	COMMENT
MEDIUM	docker-compose.yml	160	# ========================	COMMENT
MEDIUM	docker-compose.yml	194	# ========================	COMMENT
MEDIUM	docker-compose.yml	196	# ========================	COMMENT
MEDIUM	docs/NOTIFICATION_SMS_CONFIG_CH.md	93	# =========================	COMMENT
MEDIUM	docs/NOTIFICATION_SMS_CONFIG_CH.md	95	# =========================	COMMENT
MEDIUM	docs/NOTIFICATION_EMAIL_CONFIG_CH.md	74	# =========================	COMMENT
MEDIUM	docs/NOTIFICATION_EMAIL_CONFIG_CH.md	76	# =========================	COMMENT
MEDIUM⚡	docs/NOTIFICATION_EMAIL_CONFIG_EN.md	72	# =========================	COMMENT
MEDIUM⚡	docs/NOTIFICATION_EMAIL_CONFIG_EN.md	74	# =========================	COMMENT
MEDIUM⚡	docs/NOTIFICATION_SMS_CONFIG_EN.md	92	# =========================	COMMENT
MEDIUM⚡	docs/NOTIFICATION_SMS_CONFIG_EN.md	94	# =========================	COMMENT
MEDIUM⚡	docs/examples/template_four_way_edge.py	1	# ============================================================	COMMENT
MEDIUM⚡	docs/examples/template_four_way_edge.py	3	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	docs/examples/template_four_way_edge.py	6	# ============================================================	COMMENT
MEDIUM⚡	docs/examples/multi_indicator_composite.py	1	# ============================================================	COMMENT
MEDIUM⚡	docs/examples/multi_indicator_composite.py	4	# ============================================================	COMMENT
MEDIUM⚡	docs/examples/multi_indicator_composite.py	11	# ============================================================	COMMENT
MEDIUM	docs/examples/cross_sectional_momentum_rsi.py	1	# ============================================================	COMMENT
MEDIUM	docs/examples/cross_sectional_momentum_rsi.py	5	# ============================================================	COMMENT
MEDIUM	docs/examples/cross_sectional_momentum_rsi.py	20	# ============================================================	COMMENT
MEDIUM	docs/examples/dual_ma_with_params.py	1	# ============================================================	COMMENT
MEDIUM	docs/examples/dual_ma_with_params.py	4	# ============================================================	COMMENT
MEDIUM	docs/examples/dual_ma_with_params.py	15	# ============================================================	COMMENT
MEDIUM	mcp_server/src/quantdinger_mcp/server.py	294	# ───────────────────────────── Read-class tools ─────────────────────────────	COMMENT
MEDIUM	mcp_server/src/quantdinger_mcp/server.py	685	# ───────────────────────────── Indicator workspace ─────────────────────────────	COMMENT
MEDIUM	mcp_server/src/quantdinger_mcp/server.py	805	# ───────────────────────────── Strategy workspace ─────────────────────────────	COMMENT
MEDIUM	mcp_server/src/quantdinger_mcp/server.py	925	# ───────────────────────────── Backtest / experiments ─────────────────────────────	COMMENT
MEDIUM	mcp_server/src/quantdinger_mcp/server.py	1151	# ───────────────────────────── Portfolio (read-only) ─────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/safe_exec.py	24	# ── Whitelisted builtins (strict) ──────────────────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/safe_exec.py	186	# ── Timeout (cross-platform) ──────────────────────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/safe_exec.py	246	# ── Core execution ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/safe_exec.py	337	# ── Subprocess isolation (medium-term) ─────────────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/safe_exec.py	451	# ── Static validation ──────────────────────────────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/agent_jobs.py	211	# ──────────────────────────── progress / streaming ────────────────────────────	COMMENT
MEDIUM	backend_api_python/app/utils/agent_auth.py	163	# ─────────────────────────── token primitives ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	206	# ─────────────────────────── rate limit (in-process) ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	225	# ─────────────────────────── verification ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	267	# ─────────────────────────── audit ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	333	# ─────────────────────────── decorator ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	421	# ─────────────────────────── idempotency ───────────────────────────	STRING
MEDIUM	backend_api_python/app/utils/agent_auth.py	458	# ─────────────────────────── helpers for routes ───────────────────────────	STRING
MEDIUM	backend_api_python/app/data_providers/__init__.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/__init__.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/__init__.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/__init__.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/__init__.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/__init__.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend_api_python/app/data_providers/opportunities.py	232	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend_api_python/app/data_providers/opportunities.py	234	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/opportunities.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend_api_python/app/data_providers/opportunities.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	491	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	493	# ---------------------------------------------------------------------------	COMMENT
212 more matches not shown…

Unused Imports455 hits · 425 pts

Severity	File	Line	Context
LOW	scripts/check_mojibake.py	9	CODE
LOW	scripts/bump_version.py	12	CODE
LOW	scripts/check_version.py	12	CODE
LOW	mcp_server/tests/test_transport_resolution.py	11	CODE
LOW	mcp_server/tests/test_security_and_tools.py	2	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	26	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	2	CODE
LOW	backend_api_python/app/startup.py	2	CODE
LOW	backend_api_python/app/_version.py	8	CODE
LOW	backend_api_python/app/__init__.py	2	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/__init__.py	13	CODE
LOW	backend_api_python/app/config/__init__.py	2	CODE
LOW	backend_api_python/app/config/__init__.py	3	CODE
LOW	backend_api_python/app/config/__init__.py	4	CODE
LOW	backend_api_python/app/config/__init__.py	4	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/config/__init__.py	5	CODE
LOW	backend_api_python/app/utils/json_helpers.py	3	CODE
LOW	backend_api_python/app/utils/db.py	23	CODE
LOW	backend_api_python/app/utils/db.py	23	CODE
LOW	backend_api_python/app/utils/local_brokers.py	3	CODE
LOW	backend_api_python/app/utils/request_guard.py	3	CODE
LOW	backend_api_python/app/utils/notification_display.py	6	CODE
LOW	backend_api_python/app/utils/timeutil.py	21	CODE
LOW	backend_api_python/app/utils/market_visibility.py	27	CODE
LOW	backend_api_python/app/utils/technical_indicators.py	8	CODE
LOW	backend_api_python/app/utils/technical_indicators.py	12	CODE
LOW	backend_api_python/app/utils/__init__.py	4	CODE
LOW	backend_api_python/app/utils/__init__.py	5	CODE
LOW	backend_api_python/app/utils/__init__.py	6	CODE
LOW	backend_api_python/app/utils/trade_close_reason.py	6	CODE
LOW	backend_api_python/app/utils/trade_net_pnl.py	10	CODE
LOW	backend_api_python/app/utils/agent_jobs.py	20	CODE
LOW	backend_api_python/app/utils/resource_guard.py	8	CODE
LOW	backend_api_python/app/utils/broker_session.py	19	CODE
LOW	backend_api_python/app/utils/credential_crypto.py	7	CODE
LOW	backend_api_python/app/utils/language.py	8	CODE
LOW	backend_api_python/app/utils/strategy_runtime_logs.py	3	CODE
LOW	backend_api_python/app/utils/agent_auth.py	11	CODE
LOW	backend_api_python/app/utils/agent_auth.py	15	CODE
LOW	backend_api_python/app/utils/risk_guard.py	3	CODE
LOW	backend_api_python/app/utils/pnl.py	2	CODE
LOW	backend_api_python/app/openapi/register.py	8	CODE
LOW	backend_api_python/app/openapi/blueprint.py	6	CODE
LOW	backend_api_python/app/openapi/__init__.py	8	CODE
LOW	backend_api_python/app/openapi/helpers.py	4	CODE
LOW	backend_api_python/app/openapi/helpers.py	6	CODE
LOW	backend_api_python/app/openapi/schemas/__init__.py	1	CODE
LOW	backend_api_python/app/openapi/schemas/__init__.py	1	CODE
395 more matches not shown…

Deep Nesting318 hits · 226 pts

Severity	File	Line	Context
LOW	scripts/check_mojibake.py	74	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	38	CODE
LOW	mcp_server/src/quantdinger_mcp/security.py	84	CODE
LOW	backend_api_python/app/startup.py	119	CODE
LOW	backend_api_python/app/utils/db.py	145	CODE
LOW	backend_api_python/app/utils/config_loader.py	229	CODE
LOW	backend_api_python/app/utils/request_guard.py	55	CODE
LOW	backend_api_python/app/utils/timeutil.py	50	CODE
LOW	backend_api_python/app/utils/safe_exec.py	516	CODE
LOW	backend_api_python/app/utils/db_postgres.py	456	CODE
LOW	backend_api_python/app/utils/agent_auth.py	48	CODE
LOW	backend_api_python/app/openapi/register.py	123	CODE
LOW	backend_api_python/app/openapi/register.py	158	CODE
LOW	backend_api_python/app/data_providers/heatmap.py	143	CODE
LOW	backend_api_python/app/data_providers/heatmap.py	163	CODE
LOW	backend_api_python/app/data_providers/forex.py	29	CODE
LOW	backend_api_python/app/data_providers/forex.py	69	CODE
LOW	backend_api_python/app/data_providers/forex.py	109	CODE
LOW	backend_api_python/app/data_providers/forex.py	158	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	45	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	114	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	184	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	253	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	289	CODE
LOW	backend_api_python/app/data_providers/sentiment.py	325	CODE
LOW	backend_api_python/app/data_providers/__init__.py	306	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	85	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	143	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	236	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	283	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	323	CODE
LOW	backend_api_python/app/data_providers/opportunities.py	384	CODE
LOW	backend_api_python/app/data_providers/crypto.py	28	CODE
LOW	backend_api_python/app/data_providers/crypto.py	68	CODE
LOW	backend_api_python/app/data_providers/commodities.py	29	CODE
LOW	backend_api_python/app/data_providers/commodities.py	67	CODE
LOW	backend_api_python/app/data_providers/commodities.py	114	CODE
LOW	backend_api_python/app/data_providers/commodities.py	161	CODE
LOW	backend_api_python/app/data_providers/indices.py	30	CODE
LOW	backend_api_python/app/data_providers/news.py	15	CODE
LOW	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	75	CODE
LOW	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	171	CODE
LOW	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	513	CODE
LOW	…kend_api_python/app/data_sources/cn_hk_fundamentals.py	600	CODE
LOW	backend_api_python/app/data_sources/forex.py	135	CODE
LOW	backend_api_python/app/data_sources/forex.py	191	CODE
LOW	backend_api_python/app/data_sources/forex.py	394	CODE
LOW	backend_api_python/app/data_sources/us_stock.py	214	CODE
LOW	backend_api_python/app/data_sources/us_stock.py	387	CODE
LOW	backend_api_python/app/data_sources/us_stock.py	479	CODE
LOW	backend_api_python/app/data_sources/factory.py	186	CODE
LOW	backend_api_python/app/data_sources/futures.py	110	CODE
LOW	backend_api_python/app/data_sources/crypto.py	39	CODE
LOW	backend_api_python/app/data_sources/crypto.py	297	CODE
LOW	backend_api_python/app/data_sources/crypto.py	329	CODE
LOW	backend_api_python/app/data_sources/crypto.py	542	CODE
LOW	backend_api_python/app/data_sources/moex.py	158	CODE
LOW	backend_api_python/app/data_sources/asia_stock_kline.py	207	CODE
LOW	backend_api_python/app/data_sources/asia_stock_kline.py	560	CODE
LOW	backend_api_python/app/data_sources/asia_stock_kline.py	620	CODE
258 more matches not shown…

AI Slop Vocabulary34 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend_api_python/app/routes/quick_trade.py	335	# ---- market_type: leverage 1 => spot API, else perpetual (swap) ----	COMMENT
MEDIUM	backend_api_python/app/routes/quick_trade.py	446	# ---- set leverage (futures only) ----	COMMENT
MEDIUM	backend_api_python/app/routes/quick_trade.py	482	# 50 USDT notional at leverage=1 needs ~50 USDT collateral. Many users	COMMENT
MEDIUM⚡	backend_api_python/app/routes/global_market.py	146	"""Get comprehensive market sentiment indicators."""	STRING
MEDIUM⚡	backend_api_python/app/services/pending_order_worker.py	1567	# - For OKX swap, leverage must be set via private endpoint; otherwise exchange defaults apply.	COMMENT
MEDIUM⚡	backend_api_python/app/services/pending_order_worker.py	1568	# - For other exchanges, leverage setting is not implemented yet in this local client.	COMMENT
MEDIUM⚡	backend_api_python/app/services/pending_order_worker.py	1616	# Binance Futures leverage is per-symbol on the exchange side.	COMMENT
MEDIUM⚡	backend_api_python/app/services/pending_order_worker.py	1618	# margin ~= notional (i.e., "margin = invested * leverage" when we sized using leverage).	COMMENT
MEDIUM⚡	backend_api_python/app/services/pending_order_worker.py	1624	# Safer default: do NOT place orders with an unintended leverage.	COMMENT
MEDIUM	backend_api_python/app/services/strategy.py	1371	# clients can't re-introduce a divide-by-leverage branch.	COMMENT
MEDIUM	backend_api_python/app/services/llm.py	813	"""Safe LLM call with robust JSON parsing and fallback structure."""	STRING
MEDIUM	backend_api_python/app/services/trading_executor.py	3485	# TP / trailing are the underlying's % price move; leverage does not	COMMENT
LOW	backend_api_python/app/services/symbol_name.py	226	# 1) Seed (already in our DB — nothing to learn, just return).	COMMENT
MEDIUM⚡	backend_api_python/app/services/portfolio_monitor.py	357	"""Build a comprehensive text report (backward compatible)."""	STRING
MEDIUM	backend_api_python/app/services/backtest.py	3207	# Step percentages are the underlying's % price move directly (no leverage scaling).	COMMENT
MEDIUM	backend_api_python/app/services/live_trading/okx.py	78	# Best-effort cache for leverage settings to avoid spamming set-leverage on every tick.	COMMENT
MEDIUM⚡	backend_api_python/app/services/live_trading/bybit.py	857	# Bybit leverage caps vary per symbol; keep best-effort.	COMMENT
MEDIUM⚡	backend_api_python/app/services/live_trading/bitget.py	952	# For robust parsing: contractSize helps converting contracts->base if needed.	COMMENT
MEDIUM	backend_api_python/app/services/live_trading/bitget.py	63	# Best-effort cache for leverage settings to avoid spamming set-leverage on every tick.	COMMENT
MEDIUM⚡	backend_api_python/app/services/live_trading/gate.py	490	# Gate expects ``leverage`` / ``cross_leverage_limit`` as query parameters, not JSON body	COMMENT
MEDIUM⚡	backend_api_python/app/services/live_trading/gate.py	491	# (see gateapi-python: update_position_leverage). Cross / portfolio mode: leverage=0 + cross_leverage_limit.	COMMENT
MEDIUM	…d_api_python/app/services/usdt_payment/watchers/evm.py	118	# mainnet, and Etherscan's indexed tokentx endpoint is more robust	COMMENT
MEDIUM	backend_api_python/app/services/grid/engine.py	739	"""One grid line's base quantity (amountPerGrid × leverage / price), exchange-normalized."""	STRING
MEDIUM	backend_api_python/tests/test_experiment_services.py	121	# Distinct (atr_period, multiplier, leverage) combos must appear — verifies	COMMENT
MEDIUM	backend_api_python/tests/test_grid_engine.py	84	"""100 USDT * 20% margin * 20x leverage ≈ 400 USDT notional at 72710."""	STRING
MEDIUM	backend_api_python/tests/test_indicator_code_quality.py	50	# @strategy leverage 2	COMMENT
MEDIUM⚡	backend_api_python/tests/test_indicator_code_quality.py	63	cfg = StrategyConfigParser.parse("# @strategy leverage 5\n# @strategy stopLossPct 0.02\n")	STRING
MEDIUM⚡	backend_api_python/tests/test_indicator_code_quality.py	72	# @strategy leverage 2	COMMENT
MEDIUM⚡	backend_api_python/tests/test_risk_pct_basis.py	35	# 92 / 100 = -8% > -9% — must NOT trigger even at 10x leverage.	COMMENT
MEDIUM	backend_api_python/tests/test_risk_pct_basis.py	88	# 16% price move required regardless of leverage.	COMMENT
MEDIUM	backend_api_python/scripts/simulate_trading_executor.py	314	# Your requested config (note: risk percentages are margin-based, executor divides by leverage).	COMMENT
MEDIUM⚡	backend_api_python/scripts/simulate_trading_executor.py	331	# - move up enough to activate trailing (activation is divided by leverage in executor)	COMMENT
MEDIUM⚡	backend_api_python/scripts/simulate_trading_executor.py	334	up = last_close * 1.02 # +2% (enough to activate when leverage=5)	CODE
MEDIUM⚡	backend_api_python/scripts/simulate_trading_executor.py	336	pullback = high * (1 - 0.004) # -0.4% from high (enough to hit trailing when leverage=5)	CODE

Structural Annotation Overuse28 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	docs/OAUTH_CONFIG_EN.md	17	### Step 1: Create a Google Cloud Project	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	23	### Step 2: Configure OAuth Consent Screen	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	35	### Step 3: Create OAuth 2.0 Client ID	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	49	### Step 4: Configure .env File	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	62	### Step 1: Create GitHub OAuth App	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	75	### Step 2: Get Credentials	COMMENT
LOW	docs/OAUTH_CONFIG_EN.md	81	### Step 3: Configure .env File	COMMENT
LOW⚡	docs/OAUTH_CONFIG_EN.md	96	### Step 1: Create Turnstile Widget	COMMENT
LOW⚡	docs/OAUTH_CONFIG_EN.md	106	### Step 2: Get Keys	COMMENT
LOW⚡	docs/OAUTH_CONFIG_EN.md	112	### Step 3: Configure .env File	COMMENT
LOW	docs/NOTIFICATION_EMAIL_CONFIG_EN.md	48	### Step 1: Obtain SMTP Service Information	COMMENT
LOW⚡	docs/NOTIFICATION_EMAIL_CONFIG_EN.md	67	### Step 2: Configure Environment Variables	COMMENT
LOW	docs/NOTIFICATION_EMAIL_CONFIG_EN.md	103	### Step 3: Enable Email Notifications in Strategy	COMMENT
LOW	docs/NOTIFICATION_SMS_CONFIG_EN.md	45	### Step 1: Create a Twilio Account	COMMENT
LOW	docs/NOTIFICATION_SMS_CONFIG_EN.md	57	### Step 2: Obtain API Credentials	COMMENT
LOW	docs/NOTIFICATION_SMS_CONFIG_EN.md	71	### Step 3: Get a Phone Number	COMMENT
LOW⚡	docs/NOTIFICATION_SMS_CONFIG_EN.md	87	### Step 4: Configure Environment Variables	COMMENT
LOW	docs/NOTIFICATION_SMS_CONFIG_EN.md	113	### Step 5: Enable SMS Notifications in Strategy	COMMENT
LOW	docs/NOTIFICATION_TELEGRAM_CONFIG_EN.md	27	## Step 1: Create a Telegram Bot	COMMENT
LOW	docs/NOTIFICATION_TELEGRAM_CONFIG_EN.md	38	## Step 2: Obtain Bot Token	COMMENT
LOW	docs/NOTIFICATION_TELEGRAM_CONFIG_EN.md	50	## Step 3: Get Your User ID	COMMENT
LOW	docs/NOTIFICATION_TELEGRAM_CONFIG_EN.md	77	## Step 4: Configure Environment Variables	COMMENT
LOW	docs/NOTIFICATION_TELEGRAM_CONFIG_EN.md	90	## Step 5: Enable Telegram Notifications in Strategy	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	141	# Step 1: Verify Turnstile (if enabled)	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	146	# Step 2: Check rate limiting	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	153	# Step 3: Authenticate	COMMENT
LOW	backend_api_python/app/routes/auth.py	234	# Step 4: Record successful login	COMMENT
LOW	…pi_python/app/services/usdt_payment/watchers/solana.py	181	# Step 1: resolve the watched account.	COMMENT

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	backend_api_python/app/routes/indicator.py	insert into qd_indicator_codes (user_id, is_buy, end_time, name, code, description, publish_to_community, pricing_type,	STRING
HIGH	backend_api_python/app/services/builtin_indicators.py	insert into qd_indicator_codes (user_id, is_buy, end_time, name, code, description, publish_to_community, pricing_type,	STRING
HIGH	backend_api_python/app/services/indicator_workspace.py	insert into qd_indicator_codes (user_id, is_buy, end_time, name, code, description, publish_to_community, pricing_type,	STRING
HIGH	backend_api_python/app/services/trading_executor.py	insert into qd_strategy_notifications (user_id, strategy_id, symbol, signal_type, channels, title, message, payload_json	STRING
HIGH	backend_api_python/app/services/signal_notifier.py	insert into qd_strategy_notifications (user_id, strategy_id, symbol, signal_type, channels, title, message, payload_json	STRING
HIGH	backend_api_python/app/services/portfolio_monitor.py	insert into qd_strategy_notifications (user_id, strategy_id, symbol, signal_type, channels, title, message, payload_json	STRING
HIGH	backend_api_python/app/services/live_trading/bybit.py	convert decimal to string with controlled precision. bitget requires quantities to match sizestep/sizeplace precision. a	STRING
HIGH	…nd_api_python/app/services/live_trading/bitget_spot.py	convert decimal to string with controlled precision. bitget requires quantities to match sizestep/sizeplace precision. a	STRING
HIGH	backend_api_python/app/services/live_trading/bitget.py	convert decimal to string with controlled precision. bitget requires quantities to match sizestep/sizeplace precision. a	STRING

Modern Structural Boilerplate43 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	backend_api_python/run.py	61	def _set_if_blank(key: str, value: str) -> None:	CODE
LOW	backend_api_python/app/config/__init__.py	15	__all__ = [	CODE
LOW	backend_api_python/app/utils/db.py	204	__all__ = [	CODE
LOW	backend_api_python/app/utils/config_loader.py	63	def set_nested(cfg: Dict[str, Any], dotted_key: str, value: Any) -> None:	CODE
LOW	backend_api_python/app/utils/timeutil.py	112	__all__ = ["to_utc_iso"]	CODE
LOW	backend_api_python/app/utils/__init__.py	8	__all__ = ['get_logger', 'CacheManager', 'get_retry_session']	CODE
LOW	backend_api_python/app/utils/agent_jobs.py	292	def _set_status(job_id: str, status: str, *, started_at: Optional[datetime] = None) -> None:	CODE
LOW	backend_api_python/app/utils/agent_jobs.py	309	def _set_result(job_id: str, result: Any) -> None:	CODE
LOW	backend_api_python/app/utils/agent_jobs.py	324	def _set_failure(job_id: str, error: str) -> None:	CODE
LOW	backend_api_python/app/utils/broker_session.py	116	__all__ = ['BrokerSessionRegistry']	CODE
LOW	backend_api_python/app/openapi/schemas/__init__.py	11	__all__ = [	CODE
LOW	backend_api_python/app/data_providers/news.py	75	__all__ = ["fetch_financial_news", "get_economic_calendar", "get_economic_calendar_payload"]	CODE
LOW	backend_api_python/app/data_sources/cache_manager.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/data_sources/rate_limiter.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/data_sources/__init__.py	13	__all__ = [	CODE
LOW	backend_api_python/app/data_sources/__init__.py	35	__all__ = [	CODE
LOW	backend_api_python/app/data_sources/circuit_breaker.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/__init__.py	15	__all__ = [	CODE
LOW⚡	backend_api_python/app/services/trading_executor.py	1779	def _set_db_stopped_best_effort(reason: str) -> None:	CODE
LOW	backend_api_python/app/services/backtest.py	2825	def _set_sizing(prefix: str, idx: int, price: float, quote: float, base_qty: float) -> None:	CODE
LOW	backend_api_python/app/services/usdt_payment_service.py	17	__all__ = [	CODE
LOW	…end_api_python/app/services/alpaca_trading/__init__.py	19	__all__ = ['AlpacaClient', 'AlpacaConfig', 'normalize_symbol', 'parse_symbol']	CODE
LOW	…d_api_python/app/services/live_trading/binance_spot.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend_api_python/app/services/live_trading/okx.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/bybit.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…nd_api_python/app/services/live_trading/bitget_spot.py	26	logger = logging.getLogger(__name__)	CODE
LOW⚡	…nd_api_python/app/services/live_trading/spot_sizing.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/factory.py	15	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/bitget.py	22	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/gate.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/htx.py	25	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/base.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend_api_python/app/services/live_trading/binance.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	…hon/app/services/pending_orders/position_sync_cache.py	109	def set_exchange_sync_backoff(cache_key: str, seconds: Optional[float] = None) -> None:	CODE
LOW	…ckend_api_python/app/services/usdt_payment/__init__.py	24	__all__ = [	CODE
LOW	…_python/app/services/usdt_payment/watchers/__init__.py	27	__all__ = ["IncomingTransfer", "WatcherResult", "get_watcher"]	CODE
LOW	…d_api_python/app/services/strategy_runtime/__init__.py	8	__all__ = [	CODE
LOW	…ckend_api_python/app/services/ibkr_trading/__init__.py	14	__all__ = ['IBKRClient', 'IBKRConfig', 'normalize_symbol', 'parse_symbol']	CODE
LOW	backend_api_python/app/services/experiment/evolution.py	138	def _set_nested(target: Dict[str, Any], parts: List[str], value: Any) -> None:	CODE
LOW	backend_api_python/app/services/experiment/__init__.py	11	__all__ = [	CODE
LOW	backend_api_python/app/services/bot_scripts/__init__.py	9	__all__ = [	CODE
LOW	backend_api_python/app/services/grid/__init__.py	7	__all__ = ["GridBotConfig", "GridEngine", "GridRestingRunner"]	CODE
LOW	backend_api_python/app/services/grid/engine.py	117	def set_runtime_params(self, params: Dict[str, Any]) -> None:	CODE

Redundant / Tautological Comments32 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate-secret-key.sh	9	# Check if .env exists.	COMMENT
LOW	backend_api_python/docker-entrypoint.sh	11	# Check if .env file exists	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	159	# Check if user has no password set (code-login user)	COMMENT
LOW	backend_api_python/app/routes/auth.py	378	# Check if user exists	COMMENT
LOW	backend_api_python/app/routes/auth.py	383	# Check if registration is enabled	COMMENT
LOW	backend_api_python/app/routes/auth.py	674	# Check if registration is enabled	COMMENT
LOW	backend_api_python/app/routes/auth.py	723	# Check if username already exists	COMMENT
LOW	backend_api_python/app/routes/auth.py	728	# Check if email already exists	COMMENT
LOW	backend_api_python/app/routes/indicator.py	905	# Check if any LLM provider is configured	COMMENT
LOW	backend_api_python/app/routes/portfolio.py	86	# Check if force refresh (skip cache)	COMMENT
LOW	backend_api_python/app/routes/portfolio.py	316	# Check if force refresh	COMMENT
LOW	backend_api_python/app/routes/portfolio.py	728	# Check if alert already exists for this position (unique constraint)	COMMENT
LOW	backend_api_python/app/services/pending_order_worker.py	1475	# Check if this is an IBKR client (US stocks)	COMMENT
LOW⚡	backend_api_python/app/services/oauth_service.py	681	# Check if user has password (can't unlink last auth method)	COMMENT
LOW⚡	backend_api_python/app/services/oauth_service.py	689	# Check if this is the only OAuth link	COMMENT
LOW	backend_api_python/app/services/oauth_service.py	466	# Check if OAuth link exists	COMMENT
LOW	backend_api_python/app/services/oauth_service.py	516	# Check if user exists with same email	COMMENT
LOW	backend_api_python/app/services/llm.py	610	# Check if we have API key for the detected provider	COMMENT
LOW	backend_api_python/app/services/security_service.py	220	# Check if still in block period	COMMENT
LOW⚡	backend_api_python/app/services/email_service.py	53	# Check if email is properly configured	COMMENT
LOW	backend_api_python/app/services/email_service.py	135	# Check if locked due to too many failed attempts	COMMENT
LOW	backend_api_python/app/services/email_service.py	171	# Check if code matches	COMMENT
LOW	backend_api_python/app/services/portfolio_monitor.py	1328	# Check if we can trigger (not triggered yet, or repeat interval passed)	STRING
LOW	backend_api_python/app/services/user_service.py	537	# Check if user has no password (code-login user)	COMMENT
LOW	backend_api_python/app/services/user_service.py	659	# Check if username already exists	COMMENT
LOW	backend_api_python/app/services/backtest.py	4256	# Check if liquidation hit (safety net)	COMMENT
LOW⚡	backend_api_python/app/services/backtest.py	1040	# Check if indices match	STRING
LOW⚡	backend_api_python/app/services/backtest.py	1044	# Check if trade_direction is 'both' mode	STRING
LOW⚡	backend_api_python/app/services/backtest.py	1308	# Check if new signal becomes effective	STRING
LOW	backend_api_python/app/services/backtest.py	1132	# Check if this signal candle has signals	STRING
LOW	backend_api_python/app/services/backtest.py	1173	# Check if signals might be in wrong format	STRING
LOW	backend_api_python/app/services/backtest.py	1341	# Check if signal can execute (based on current position)	STRING

Magic Placeholder Names6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	531	ATLASCLOUD_API_KEY=your_api_key	CODE
HIGH	docs/README_CN.md	494	ATLASCLOUD_API_KEY=your_api_key	CODE
HIGH	backend_api_python/README.md	70	OPENROUTER_API_KEY=your_api_key	CODE
HIGH	backend_api_python/README.md	79	ATLASCLOUD_API_KEY=your_api_key	CODE
HIGH	backend_api_python/README.md	157	OPENROUTER_API_KEY=your_api_key	CODE
HIGH	backend_api_python/README.md	164	ATLASCLOUD_API_KEY=your_api_key	CODE

Over-Commented Block29 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.ghcr.yml	1	# QuantDinger Docker Compose - GHCR prebuilt images (zero-repo deploy)	COMMENT
LOW	docker-compose.ghcr.yml	21	# Database schema is bootstrapped automatically: the backend re-applies	COMMENT
LOW	install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	docker-compose.build.yml	1	# Override file for local frontend builds.	COMMENT
LOW	docker-compose.yml	1	# QuantDinger Docker Compose - One-Click Deployment	COMMENT
LOW	docker-compose.yml	161	# Default behaviour: pull the prebuilt multi-arch image from GHCR.	COMMENT
LOW	docs/STRATEGY_DEV_GUIDE.md	101	At the top of the script, define name, description, tunable params, and strategy defaults.	COMMENT
LOW	docs/STRATEGY_DEV_GUIDE.md	1221	# exit_owner: indicator	COMMENT
LOW	docs/STRATEGY_DEV_GUIDE_CN.md	101	脚本开头先定义名称、描述、可调参数、默认策略配置。	COMMENT
LOW	docs/STRATEGY_DEV_GUIDE_CN.md	1221	更好的写法（二选一，并在注释里写清楚）：	COMMENT
LOW	docs/examples/template_four_way_edge.py	1	# ============================================================	COMMENT
LOW	docs/examples/multi_indicator_composite.py	1	# ============================================================	COMMENT
LOW	docs/examples/multi_indicator_composite.py	21	# === 参数声明 ===	COMMENT
LOW	docs/examples/cross_sectional_momentum_rsi.py	1	# ============================================================	COMMENT
LOW	docs/examples/cross_sectional_momentum_rsi.py	61		COMMENT
LOW	docs/examples/dual_ma_with_params.py	1	# ============================================================	COMMENT
LOW	docs/examples/dual_ma_with_params.py	21	# signal_form: four_way	COMMENT
LOW	.github/workflows/docker-publish.yml	1	name: Publish backend image to GHCR	COMMENT
LOW	backend_api_python/requirements.txt	41	# tavily-python>=0.3.0	COMMENT
LOW	backend_api_python/app/services/builtin_indicators.py	41	# signal_form: four_way exit_owner: engine flip_mode: R2	COMMENT
LOW	backend_api_python/app/services/builtin_indicators.py	61	"Classic SuperTrend: ATR-channel direction flip. Open on trend flip, "	COMMENT
LOW	…_api_python/app/services/indicator_default_template.py	21	safe_desc = (description or "").replace("\\", "\\\\").replace('"', '\\"')	COMMENT
LOW	backend_api_python/app/services/oauth_service.py	161	# FRONTEND_URL accepts a comma-separated list of origins (the same	COMMENT
LOW	backend_api_python/app/services/strategy.py	1001	# When credential_id is present, strip raw API keys to avoid	COMMENT
LOW	backend_api_python/app/services/trading_executor.py	2281	# ============================================	COMMENT
LOW	backend_api_python/app/services/trading_executor.py	5341		COMMENT
LOW	…d_api_python/app/services/usdt_payment/watchers/evm.py	81	"https://bsc-dataseed4.binance.org",	COMMENT
LOW	…d_api_python/app/services/usdt_payment/watchers/evm.py	101	# eth_getLogs; we cap at 4800 to stay safely under that. At 0.75s/block	COMMENT
LOW	…pi_python/app/services/usdt_payment/watchers/solana.py	181	# Step 1: resolve the watched account.	COMMENT

Cross-Language Confusion6 hits · 21 pts

Severity	File	Line	Snippet	Context
HIGH	backend_api_python/app/services/backtest.py	2693	if not buy_series.index.equals(df.index):	CODE
HIGH	backend_api_python/app/services/backtest.py	2696	if not sell_series.index.equals(df.index):	CODE
HIGH⚡	backend_api_python/app/services/backtest.py	1041	if not sig_index.equals(df_index):	STRING
HIGH	backend_api_python/app/services/backtest.py	1056	if not buy_series.index.equals(df_signal.index):	STRING
HIGH	backend_api_python/app/services/backtest.py	1059	if not sell_series.index.equals(df_signal.index):	STRING
HIGH	backend_api_python/app/services/backtest.py	1120	if not norm_signals[sig_type].index.equals(df_signal.index):	STRING

Synthetic Comment Markers2 hits · 16 pts

Severity	File	Line	Snippet	Context
HIGH⚡	backend_api_python/app/services/ai_calibration.py	148	# Approx correctness rules (as requested)	COMMENT
HIGH	backend_api_python/app/services/ai_report_pdf.py	103	"This report is generated by AI for research only and is not investment advice."	CODE

AI Structural Patterns21 hits · 15 pts

Severity	File	Line	Context
LOW	mcp_server/src/quantdinger_mcp/server.py	493	CODE
LOW	mcp_server/src/quantdinger_mcp/server.py	931	CODE
LOW	backend_api_python/app/routes/global_market.py	174	CODE
LOW	backend_api_python/app/services/trading_executor.py	4319	CODE
LOW	backend_api_python/app/services/trading_executor.py	5084	CODE
LOW	backend_api_python/app/services/community_service.py	72	CODE
LOW	backend_api_python/app/services/backtest.py	368	CODE
LOW	backend_api_python/app/services/backtest.py	479	CODE
LOW	backend_api_python/app/services/backtest.py	609	CODE
LOW	backend_api_python/app/services/backtest.py	2025	CODE
LOW	backend_api_python/app/services/backtest.py	2172	CODE
LOW	backend_api_python/app/services/backtest.py	4570	CODE
LOW	…d_api_python/app/services/live_trading/binance_spot.py	652	CODE
LOW	backend_api_python/app/services/live_trading/htx_v5.py	370	CODE
LOW	backend_api_python/app/services/live_trading/records.py	361	CODE
LOW	backend_api_python/app/services/live_trading/binance.py	442	CODE
LOW	…api_python/app/services/pending_orders/fill_records.py	20	CODE
LOW	…_python/app/services/strategy_runtime/order_intents.py	79	CODE
LOW	…end_api_python/app/services/strategy_runtime/basket.py	109	CODE
LOW	…d_api_python/app/services/strategy_runtime/identity.py	76	CODE
LOW	backend_api_python/app/services/experiment/runner.py	295	CODE

Modern AI Meta-Vocabulary4 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose.ghcr.yml	18	# - .env (optional) - docker compose orchestration knobs (IMAGE_TAG, ports, mirrors);	COMMENT
MEDIUM	docs/ARCHITECTURE.md	52	ai/ # skills, prompts, provider orchestration	CODE
MEDIUM	docs/SCRIPT_CODE_DEVELOPMENT_GUIDE_EN.md	311	# 8. Main orchestration only	COMMENT
MEDIUM	backend_api_python/README.md	35	## Architecture and quality guardrails	COMMENT

Verbosity Indicators5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend_api_python/app/routes/auth.py	141	# Step 1: Verify Turnstile (if enabled)	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	146	# Step 2: Check rate limiting	COMMENT
LOW⚡	backend_api_python/app/routes/auth.py	153	# Step 3: Authenticate	COMMENT
LOW	backend_api_python/app/routes/auth.py	234	# Step 4: Record successful login	COMMENT
LOW	…pi_python/app/services/usdt_payment/watchers/solana.py	181	# Step 1: resolve the watched account.	COMMENT

Fake / Example Data8 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	backend_api_python/app/routes/settings.py	293	'default': 'admin@example.com',	CODE
LOW	backend_api_python/app/routes/settings.py	1783	if requested_admin_email and requested_admin_email != 'admin@example.com':	CODE
LOW	backend_api_python/app/services/security_service.py	25	'placeholder',	CODE
LOW	backend_api_python/app/services/user_service.py	277	if email == 'admin@example.com':	CODE
LOW	backend_api_python/app/services/user_service.py	278	return {'synced': False, 'reason': 'placeholder'}	CODE
LOW	backend_api_python/app/services/user_service.py	308	if current_email and current_email != 'admin@example.com' and not overwrite_existing:	CODE
LOW	backend_api_python/app/services/user_service.py	1018	admin_email = os.getenv('ADMIN_EMAIL', 'admin@example.com')	CODE
LOW	backend_api_python/tests/test_db_log_noise_fixes.py	78	result = service.start_setup(9383, "user@example.com")	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	5	# Usage:	COMMENT
LOW	docker-compose.build.yml	2	# Usage:	COMMENT
LOW	docker-compose.yml	2	# Usage:	COMMENT

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend_api_python/app/data_sources/factory.py	135		CODE
MEDIUM	backend_api_python/app/data_sources/factory.py	140		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings