enarjord/passivbot

17.5

Adjusted Score

17.5

Raw Score

100%

Time Factor

2026-08-09

Last Push

2.0K

Stars

Python

Language

468.2K

Lines of Code

615

Files

9.5K

Pattern Hits

2026-08-09

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 22MEDIUM 362LOW 9072

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 9456 distinct pattern matches across 19 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.

Hyper-Verbose Identifiers7118 hits · 5458 pts

Severity	File	Line	Snippet	Context
LOW	sync_tar.py	51	def _resolve_pull_destination(destination: str, remote_base: str) -> Path:	CODE
LOW⚡	tests/test_auto_unstuck_allowance.py	6	def test_allowance_zero_when_no_drop_and_zero_pct():	CODE
LOW⚡	tests/test_auto_unstuck_allowance.py	16	def test_allowance_matches_configured_pct_at_peak():	CODE
LOW⚡	tests/test_auto_unstuck_allowance.py	26	def test_allowance_increases_after_drawdown():	CODE
LOW	tests/test_auto_unstuck_allowance.py	46	def test_allowance_clamped_to_zero_for_large_drop():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	147	def test_unstuck_ema_distance_validation_applies_to_effective_config():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	155	def test_effective_validation_normalization_is_retained_in_patch():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	161	def test_runtime_compilation_must_follow_override_parsing():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	267	def test_non_positive_leverage_override_fails(value):	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	272	def test_normalized_coin_collision_fails():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	280	def test_invalid_normalized_coin_fails():	CODE
LOW⚡	tests/test_coin_overrides_foundation.py	285	def test_wallet_exposure_limit_from_partial_file_is_retained_and_validated():	CODE
LOW	tests/test_coin_overrides_foundation.py	30	def test_explicit_inline_values_equal_to_global_are_retained():	CODE
LOW	tests/test_coin_overrides_foundation.py	61	def test_partial_file_extracts_only_explicit_values_and_inline_wins():	CODE
LOW	tests/test_coin_overrides_foundation.py	101	def test_invalid_boolean_override_types_fail(value, error, message):	CODE
LOW	tests/test_coin_overrides_foundation.py	107	def test_non_finite_override_values_fail(value):	CODE
LOW	tests/test_coin_overrides_foundation.py	126	def test_effective_config_cross_field_validation_fails_with_coin_context():	CODE
LOW	tests/test_coin_overrides_foundation.py	190	def test_runtime_compilation_after_parsing_preserves_normalized_patch():	CODE
LOW	tests/test_coin_overrides_foundation.py	201	def test_unknown_and_disallowed_inline_paths_fail():	CODE
LOW	tests/test_coin_overrides_foundation.py	212	def test_strategy_kind_mismatch_fails_in_inline_patch():	CODE
LOW	tests/test_coin_overrides_foundation.py	229	def test_inactive_strategy_subtrees_in_full_override_file_are_ignored():	CODE
LOW	tests/test_coin_overrides_foundation.py	244	def test_override_file_strategy_kind_mismatch_fails():	CODE
LOW	tests/test_coin_overrides_foundation.py	304	def test_parse_overrides_is_idempotent():	CODE
LOW	tests/test_coin_overrides_foundation.py	317	def test_programmatic_override_added_after_prepare_is_retained():	CODE
LOW	tests/test_coin_overrides_foundation.py	337	def test_canonical_grouped_patch_has_live_and_backtest_consumer_parity():	CODE
LOW	tests/test_coin_overrides_foundation.py	364	def test_complete_current_active_strategy_and_shared_allowlist_is_accepted(pside):	CODE
LOW⚡	tests/test_missing_ema_fix.py	32	async def test_get_latest_ema_close_with_leading_gaps(tmp_path, monkeypatch):	CODE
LOW⚡	tests/test_missing_ema_fix.py	74	async def test_missing_ema_raises_from_snapshot(monkeypatch):	CODE
LOW	tests/test_missing_ema_fix.py	55	async def test_get_latest_ema_close_no_candles_returns_nan(tmp_path, monkeypatch):	CODE
LOW	tests/test_missing_ema_fix.py	106	def get_hysteresis_snapped_balance(self):	CODE
LOW	tests/test_missing_ema_fix.py	131	async def test_missing_ema_raises_from_snapshot_with_return(monkeypatch):	CODE
LOW	tests/test_missing_ema_fix.py	163	def get_hysteresis_snapped_balance(self):	CODE
LOW	tests/test_missing_ema_fix.py	188	async def test_snapshot_orchestrator_rejects_unknown_rust_symbol_before_conversion(	CODE
LOW	tests/test_missing_ema_fix.py	221	def get_hysteresis_snapped_balance(self):	CODE
LOW	tests/test_missing_ema_fix.py	267	async def test_snapshot_orchestrator_rejects_malformed_output_envelope(	CODE
LOW	tests/test_missing_ema_fix.py	300	def get_hysteresis_snapped_balance(self):	CODE
LOW	tests/test_missing_ema_fix.py	443	def _make_orchestrator_payload(symbol, m1_close_pairs, m1_volume_pairs, m1_lr_pairs):	CODE
LOW	tests/test_missing_ema_fix.py	602	async def get_latest_ema_quote_volume(	CODE
LOW	tests/test_missing_ema_fix.py	649	def get_completed_candle_health(self, symbol, windows=None, now_ms=None):	CODE
LOW	tests/test_missing_ema_fix.py	685	async def get_projected_open_tail_ema_metrics(	CODE
LOW	tests/test_missing_ema_fix.py	731	async def get_latest_cached_ema_metrics(	CODE
LOW	tests/test_missing_ema_fix.py	767	def _pb_mode_to_orchestrator_mode(self, mode: str) -> str:	CODE
LOW	tests/test_missing_ema_fix.py	784	def _strategy_params_to_rust_dict(self, pside, symbol=None):	CODE
LOW	tests/test_missing_ema_fix.py	820	async def test_held_symbol_missing_ema_is_explicitly_scoped_for_rust(close_mode):	CODE
LOW	tests/test_missing_ema_fix.py	862	async def test_nan_close_ema_scopes_only_the_affected_symbol():	CODE
LOW	tests/test_missing_ema_fix.py	903	async def test_held_symbol_infinite_close_ema_remains_fatal():	CODE
LOW	tests/test_missing_ema_fix.py	919	async def test_flat_forager_universe_symbol_missing_close_ema_marks_unavailable():	CODE
LOW	tests/test_missing_ema_fix.py	955	async def test_forager_eligible_flat_normal_missing_close_ema_marks_unavailable():	CODE
LOW	tests/test_missing_ema_fix.py	1003	async def test_mixed_forager_fixed_normal_side_missing_ema_is_scoped_in_rust():	CODE
LOW	tests/test_missing_ema_fix.py	1043	async def test_forager_selected_flat_with_resting_entry_missing_ema_marks_unavailable():	CODE
LOW	tests/test_missing_ema_fix.py	1165	async def test_disabled_opposite_side_does_not_block_flat_forager_degradation():	CODE
LOW	tests/test_missing_ema_fix.py	1234	async def test_forager_resting_entry_under_bot_managed_override_can_degrade_and_cancel(	CODE
LOW	tests/test_missing_ema_fix.py	1287	async def test_forager_ranking_ema_degradation_authorizes_resting_entry_cancel():	CODE
LOW	tests/test_missing_ema_fix.py	1338	async def test_forager_ranking_degradation_authorizes_only_affected_side():	CODE
LOW	tests/test_missing_ema_fix.py	1437	async def test_orchestrator_ema_bundle_clears_stale_rank_feature_failures():	CODE
LOW	tests/test_missing_ema_fix.py	1492	async def test_kucoin_avax_close_ema_fallback_uses_previous_ema_not_price(	CODE
LOW	tests/test_missing_ema_fix.py	1543	async def test_close_ema_fallback_event_console_owns_normal_warning(caplog, monkeypatch):	CODE
LOW	tests/test_missing_ema_fix.py	1583	async def test_close_ema_fallback_event_failure_keeps_legacy_warning(caplog, monkeypatch):	CODE
LOW	tests/test_missing_ema_fix.py	1627	async def test_close_ema_fallback_legacy_summary_omits_raw_exception_text(caplog):	CODE
LOW	tests/test_missing_ema_fix.py	1659	async def test_candidate_ema_unavailable_logs_single_warning_summary(caplog):	CODE
7058 more matches not shown…

Decorative Section Separators245 hits · 862 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_missing_ema_fix.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_missing_ema_fix.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_missing_ema_fix.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_missing_ema_fix.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_realized_loss_gate.py	677	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_realized_loss_gate.py	679	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	192	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	1064	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_realized_loss_gate.py	1066	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	263	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	265	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	375	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	377	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	783	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	785	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	879	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	881	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	933	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	935	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	1025	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	1027	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	1518	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_hlcv_preparation.py	1520	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	51	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	53	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	995	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	997	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	3088	# ============================================================================	COMMENT
MEDIUM	tests/test_hlcv_preparation.py	3090	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	255	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	257	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	1152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	1154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	1757	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	1759	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	2440	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	2442	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	8142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_fill_events_manager.py	8144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	4213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	4215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	6419	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	6421	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	6903	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	6905	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	7629	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_fill_events_manager.py	7631	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	331	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	333	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	567	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	569	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	670	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	672	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	777	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_orchestrator_integration.py	779	# ============================================================================	COMMENT
185 more matches not shown…

Excessive Try-Catch Wrapping1013 hits · 785 pts

Severity	File	Line	Snippet	Context
LOW	test_tradfi_providers.py	64	except Exception as e:	CODE
LOW	test_tradfi_providers.py	129	except Exception as e:	CODE
LOW	test_tradfi_providers.py	155	except Exception as e:	CODE
LOW	sync_tar.py	291	except Exception as exc: # pragma: no cover	CODE
MEDIUM	sync_tar.py	292	print(f"Error: {exc}", file=sys.stderr)	CODE
LOW	run_with_logging.py	144	except Exception as e:	CODE
MEDIUM	run_with_logging.py	145	print(f"Error running wrapper: {e}", file=sys.stderr)	CODE
LOW	tests/test_wel_auto_reducer.py	5	except Exception: # pragma: no cover - exercised when rust extension is missing	CODE
LOW	tests/conftest.py	22	except Exception:	CODE
LOW	tests/conftest.py	36	except Exception:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	66	except Exception:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	73	except Exception:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	83	except Exception as e:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	126	except Exception:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	136	except Exception as e:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	171	except Exception:	CODE
LOW⚡	tests/test_live_candlestick_manager.py	180	except Exception as e:	CODE
LOW	tests/test_live_candlestick_manager.py	213	except Exception:	CODE
LOW	tests/test_live_candlestick_manager.py	232	except Exception as e:	CODE
LOW	tests/test_live_candlestick_manager.py	290	except Exception:	CODE
MEDIUM	tests/test_live_candlestick_manager.py	80	def test_historical_range_per_exchange(tmp_path, ex_id):	CODE
MEDIUM	tests/test_live_candlestick_manager.py	133	def test_historical_range_timeframes(tmp_path, ex_id, tf):	CODE
MEDIUM	tests/test_live_candlestick_manager.py	177	def test_present_range_includes_current_minute_per_exchange(tmp_path, ex_id):	CODE
MEDIUM	tests/test_live_candlestick_manager.py	229	def test_latest_ema_metrics_per_exchange(tmp_path, ex_id, span, tf):	CODE
LOW	tests/test_candle_interval.py	10	except Exception: # pragma: no cover - exercised when the extension is unavailable	CODE
LOW	tests/test_equity_hard_stop_rolling_peak.py	5	except Exception: # pragma: no cover	CODE
LOW	tests/test_twel_enforcer.py	5	except Exception: # pragma: no cover - executed when the extension is unavailable	CODE
MEDIUM	tests/test_monitor_publisher.py	298	def write_events(worker_no):	CODE
LOW	tests/test_monitor_publisher.py	310	except Exception as exc:	CODE
LOW	tests/test_entries_sizing.py	5	except Exception: # pragma: no cover - exercised when the extension is unavailable	CODE
LOW	tests/test_ccxt_fetch_ohlcv_current_minute.py	31	except Exception as e:	CODE
LOW	tests/test_ccxt_fetch_ohlcv_current_minute.py	42	except Exception:	CODE
LOW	tests/test_ccxt_fetch_ohlcv_current_minute.py	61	except Exception:	CODE
LOW	tests/test_ccxt_fetch_ohlcv_current_minute.py	88	except Exception:	CODE
MEDIUM	tests/test_ccxt_fetch_ohlcv_current_minute.py	28	def test_fetch_ohlcv_includes_current_minute(exid):	CODE
LOW	tests/test_unstucking.py	7	except Exception: # pragma: no cover - exercised when rust extension missing	CODE
LOW	tests/test_utils_maps.py	377	except Exception as e:	CODE
MEDIUM	tests/test_utils_maps.py	364	def write_maps(thread_id):	CODE
LOW	tests/test_gate_entries_by_twel_complex.py	8	except Exception: # pragma: no cover - exercised when the extension is unavailable	CODE
LOW	container/render_config.py	38	except Exception:	CODE
LOW	container/render_config.py	42	except Exception as exc:	CODE
LOW	src/suite_runner.py	1376	except Exception as exc: # pragma: no cover - defensive logging	CODE
LOW	src/suite_runner.py	1455	except Exception as exc:	CODE
LOW⚡	src/fill_events_manager.py	346	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	356	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	706	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	711	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	1885	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	3614	except Exception as exc:	CODE
LOW⚡	src/fill_events_manager.py	4350	except Exception:	CODE
LOW⚡	src/fill_events_manager.py	4355	except Exception:	CODE
LOW	src/fill_events_manager.py	187	except Exception as exc:	CODE
LOW	src/fill_events_manager.py	215	except Exception as exc:	CODE
LOW	src/fill_events_manager.py	319	except Exception:	CODE
LOW	src/fill_events_manager.py	324	except Exception:	CODE
LOW	src/fill_events_manager.py	382	except Exception:	CODE
LOW	src/fill_events_manager.py	423	except Exception:	CODE
LOW	src/fill_events_manager.py	431	except Exception:	CODE
LOW	src/fill_events_manager.py	450	except Exception:	CODE
LOW	src/fill_events_manager.py	645	except Exception:	CODE
953 more matches not shown…

Unused Imports388 hits · 320 pts

Severity	File	Line	Context
LOW	test_tradfi_providers.py	34	CODE
LOW	sync_tar.py	12	CODE
LOW	run_with_logging.py	13	CODE
LOW	tests/test_missing_ema_fix.py	11	CODE
LOW	tests/test_candlestick_manager_locking.py	1	CODE
LOW	tests/test_pareto_explorer.py	1	CODE
LOW	tests/test_binance_ohlcv_v2_archive.py	14	CODE
LOW	tests/test_run_fake_live.py	1	CODE
LOW	tests/test_hsl_replay_benchmark.py	1	CODE
LOW	tests/test_sync_tar.py	1	CODE
LOW	tests/test_realized_loss_gate.py	9	CODE
LOW	tests/test_candlestick_manager.py	10	CODE
LOW	tests/test_candlestick_manager.py	3567	CODE
LOW	tests/test_fake_exchange.py	1	CODE
LOW	tests/test_hlcv_preparation.py	17	CODE
LOW	tests/test_hlcv_preparation.py	19	CODE
LOW	tests/test_hlcv_preparation.py	21	CODE
LOW	tests/test_hlcv_preparation.py	22	CODE
LOW	tests/test_hlcv_preparation.py	22	CODE
LOW	tests/test_pareto_compress.py	1	CODE
LOW	tests/test_live_config_preflight.py	1	CODE
LOW	tests/test_ohlcvs_doctor.py	1	CODE
LOW	tests/test_live_restart_smoke_collection.py	1	CODE
LOW	tests/test_merge_paretos_tool.py	1	CODE
LOW	tests/test_balance_composition.py	1	CODE
LOW	tests/test_live_performance_report.py	1	CODE
LOW	tests/test_stock_perps.py	12	CODE
LOW	tests/test_container_runtime_contract.py	1	CODE
LOW	tests/test_ema_anchor_analysis.py	2	CODE
LOW	tests/test_binance_ohlcv_archive.py	8	CODE
LOW	tests/test_suite_config_sources.py	1	CODE
LOW	tests/test_live_repository_prepare.py	1	CODE
LOW	tests/test_rust_utils.py	2	CODE
LOW	tests/test_rust_utils.py	11	CODE
LOW	tests/test_live_process_report.py	1	CODE
LOW	tests/test_coin_overrides_paths.py	4	CODE
LOW	tests/test_live_incident_bundle.py	1	CODE
LOW	tests/test_repro_harness.py	1	CODE
LOW	tests/test_live_smoke_report.py	1	CODE
LOW	tests/test_live_restart_smoke_orchestrator.py	1	CODE
LOW	tests/test_live_restart_smoke_plan.py	1	CODE
LOW	tests/test_live_restart_executor.py	1	CODE
LOW	tests/test_inspect_ohlcvs_tool.py	1	CODE
LOW	tests/test_candlestick_manager_edge_cases.py	13	CODE
LOW	tests/test_candlestick_manager_edge_cases.py	24	CODE
LOW	tests/test_candlestick_manager_edge_cases.py	24	CODE
LOW	tests/test_order_churn_cancel_first.py	1	CODE
LOW	tests/test_procedures_first_timestamps.py	2	CODE
LOW	tests/test_procedures_first_timestamps.py	3	CODE
LOW	tests/test_aggregate_methods.py	14	CODE
LOW	tests/test_live_restart_smoke_evidence.py	1	CODE
LOW	tests/test_log_secret_inventory.py	1	CODE
LOW	tests/test_order_churn_gate.py	1	CODE
LOW	tests/test_pareto_analyzer.py	1	CODE
LOW	tests/test_order_reconciliation_contract.py	1	CODE
LOW	tests/test_ohlcvs_downloader.py	1	CODE
LOW	tests/test_ohlcvs_downloader.py	2	CODE
LOW	tests/test_ohlcvs_downloader.py	3	CODE
LOW	tests/test_order_churn_executor.py	1	CODE
LOW	tests/test_live_restart_target_report.py	1	CODE
328 more matches not shown…

Deep Nesting417 hits · 270 pts

Severity	File	Line	Context
LOW	sync_tar.py	96	CODE
LOW	run_with_logging.py	44	CODE
LOW	tests/conftest.py	13	CODE
LOW	tests/conftest.py	254	CODE
LOW	tests/test_fill_events_manager.py	8805	CODE
LOW	tests/test_orchestrator_integration.py	77	CODE
LOW	tests/test_ccxt_fetch_ohlcv_current_minute.py	28	CODE
LOW	tests/test_gate_entries_by_twel_complex.py	209	CODE
LOW	tests/test_orchestrator_json_api.py	99	CODE
LOW	tests/test_orchestrator_json_api.py	343	CODE
LOW	tests/optimization/test_config_adapter.py	25	CODE
LOW	pytests/test_gate_entries_by_twel_complex.py	185	CODE
LOW	src/suite_runner.py	404	CODE
LOW	src/suite_runner.py	719	CODE
LOW	src/suite_runner.py	1658	CODE
LOW	src/suite_runner.py	1724	CODE
LOW	src/fill_events_manager.py	468	CODE
LOW	src/fill_events_manager.py	618	CODE
LOW	src/fill_events_manager.py	671	CODE
LOW	src/fill_events_manager.py	745	CODE
LOW	src/fill_events_manager.py	837	CODE
LOW	src/fill_events_manager.py	919	CODE
LOW	src/fill_events_manager.py	1086	CODE
LOW	src/fill_events_manager.py	1440	CODE
LOW	src/fill_events_manager.py	1514	CODE
LOW	src/fill_events_manager.py	1632	CODE
LOW	src/fill_events_manager.py	8326	CODE
LOW	src/fill_events_manager.py	2112	CODE
LOW	src/fill_events_manager.py	2617	CODE
LOW	src/fill_events_manager.py	2858	CODE
LOW	src/fill_events_manager.py	3052	CODE
LOW	src/fill_events_manager.py	3414	CODE
LOW	src/fill_events_manager.py	3759	CODE
LOW	src/fill_events_manager.py	3919	CODE
LOW	src/fill_events_manager.py	4037	CODE
LOW	src/fill_events_manager.py	4778	CODE
LOW	src/fill_events_manager.py	4905	CODE
LOW	src/fill_events_manager.py	5200	CODE
LOW	src/fill_events_manager.py	6111	CODE
LOW	src/fill_events_manager.py	6150	CODE
LOW	src/fill_events_manager.py	6661	CODE
LOW	src/fill_events_manager.py	7680	CODE
LOW	src/fill_events_manager.py	7963	CODE
LOW	src/fill_events_manager.py	4944	CODE
LOW	src/fill_events_manager.py	8330	CODE
LOW	src/passivbot.py	22193	CODE
LOW	src/passivbot.py	22270	CODE
LOW	src/passivbot.py	1217	CODE
LOW	src/passivbot.py	1244	CODE
LOW	src/passivbot.py	2410	CODE
LOW	src/passivbot.py	2453	CODE
LOW	src/passivbot.py	2685	CODE
LOW	src/passivbot.py	2789	CODE
LOW	src/passivbot.py	3628	CODE
LOW	src/passivbot.py	3699	CODE
LOW	src/passivbot.py	3883	CODE
LOW	src/passivbot.py	4004	CODE
LOW	src/passivbot.py	4341	CODE
LOW	src/passivbot.py	4642	CODE
LOW	src/passivbot.py	4739	CODE
357 more matches not shown…

Modern AI Meta-Vocabulary36 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/plans/live_overengineering_audit_followup_plan.md	211	### 7. `Passivbot` facade and orchestration ownership	COMMENT
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1266	\| 2026-06-30 \| #1/#3 Incident bundle generator and live restart/smoke automation \| PR #914 / `9ff335e4` \| Moved incident	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1267	\| 2026-06-30 \| #1/#3 Incident bundle generator and live restart/smoke automation \| PR #913 / `d3f3264c` \| Added opt-in `	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1268	\| 2026-06-30 \| #1/#3 Incident bundle generator and live restart/smoke automation \| PR #912 / `0eb29545` \| Added `--recen	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1269	\| 2026-06-30 \| #1/#3 Incident bundle generator and live restart/smoke automation \| PR #911 / `7c5c96f4` \| Projected boun	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1270	\| 2026-06-30 \| #3/#4 Live restart/smoke automation and performance readiness \| PR #910 / `ac949f03` \| Projected bounded	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1271	\| 2026-06-30 \| #3 Live restart/smoke automation \| PR #909 / `c8c51d73` \| Projected bounded event-file discovery metadata	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1275	\| 2026-06-30 \| #0/#3/#10 HSL status smoke evidence \| PR #903 / `1dd115cc` \| Added `risk_events.hsl_status` to `live-smok	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1279	\| 2026-06-30 \| #0/#3/#18 Progress and evidence tracking \| PR #897 / `aebc3667` \| Recorded exchange-config-refresh smoke	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1287	\| 2026-06-25 \| #1/#3/#14 Smoke process status \| PR #661 / `72b3d931` \| Added optional read-only process liveness to `liv	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1289	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #665 / `37c29359` \| Added structured-event time windows to `live-sm	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1293	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #670 / `b74d12be` \| Extended `live-smoke-report` time windows to pa	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1294	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #671 / `34f63799` \| Narrowed traceback log matching to real Python	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1295	\| 2026-06-26 \| #3/#8 Live restart/smoke automation and HSL preview \| PR #673 / `2697ff48` \| Added bounded `risk_events`	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1296	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #675 / `3aa1e7a7` \| Added explicit `keep\|drop` policy for unparseab	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1298	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #679 / `60c9a41` \| Added bounded `problem_events.latest_data` for s	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1299	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #682 / `048e8595c` \| Added top-level `problem_event_count` and boun	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1300	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #684 / `04ca7174` \| Dropped contextless unparseable log lines under	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1301	\| 2026-06-26 \| #3/#6 Live restart/smoke automation and exchange probes \| PR #686 / `b03f4139` \| Added branch/head/tracke	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1302	\| 2026-06-26 \| #3/#6 Live restart/smoke automation and exchange probes \| PR #688 / `9945a3d3` \| Added `remote_call_timin	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1303	\| 2026-06-26 \| #3/#6 Live restart/smoke automation and exchange probes \| PR #690 / `dc99378a` \| Added `remote_call_healt	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1304	\| 2026-06-26 \| #3/#6 Live restart/smoke automation and exchange probes \| PR #692 / `ac4afe3f` \| Added top-level `remote_	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1305	\| 2026-06-26 \| #3/#6 Live restart/smoke automation and exchange probes \| PR #694 / `bebbb3f6` \| Added `account_critical_	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1306	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #696 / `f1efbe45` \| Added `live-smoke-report --summary`, a concise	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1307	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #698 / `7c7368f3` \| Redacted common user/home prefixes from smoke-r	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1308	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #699 / `4e2fcee7` \| Surfaced dropped contextless unparsed attention	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1309	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #709 / `71479c61` deploy evidence \| VPS5 restart smoke after the fi	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1310	\| 2026-06-26 \| #3/#14 Supervisor/process diagnostics \| PR #712 / `51ba92a3` \| Extended `live-smoke-report --supervisor-c	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1316	\| 2026-06-26 \| #3 Live restart/smoke automation \| PR #715 / `7b12d4b2` \| Added passive `shutdown_events` summaries to fu	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1331	\| 2026-06-27 \| #3 Live restart/smoke automation \| PR #755 / `5d9f3a5f` \| Added `live-smoke-report` EMA readiness health	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1340	\| 2026-06-25 \| #3 Live restart/smoke automation \| PR #639 / `86afd3b3` \| Added read-only `passivbot tool live-smoke-repo	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1349	\| 2026-06-30 \| #3/#4 Live restart/smoke automation and startup budget tracking \| PR #886 / `60c79c3a` \| Exposed existing	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1350	\| 2026-06-30 \| #3 Live restart/smoke automation \| PR #888 / `4b435d33` \| Exposed bounded text-log window counters in `li	CODE
MEDIUM⚡	docs/plans/live_ops_improvement_backlog.md	1351	\| 2026-06-30 \| #3 Live restart/smoke automation \| PR #890 / `1498abc9` \| Exposed `event_window.enabled` in `live-smoke-r	CODE
MEDIUM	src/fill_events_manager.py	2417	# exhausted; orchestration owns indefinitely backed-off retries.	COMMENT
MEDIUM	src/fill_events_manager.py	1910	retry_count: int # Diagnostic count; orchestration owns retry timing	CODE

Cross-Language Confusion13 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_pareto_dash.py	188	"stress__adg_usd<=0.05 \|\| stress__adg_usd>=0.1"	CODE
HIGH⚡	tests/test_broker_codes.py	16	path.write_text('{ bybit: "custom-bybit", hyperliquid: null }')	CODE
HIGH⚡	tests/test_analysis_visibility.py	89	with pytest.raises(ValueError, match="backtest.visible_metrics must be null, \\[\\], or"):	CODE
HIGH⚡	tests/test_config_pipeline.py	1925	ValueError, match="backtest.visible_metrics must be null, \\[\\], or"	CODE
HIGH⚡	tests/test_live_restart_executor.py	677	"- cd /one && passivbot live bot.json -u binance_01\n",	CODE
HIGH⚡	tests/test_live_restart_executor.py	682	"- cd /two && passivbot live bot.json -u binance_01\n",	CODE
HIGH	src/analysis_visibility.py	109	"backtest.visible_metrics must be null, [], or a list/tuple/set of metric names"	CODE
HIGH	src/config/scoring.py	192	raise ValueError(f"{path} must be a scenario label string or null, got {value!r}")	CODE
HIGH	src/config/scoring.py	313	"{metric: ..., goal: min\|max, scenario: label\|null, aggregate: mean\|min\|max\|std\|median}"	CODE
HIGH	src/config/strategy_spec.py	18	"`cd passivbot-rust && maturin develop --release && cd ..`, then retry."	CODE
HIGH	src/optimization/config_adapter.py	168	- [low, high, 0] or [low, high, null]: treated as continuous	STRING
HIGH	src/optimization/bounds.py	192	- [low, high, 0] or [low, high, null]: continuous	STRING
HIGH	src/optimization/bounds.py	228	"Bound %s step is null; treating as continuous and using sig_digits.", key	CODE

AI Slop Vocabulary28 hits · 55 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_kucoin_exchange_config.py	313	# leverage is clamped by max_leverage	COMMENT
MEDIUM⚡	tests/test_stock_perps.py	1108	# Cross margin symbol should use full leverage	COMMENT
MEDIUM	tests/test_stock_perps.py	1067	# Mock markets with different max leverage values	COMMENT
MEDIUM⚡	tests/test_stock_perps.py	1049	"""Tests for isolated margin leverage capping."""	STRING
MEDIUM⚡	tests/test_stock_perps.py	1052	"""Test that isolated margin symbols have leverage capped appropriately."""	STRING
MEDIUM⚡	tests/test_stock_perps.py	1310	"""Tests for automatic isolated margin leverage calculation."""	STRING
MEDIUM⚡	tests/test_stock_perps.py	1313	"""Test minimum leverage calculation based on TWEL."""	STRING
MEDIUM	tests/test_stock_perps.py	146	"""Test HIP-3 max leverage constant is 10."""	STRING
MEDIUM	tests/test_stock_perps.py	1326	"""Test that the leverage formula ensures margin can always be covered."""	STRING
MEDIUM	tests/exchanges/test_ccxt_bot.py	400	"""Test that leverage is set for each symbol when supported."""	STRING
MEDIUM	tests/exchanges/test_ccxt_bot.py	450	"""Test that leverage errors are logged and re-raised."""	STRING
MEDIUM	tests/exchanges/test_weex.py	89	"https://api-contract.weex.com/capi/v3/account/leverage",	CODE
MEDIUM	tests/exchanges/test_weex.py	104	"https://api-contract.weex.com/capi/v3/account/leverage",	CODE
MEDIUM⚡	tests/exchanges/test_bitunix.py	1343	# A margin-mode change may reset venue leverage, so set it again even	COMMENT
MEDIUM⚡	tests/exchanges/test_bitunix.py	1344	# when the pre-mutation leverage happened to match.	COMMENT
MEDIUM	src/candlestick_manager.py	9275	# The deterministic fake-live harness intentionally permits sparse	COMMENT
MEDIUM	src/pareto_store.py	913	# Create a streamlined figure with just two key plots	COMMENT
LOW⚡	src/procedures.py	397	# 1) If no exchange is specified and all coins have valid cached timestamps, just return ftss	COMMENT
MEDIUM	src/hlcv_preparation.py	5632	"""Estimate exchange quote-volume ratios from robust complete-day overlap.	STRING
MEDIUM	src/exchanges/hyperliquid.py	34	# HIP-3 stock perps have a max leverage of 10x	COMMENT
MEDIUM	src/exchanges/hyperliquid.py	212	# For isolated-only markets (HIP-3), cap at 10x leverage	COMMENT
MEDIUM⚡	src/exchanges/hyperliquid.py	1846	"""Set leverage and margin mode for Hyperliquid symbols.	STRING
MEDIUM	src/exchanges/ccxt_bot.py	968	"""Calculate minimum leverage required for isolated margin positions.	STRING
MEDIUM	src/exchanges/ccxt_bot.py	990	"""Calculate the appropriate leverage for a symbol.	STRING
MEDIUM	src/exchanges/ccxt_bot.py	1100	"""Set leverage and margin mode for each symbol.	STRING
MEDIUM⚡	src/exchanges/weex.py	164	"""WEEX leverage setup is an entry prerequisite, not a close prerequisite."""	STRING
MEDIUM⚡	src/exchanges/gateio.py	262	"""Apply the configured leverage and margin mode through Gate's leverage endpoint."""	STRING
MEDIUM⚡	src/exchanges/gateio.py	290	"""Gate leverage is an entry prerequisite, not a close prerequisite."""	STRING

Modern Structural Boilerplate50 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_realized_loss_gate.py	133	def _set_pnl_lookback(bot, *, lookback_days: float \| str, now_ms: int) -> None:	CODE
LOW	tests/test_passivbot_balance_split.py	3969	def _set_pnl_lookback(bot, *, lookback_days: float, now_ms: int) -> None:	CODE
LOW	container/render_config.py	67	def set_nested(config: dict[str, Any], path: list[str], value: Any) -> None:	CODE
LOW	src/fill_events_manager.py	55	logger = logging.getLogger(__name__)	CODE
LOW	src/fill_events_manager.py	2276	def set_history_scope(self, scope: str) -> None:	CODE
LOW	src/fill_events_manager.py	5841	def set_history_scope(self, scope: str) -> None:	CODE
LOW	src/passivbot.py	9311	async def update_trailing_data(self) -> None:	CODE
LOW⚡	src/optimize.py	679	def _set_candidate_metrics(individual, metrics_payload) -> None:	CODE
LOW	src/optimize.py	2392	def _set_optimize_bound(config: dict, bound_key: str, value) -> None:	CODE
LOW	src/market_snapshot.py	11	__all__ = [	CODE
LOW	src/warmup_utils.py	243	__all__ = [	CODE
LOW⚡	src/candlestick_manager.py	1163	def set_stop_requested_callback(self, callback: Optional[Callable[[], bool]]) -> None:	CODE
LOW	src/candlestick_manager.py	1192	def _setup_logging(self) -> None:	CODE
LOW	src/candlestick_manager.py	4818	def _set_inception_ts(self, symbol: str, ts: int, *, save: bool = True) -> None:	CODE
LOW	src/candlestick_manager.py	5079	async def _set_global_rate_limit(self, backoff_seconds: float = 5.0) -> None:	CODE
LOW	src/candlestick_manager.py	8974	def set_current_close(self, symbol: str, price: float, timestamp_ms: int) -> None:	CODE
LOW	src/candlestick_manager.py	10574	__all__ = [	CODE
LOW	src/monitor_tui.py	362	def set_log_file(self, path: Optional[str]) -> None:	CODE
LOW	src/strategy_warmup.py	239	__all__ = [	CODE
LOW	src/freshness_ledger.py	10	__all__ = [	CODE
LOW	src/planning_snapshot.py	10	__all__ = [	CODE
LOW	src/binance_ohlcv_archive.py	373	__all__ = [	CODE
LOW	src/tradfi_data.py	52	logger = logging.getLogger(__name__)	CODE
LOW	src/pure_funcs.py	10	__all__ = [	CODE
LOW	src/data_packets.py	12	__all__ = [	CODE
LOW	src/custom_endpoint_overrides.py	55	logger = logging.getLogger(__name__)	CODE
LOW	src/custom_endpoint_overrides.py	484	__all__ = [	CODE
LOW	src/config_transform.py	3	__all__ = ["ConfigTransformTracker", "record_transform"]	CODE
LOW	src/ohlcv_utils.py	312	__all__ = [	CODE
LOW	src/logging_setup.py	160	def update_stable_log_alias(alias_path: str \| Path, target_path: str \| Path) -> None:	CODE
LOW	src/hlcv_preparation.py	5904	__all__ = [	CODE
LOW	src/tools/ohlcvs_doctor.py	326	def _set_symbol_bounds_exact(catalog: OhlcvCatalog, bounds: dict[tuple[str, str, str], tuple[int, int]]) -> None:	CODE
LOW	src/tools/merge_paretos.py	345	def _set_nested_bound(target: dict[str, Any], path: tuple[str, ...], value: list[int \| float]) -> None:	CODE
LOW⚡	src/tools/iterative_backtester.py	837	def _update_best_run(self, run: RunSummary) -> None:	CODE
LOW⚡	src/tools/iterative_backtester.py	846	def _update_pareto_front(self) -> None:	CODE
LOW	src/exchanges/fake.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/exchanges/bitunix.py	1619	async def update_exchange_config(self) -> None:	CODE
LOW	src/exchanges/bitunix.py	1630	async def update_exchange_config_by_symbols(self, symbols: Iterable[str]) -> None:	CODE
LOW	src/exchanges/bitunix.py	1666	def set_market_specific_settings(self) -> None:	CODE
LOW	src/config/optimize_bounds.py	162	def set_flat_optimize_bound(bounds: dict, strategy_kind: str, flat_key: str, value) -> None:	CODE
LOW	src/config/__init__.py	15	__all__ = [	CODE
LOW	src/config/strategy.py	94	def _set_path(mapping: dict, key: str, value) -> None:	CODE
LOW	src/config/strategy_spec.py	22	def _set_path(mapping: dict, path: tuple[str, ...], value: Any) -> None:	CODE
LOW	src/optimization/warmup.py	51	def _set_path(config: dict, path: Sequence[str], value) -> None:	CODE
LOW	src/optimization/warmup.py	320	__all__ = [	CODE
LOW	src/optimization/backends/deap_backend.py	67	def _set_deap_worker_globals(evaluator, overrides_list: Sequence[Any] \| None) -> None:	CODE
LOW	src/live/state_refresh.py	481	def update_stats(stats: dict[str, int], value: int) -> None:	CODE
LOW	src/live/performance_report.py	1568	def _update_debug_profiles(state: dict[str, Any], data: dict[str, Any]) -> None:	CODE
LOW	src/live/performance_report.py	2167	def _set_elapsed(item: dict[str, Any], *, started_ts: int \| None) -> None:	CODE
LOW⚡	src/live/event_emitters.py	44	def set_live_event_context_ids(bot: Any, **kwargs: str \| None) -> None:	CODE

Self-Referential Comments11 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_candlestick_manager.py	1786	# Create a real shard for day0 with minimal data	COMMENT
MEDIUM⚡	tests/test_rust_utils.py	284	# Create a root-level .rs file	COMMENT
MEDIUM⚡	tests/test_rust_utils.py	288	# Create a subdirectory .rs file	COMMENT
MEDIUM⚡	tests/test_utils_maps.py	412	# Create a stale lock file (older than threshold)	COMMENT
MEDIUM⚡	tests/test_utils_maps.py	420	# Create a fresh lock file (should NOT be removed)	COMMENT
MEDIUM⚡	tests/test_candlestick_manager_edge_cases.py	315	# Create a valid shard first	COMMENT
MEDIUM	tests/test_candlestick_manager_legacy_cache.py	159	# Create a partial legacy shard: continuous minutes, but only 2 candles (not a full day).	COMMENT
MEDIUM	tests/optimization/test_optimize.py	3382	# Create a concrete fitness class from ConstraintAwareFitness	COMMENT
MEDIUM	src/passivbot.py	12322	# Create the FillEventsManager with its own cache path	COMMENT
MEDIUM	src/plotting.py	1457	# Create the plot	COMMENT
MEDIUM	src/pareto_store.py	913	# Create a streamlined figure with just two key plots	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	src/suite_runner.py	214	Filter scenarios to only include those matching the given labels. Args: scenarios: List of scenario dicts (	STRING
HIGH	src/procedures.py	109	Creates directory and subdirectories for a given filepath if they don't exist, then returns the path as a Path	STRING
HIGH	src/exchanges/ccxt_bot.py	638	Fetch open orders, optionally filtered by symbol. Args: symbol: Optional symbol to filter orders.	STRING
HIGH	src/exchanges/ccxt_bot.py	931	Check if a symbol requires isolated margin mode. Override in subclasses to detect exchange-specific isolated-on	STRING
HIGH	src/exchanges/ccxt_bot.py	1233	Fetch OHLCV candlestick data. Args: symbol: Trading pair symbol. timeframe: Candle time	STRING
HIGH	src/exchanges/ccxt_bot.py	1255	Fetch 1-minute OHLCV data with pagination support. Args: symbol: Trading pair symbol. s	STRING
HIGH	src/exchanges/ccxt_bot.py	1303	Template method: Fetch trade history for PnL tracking. Uses hooks: - _do_fetch_pnls(): Call exchange AP	STRING
HIGH	src/optimization/bounds.py	185	Extract and validate a Bound from config value. Supported formats: - Single value: fixed param	STRING

Structural Annotation Overuse20 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW⚡	README.md	69	### Step 1: Clone the Repository	COMMENT
LOW⚡	README.md	79	### Step 2: Install Rust	COMMENT
LOW⚡	README.md	86	### Step 3: Create and Activate a Virtual Environment	COMMENT
LOW	README.md	120	### Step 4: Install Passivbot	COMMENT
LOW	README.md	148	### Step 6: Add API keys	COMMENT
LOW	README.md	158	### Step 7: Run Passivbot	COMMENT
LOW	passivbot-rust/src/backtest.rs	10157	// Step 1: initial balance	COMMENT
LOW	passivbot-rust/src/backtest.rs	10177	// Step 2: simulate a fill that changes raw balance but snapped stays	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	792	# Step 2: Load with warmup=3000 → hit	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	796	# Step 3: Load with warmup=5000 → miss	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	800	# Step 4: Save with warmup=5000 (overwrite same slot)	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	815	# Step 5: Load with warmup=3000 → hit (ratcheted up)	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	819	# Step 6: Load with warmup=5000 → hit	COMMENT
LOW	tests/test_cache_warmup_reuse.py	780	# Step 1: Save with warmup=3000	COMMENT
LOW⚡	src/fill_events_manager.py	6875	# Step 1: Fetch trades (fill-level data with fees)	COMMENT
LOW⚡	src/fill_events_manager.py	6881	# Step 2: Collect unique order IDs	COMMENT
LOW⚡	src/fill_events_manager.py	6888	# Step 3: Fetch closed orders for PnL	COMMENT
LOW⚡	src/fill_events_manager.py	6891	# Step 4: Merge trades with order PnL	COMMENT
LOW⚡	src/utils.py	404	# Step 1: remove base keys when *_usd carries the same value.	COMMENT
LOW⚡	src/utils.py	411	# Step 2: remove duplicate permutations sharing identical values.	COMMENT

AI Structural Patterns53 hits · 34 pts

Severity	File	Line	Context
LOW	tests/test_missing_ema_fix.py	514	CODE
LOW	tests/test_candlestick_manager.py	1938	CODE
LOW	tests/test_candlestick_manager.py	1998	CODE
LOW	tests/test_live_performance_report.py	40	CODE
LOW	tests/test_fill_events_manager.py	6450	CODE
LOW	tests/test_unstucking_safeguards.py	3722	CODE
LOW	tests/test_unstucking_safeguards.py	1010	CODE
LOW	tests/test_live_incident_bundle.py	24	CODE
LOW	tests/test_orchestrator_integration.py	238	CODE
LOW	tests/test_live_smoke_report.py	30	CODE
LOW	tests/test_unstucking.py	13	CODE
LOW	tests/test_order_churn_gate.py	82	CODE
LOW	tests/test_live_event_query.py	24	CODE
LOW	tests/test_orchestrator_json_api.py	276	CODE
LOW	pytests/test_unstucking_cases.py	7	CODE
LOW	src/fill_events_manager.py	2995	CODE
LOW	src/passivbot.py	688	CODE
LOW	src/passivbot.py	12345	CODE
LOW	src/passivbot_hsl.py	4307	CODE
LOW	src/monitor_web.py	46	CODE
LOW	src/candlestick_manager.py	867	CODE
LOW	src/candlestick_manager.py	6202	CODE
LOW	src/candlestick_manager.py	7521	CODE
LOW	src/monitor_tui.py	1241	CODE
LOW	src/monitor_dev.py	137	CODE
LOW	src/logging_setup.py	179	CODE
LOW	src/hlcv_preparation.py	290	CODE
LOW	src/tools/probe_ccxt_ticker_endpoints.py	1970	CODE
LOW	src/tools/probe_ccxt_ticker_endpoints.py	2217	CODE
LOW	src/exchanges/hyperliquid.py	1609	CODE
LOW	src/config/load.py	46	CODE
LOW	src/live/smoke_report.py	8031	CODE
LOW	src/live/smoke_report.py	8387	CODE
LOW	src/live/smoke_report.py	9528	CODE
LOW	src/live/restart_executor.py	516	CODE
LOW	src/live/restart_smoke_plan.py	414	CODE
LOW	src/live/incident_bundle.py	175	CODE
LOW	src/live/incident_bundle.py	1098	CODE
LOW	src/live/event_bus.py	3494	CODE
LOW	src/live/restart_smoke_orchestrator.py	361	CODE
LOW	src/live/event_query.py	462	CODE
LOW	src/live/event_query.py	1306	CODE
LOW	src/live/data_packets.py	129	CODE
LOW	src/live/runtime_attribution.py	743	CODE
LOW	src/live/performance_report.py	5525	CODE
LOW	src/live/event_emitters.py	481	CODE
LOW	src/live/event_emitters.py	534	CODE
LOW	src/live/event_emitters.py	940	CODE
LOW	src/live/event_emitters.py	1087	CODE
LOW	src/live/event_emitters.py	1403	CODE
LOW	src/live/event_emitters.py	2998	CODE
LOW	src/live/event_emitters.py	5081	CODE
LOW	src/live/event_emitters.py	5174	CODE

Redundant / Tautological Comments21 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_utils_maps.py	416	# Set mtime to 5 minutes ago (older than 180s threshold)	COMMENT
LOW	src/fill_events_manager.py	6959	# Check if it's a rate limit error in disguise	COMMENT
LOW	src/fill_events_manager.py	7077	# Check if we've collected all needed orders	COMMENT
LOW	src/fill_events_manager.py	7711	# Check if we already know this orderId's clientOid	COMMENT
LOW	src/fill_events_manager.py	8079	# Check if we've reached the start boundary	COMMENT
LOW⚡	src/passivbot.py	3902	# Check if mode is normal (not graceful_stop, manual, etc.)	COMMENT
LOW⚡	src/passivbot.py	3907	# Check if we have a position already	COMMENT
LOW⚡	src/passivbot.py	3913	# Check if there's an initial entry order for this symbol/pside	COMMENT
LOW	src/passivbot.py	21900	# Check if coins is a single string that needs to be split	COMMENT
LOW	src/candlestick_manager.py	2926	# Check if real data has replaced any previously synthetic timestamps	COMMENT
LOW	src/candlestick_manager.py	6248	# Check if already sorted to skip O(n log n) sort	COMMENT
LOW	src/utils.py	1420	# Check if the content is in list format	COMMENT
LOW	src/utils.py	1516	# Check if a default was provided via *args	COMMENT
LOW	src/tradfi_data.py	863	# Check if it's a known stock ticker	COMMENT
LOW	src/legacy_data_migrator.py	241	# Check if this matches what _sanitize_symbol would produce	COMMENT
LOW	src/legacy_data_migrator.py	358	# Check if it's a ccxt ID that needs standardization	COMMENT
LOW⚡	src/legacy_data_migrator.py	568	# Check if already in correct dtype	COMMENT
LOW	src/tools/fill_events_dash.py	842	# Check if there's a result to consume	COMMENT
LOW	src/tools/generate_mcap_list.py	30	# Check if all required price fields are not None before comparing	COMMENT
LOW	src/tools/pareto_dash.py	597	# Check if j dominates i (j is better in all metrics)	COMMENT
LOW	src/exchanges/hyperliquid.py	1390	# Check if fetch_positions already got us a fresh balance	COMMENT

Verbosity Indicators14 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	passivbot-rust/src/backtest.rs	10157	// Step 1: initial balance	COMMENT
LOW	passivbot-rust/src/backtest.rs	10177	// Step 2: simulate a fill that changes raw balance but snapped stays	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	792	# Step 2: Load with warmup=3000 → hit	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	796	# Step 3: Load with warmup=5000 → miss	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	800	# Step 4: Save with warmup=5000 (overwrite same slot)	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	815	# Step 5: Load with warmup=3000 → hit (ratcheted up)	COMMENT
LOW⚡	tests/test_cache_warmup_reuse.py	819	# Step 6: Load with warmup=5000 → hit	COMMENT
LOW	tests/test_cache_warmup_reuse.py	780	# Step 1: Save with warmup=3000	COMMENT
LOW⚡	src/fill_events_manager.py	6875	# Step 1: Fetch trades (fill-level data with fees)	COMMENT
LOW⚡	src/fill_events_manager.py	6881	# Step 2: Collect unique order IDs	COMMENT
LOW⚡	src/fill_events_manager.py	6888	# Step 3: Fetch closed orders for PnL	COMMENT
LOW⚡	src/fill_events_manager.py	6891	# Step 4: Merge trades with order PnL	COMMENT
LOW⚡	src/utils.py	404	# Step 1: remove base keys when *_usd carries the same value.	COMMENT
LOW⚡	src/utils.py	411	# Step 2: remove duplicate permutations sharing identical values.	COMMENT

Fake / Example Data14 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_run_fake_live.py	362	fake_user, restore = _install_fake_user_override(config, "scenario.hjson", None)	CODE
LOW⚡	tests/test_run_fake_live.py	364	payload = passivbot_mod.load_user_info(fake_user)	CODE
LOW	tests/test_fake_exchange.py	142	bot.user = "fake_user"	CODE
LOW	tests/test_ticker_probe_tool.py	355	user="fake_user",	CODE
LOW	tests/test_ticker_probe_tool.py	510	user="fake_user",	CODE
LOW	tests/test_ticker_probe_tool.py	1449	user="fake_user",	CODE
LOW	tests/test_ticker_probe_tool.py	1524	user="fake_user",	CODE
LOW	tests/test_ticker_probe_tool.py	1612	user="fake_user",	CODE
LOW	tests/ccxt_upgrade/test_contract_tools.py	129	user="fake_user",	CODE
LOW	docs/fake_live.md	218	Use `--user <fake_user>` or point `live.user` at a fake entry you added to your local	CODE
LOW⚡	src/tools/run_fake_live.py	375	fake_user = user or str(config["live"].get("user") or "fake_runner")	CODE
LOW⚡	src/tools/run_fake_live.py	376	config["live"]["user"] = fake_user	CODE
LOW⚡	src/tools/run_fake_live.py	385	if requested_user == fake_user:	CODE
LOW⚡	src/tools/run_fake_live.py	390	return fake_user, lambda: setattr(passivbot_mod, "load_user_info", original)	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	passivbot-rust/src/orchestrator.rs	321		COMMENT
LOW	passivbot-rust/src/orchestrator.rs	341	/// are consumed solely as the fallback for `auto_unstuck_allowed` when	COMMENT
LOW	passivbot-rust/src/orchestrator.rs	381	#[derive(Debug, Clone, Serialize, Deserialize)]	COMMENT
LOW	passivbot-rust/src/orchestrator.rs	421	/// Live-only authorization to scope absent EMA inputs to the strategy	COMMENT
LOW	src/legacy_data_migrator.py	201	# Find all symbol directories	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/stock_perps.md	306	"api_key": "your_api_key"	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	vpssync.sh	3	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings