virattt/ai-hedge-fund

23.2

Adjusted Score

23.2

Raw Score

100%

Time Factor

2026-07-10

Last Push

61.6K

Stars

Python

Language

53.2K

Lines of Code

289

Files

744

Pattern Hits

2026-07-14

Scan Date

0.02

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 6MEDIUM 190LOW 548

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 744 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators153 hits · 504 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/backend/services/ollama_service.py	30	# =============================================================================	COMMENT
MEDIUM	app/backend/services/ollama_service.py	32	# =============================================================================	COMMENT
MEDIUM	app/backend/services/ollama_service.py	174	# =============================================================================	COMMENT
MEDIUM	app/backend/services/ollama_service.py	176	# =============================================================================	COMMENT
MEDIUM	v2/models.py	10	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/models.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/models.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/models.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/models.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/models.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/demo/backtest.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/event_study/test_event_study.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/event_study/test_event_study.py	104	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/test_event_study.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	294	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	296	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	360	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/event_study/engine.py	362	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	94	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	96	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	157	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	159	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	202	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	204	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	222	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	224	# ------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	294	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/engine.py	296	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/test_backtest.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/test_backtest.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/backtesting/test_backtest.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/backtesting/test_backtest.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/test_backtest.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/backtesting/test_backtest.py	188	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/signals/test_signals.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	v2/signals/test_signals.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_signals.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_signals.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_llm_agents.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_llm_agents.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_llm_agents.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	v2/signals/test_llm_agents.py	72	# ---------------------------------------------------------------------------	COMMENT
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Hyper-Verbose Identifiers175 hits · 190 pts

Severity	File	Line	Snippet	Context
LOW	…/src/components/panels/bottom/tabs/backtest-output.tsx	301	function BacktestPerformanceMetrics({ agentData }: { agentData: Record<string, any> }) {	CODE
LOW	app/frontend/src/hooks/use-keyboard-shortcuts.ts	68	export function useLayoutKeyboardShortcuts(	CODE
LOW	app/backend/repositories/flow_run_repository.py	108	def delete_flow_runs_by_flow_id(self, flow_id: int) -> int:	CODE
LOW	app/backend/routes/language_models.py	41	async def get_language_model_providers():	CODE
LOW	app/backend/routes/ollama.py	165	async def download_model_with_progress(request: ModelRequest):	CODE
LOW	app/backend/services/graph.py	180	def parse_hedge_fund_response(response):	CODE
LOW	app/backend/services/ollama_service.py	93	async def download_model_with_progress(self, model_name: str) -> AsyncGenerator[str, None]:	CODE
LOW	app/backend/services/ollama_service.py	156	def get_all_download_progress(self) -> Dict[str, Dict[str, any]]:	CODE
LOW	app/backend/services/ollama_service.py	442	def _process_download_progress(self, progress, model_name: str) -> Optional[Dict[str, any]]:	CODE
LOW	app/backend/services/backtest_service.py	207	def calculate_portfolio_value(self, current_prices: Dict[str, float]) -> float:	CODE
LOW	app/backend/services/backtest_service.py	238	def _update_performance_metrics(self, performance_metrics: Dict[str, Any]):	CODE
LOW	tests/test_api_rate_limiting.py	12	def test_handles_single_rate_limit(self, mock_get, mock_sleep):	CODE
LOW	tests/test_api_rate_limiting.py	46	def test_handles_multiple_rate_limits(self, mock_get, mock_sleep):	CODE
LOW	tests/test_api_rate_limiting.py	83	def test_handles_post_rate_limiting(self, mock_post, mock_sleep):	CODE
LOW	tests/test_api_rate_limiting.py	118	def test_ignores_other_errors(self, mock_get, mock_sleep):	CODE
LOW	tests/test_api_rate_limiting.py	145	def test_normal_success_requests(self, mock_get, mock_sleep):	CODE
LOW	tests/test_api_rate_limiting.py	220	def test_max_retries_exceeded(self, mock_get, mock_sleep):	CODE
LOW	tests/test_cli_ticker_alias.py	29	def test_shared_cli_accepts_documented_ticker_alias() -> None:	CODE
LOW	tests/test_cli_ticker_alias.py	40	def test_backtesting_cli_accepts_documented_ticker_alias() -> None:	CODE
LOW	tests/test_cache.py	9	def test_new_cache_has_empty_stores(self):	CODE
LOW⚡	tests/test_cache.py	21	def test_returns_cache_instance(self):	CODE
LOW⚡	tests/test_cache.py	25	def test_returns_same_instance(self):	CODE
LOW⚡	tests/test_cache.py	32	def test_returns_new_data_when_existing_is_none(self):	CODE
LOW⚡	tests/test_cache.py	38	def test_returns_new_data_when_existing_is_empty(self):	CODE
LOW⚡	tests/test_cache.py	43	def test_merges_without_duplicates(self):	CODE
LOW⚡	tests/test_cache.py	53	def test_does_not_mutate_existing_list(self):	CODE
LOW⚡	tests/test_cache.py	70	def test_get_returns_none_for_unknown_ticker(self):	CODE
LOW⚡	tests/test_cache.py	74	def test_deduplicates_by_time(self):	CODE
LOW⚡	tests/test_cache.py	83	def test_different_tickers_are_independent(self):	CODE
LOW	tests/test_cache.py	100	def test_deduplicates_by_report_period(self):	CODE
LOW	tests/test_cache.py	117	def test_deduplicates_by_report_period(self):	CODE
LOW	tests/test_cache.py	134	def test_deduplicates_by_filing_date(self):	CODE
LOW	tests/test_cache.py	152	def test_deduplicates_by_date(self):	CODE
LOW	tests/backtesting/test_results.py	4	def test_results_builder_builds_rows_and_summary(monkeypatch, portfolio):	CODE
LOW	tests/backtesting/test_results.py	22	def fake_print_backtest_results(rows):	CODE
LOW	tests/backtesting/test_valuation.py	4	def test_calculate_portfolio_value(portfolio, prices):	CODE
LOW	tests/backtesting/test_valuation.py	28	def test_compute_exposures_with_no_shorts_ratio_inf(portfolio, prices):	CODE
LOW	tests/backtesting/test_valuation.py	35	def test_compute_portfolio_summary(portfolio, prices):	CODE
LOW	tests/backtesting/test_metrics.py	24	def test_metrics_insufficient_data_no_update():	CODE
LOW	tests/backtesting/test_metrics.py	33	def test_metrics_basic_sharpe_sortino_and_drawdown():	CODE
LOW	tests/backtesting/test_metrics.py	45	def test_metrics_zero_volatility_sharpe_zero():	CODE
LOW⚡	tests/backtesting/test_portfolio.py	7	def test_apply_long_buy_basic(portfolio: Portfolio) -> None:	CODE
LOW⚡	tests/backtesting/test_portfolio.py	17	def test_apply_long_buy_partial_fill_when_insufficient_cash() -> None:	CODE
LOW⚡	tests/backtesting/test_portfolio.py	27	def test_apply_long_sell_realized_gain_and_cost_basis_reset(portfolio: Portfolio) -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	40	def test_apply_long_sell_clamps_to_owned() -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	49	def test_apply_short_open_basic(portfolio: Portfolio) -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	63	def test_apply_short_open_partial_when_insufficient_margin_cash() -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	77	def test_apply_short_open_uses_available_cash_not_total_cash() -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	95	def test_apply_short_cover_realized_gain_and_margin_release(portfolio: Portfolio) -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	113	def test_apply_short_cover_clamps_to_existing_short() -> None:	CODE
LOW	tests/backtesting/test_portfolio.py	124	def test_zero_or_negative_quantity_is_noop(portfolio: Portfolio, action: str) -> None:	CODE
LOW	tests/backtesting/test_execution.py	4	def test_trade_executor_routes_actions(portfolio):	CODE
LOW	tests/backtesting/test_execution.py	21	def test_trade_executor_guards_and_unknown_action(portfolio):	CODE
LOW	tests/backtesting/test_controller.py	13	def test_agent_controller_normalizes_and_snapshots(portfolio):	CODE
LOW	tests/backtesting/integration/conftest.py	30	def _load_price_df_from_fixture(ticker: str, start: str, end: str) -> pd.DataFrame:	CODE
LOW	tests/backtesting/integration/conftest.py	63	def _load_financial_metrics_from_fixture(ticker: str, end: str, limit: int) -> list[dict]:	CODE
LOW	tests/backtesting/integration/conftest.py	92	def _load_insider_from_fixture(ticker: str, start: str \| None, end: str, limit: int) -> list[dict]:	CODE
LOW	tests/backtesting/integration/conftest.py	111	def _fake_get_financial_metrics(ticker: str, end_date: str, period: str = "ttm", limit: int = 10, api_key: str \| Non	CODE
LOW	…backtesting/integration/test_integration_long_short.py	5	def test_long_short_strategy_partial_exits():	CODE
LOW	…backtesting/integration/test_integration_long_short.py	83	def test_long_short_strategy_full_liquidation_to_cash():	CODE
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Unused Imports136 hits · 134 pts

Severity	File	Line	Context
LOW	app/backend/main.py	4	CODE
LOW	app/backend/database/__init__.py	1	CODE
LOW	app/backend/database/__init__.py	1	CODE
LOW	app/backend/database/__init__.py	1	CODE
LOW	app/backend/database/__init__.py	2	CODE
LOW	app/backend/database/connection.py	4	CODE
LOW	app/backend/repositories/__init__.py	1	CODE
LOW	app/backend/repositories/api_key_repository.py	4	CODE
LOW	app/backend/routes/language_models.py	2	CODE
LOW	app/backend/routes/language_models.py	2	CODE
LOW	app/backend/routes/language_models.py	2	CODE
LOW	app/backend/routes/flow_runs.py	8	CODE
LOW	app/backend/routes/ollama.py	4	CODE
LOW	app/backend/services/ollama_service.py	3	CODE
LOW	app/backend/services/ollama_service.py	7	CODE
LOW	app/backend/services/ollama_service.py	9	CODE
LOW	app/backend/services/ollama_service.py	10	CODE
LOW	tests/test_cache.py	1	CODE
LOW	tests/backtesting/test_portfolio.py	1	CODE
LOW	v2/models.py	3	CODE
LOW	v2/analyze.py	13	CODE
LOW	v2/demo/backtest.py	21	CODE
LOW	v2/event_study/plot.py	14	CODE
LOW	v2/event_study/models.py	12	CODE
LOW	v2/event_study/test_event_study.py	3	CODE
LOW	v2/event_study/__init__.py	7	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	8	CODE
LOW	v2/event_study/__init__.py	16	CODE
LOW	v2/event_study/__init__.py	16	CODE
LOW	v2/event_study/__init__.py	16	CODE
LOW	v2/event_study/engine.py	26	CODE
LOW	v2/event_study/stats.py	8	CODE
LOW	v2/event_study/__main__.py	6	CODE
LOW	v2/event_study/__main__.py	12	CODE
LOW	v2/llm/client.py	12	CODE
LOW	v2/llm/cache.py	13	CODE
LOW	v2/llm/__init__.py	3	CODE
LOW	v2/llm/__init__.py	3	CODE
LOW	v2/llm/__init__.py	4	CODE
LOW	v2/llm/__init__.py	4	CODE
LOW	v2/llm/__init__.py	4	CODE
LOW	v2/llm/__init__.py	4	CODE
LOW	v2/llm/__init__.py	4	CODE
LOW	v2/backtesting/models.py	3	CODE
LOW	v2/backtesting/__init__.py	3	CODE
LOW	v2/backtesting/__init__.py	4	CODE
LOW	v2/backtesting/__init__.py	4	CODE
LOW	v2/backtesting/__init__.py	4	CODE
LOW	v2/backtesting/engine.py	27	CODE
LOW	v2/backtesting/test_backtest.py	3	CODE
LOW	v2/backtesting/__main__.py	6	CODE
LOW	v2/signals/buffett.py	9	CODE
LOW	v2/signals/test_signals.py	3	CODE
LOW	v2/signals/__init__.py	7	CODE
LOW	v2/signals/__init__.py	9	CODE
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Excessive Try-Catch Wrapping105 hits · 107 pts

Severity	File	Line	Snippet	Context
LOW	app/backend/main.py	53	except Exception as e:	CODE
LOW	app/backend/routes/language_models.py	31	except Exception as e:	CODE
LOW	app/backend/routes/language_models.py	61	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	50	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	82	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	109	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	136	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	166	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	212	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	246	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	274	except Exception as e:	CODE
LOW	app/backend/routes/flow_runs.py	302	except Exception as e:	CODE
LOW	app/backend/routes/hedge_fund.py	59	except Exception:	CODE
LOW	app/backend/routes/hedge_fund.py	159	except Exception as e:	CODE
LOW	app/backend/routes/hedge_fund.py	216	except Exception:	CODE
LOW	app/backend/routes/hedge_fund.py	335	except Exception as e:	CODE
LOW	app/backend/routes/hedge_fund.py	350	except Exception as e:	CODE
LOW	app/backend/routes/storage.py	43	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	41	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	58	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	80	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	112	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	134	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	156	except Exception as e:	CODE
LOW	app/backend/routes/flows.py	173	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	38	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	55	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	77	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	104	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	126	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	151	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	178	except Exception as e:	CODE
LOW	app/backend/routes/api_keys.py	200	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	53	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	85	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	117	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	154	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	193	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	215	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	238	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	275	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	291	except Exception as e:	CODE
LOW	app/backend/routes/ollama.py	317	except Exception as e:	CODE
LOW	app/backend/services/graph.py	190	except Exception as e:	CODE
LOW⚡	app/backend/services/ollama_service.py	228	except Exception as e:	CODE
LOW⚡	app/backend/services/ollama_service.py	239	except Exception:	CODE
LOW⚡	app/backend/services/ollama_service.py	270	except Exception:	CODE
LOW⚡	app/backend/services/ollama_service.py	282	except Exception:	CODE
LOW	app/backend/services/ollama_service.py	53	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	65	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	77	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	89	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	106	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	120	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	148	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	204	except Exception:	CODE
LOW	app/backend/services/ollama_service.py	213	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	256	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	301	except Exception as e:	CODE
LOW	app/backend/services/ollama_service.py	321	except Exception as e:	CODE
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Self-Referential Comments22 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/run.sh	221	# Create a temporary directory for log files	COMMENT
MEDIUM	app/backend/routes/flow_runs.py	41	# Create the flow run	COMMENT
MEDIUM	app/backend/routes/health.py	18	# Create a JSON object for each ping	COMMENT
MEDIUM	app/backend/routes/hedge_fund.py	33	# Create the portfolio	COMMENT
MEDIUM	app/backend/routes/hedge_fund.py	183	# Create the portfolio (same as /run endpoint)	COMMENT
MEDIUM	…/backtesting/integration/test_integration_long_only.py	14	# Define the exact trading sequence we want to test	COMMENT
MEDIUM	…/backtesting/integration/test_integration_long_only.py	104	# Define the exact trading sequence we want to test	COMMENT
MEDIUM	…/backtesting/integration/test_integration_long_only.py	206	# Define the exact trading sequence we want to test	COMMENT
MEDIUM	src/tools/api.py	65	# Create a cache key that includes all parameters to ensure exact matches	COMMENT
MEDIUM	src/tools/api.py	107	# Create a cache key that includes all parameters to ensure exact matches	COMMENT
MEDIUM	src/tools/api.py	191	# Create a cache key that includes all parameters to ensure exact matches	COMMENT
MEDIUM	src/tools/api.py	257	# Create a cache key that includes all parameters to ensure exact matches	COMMENT
MEDIUM	src/agents/warren_buffett.py	141	# Create the message	COMMENT
MEDIUM	src/agents/sentiment.py	120	# Create the sentiment message	COMMENT
MEDIUM	src/agents/fundamentals.py	145	# Create the fundamental analysis message	COMMENT
MEDIUM	src/agents/technicals.py	140	# Create the technical analyst message	COMMENT
MEDIUM	src/agents/news_sentiment.py	138	# Create the sentiment analysis	COMMENT
MEDIUM	src/agents/nassim_taleb.py	156	# Create the message	COMMENT
MEDIUM	src/utils/progress.py	92	# Create the status text with appropriate styling	COMMENT
MEDIUM	src/utils/progress.py	115	# Create a global instance	COMMENT
MEDIUM	src/utils/ollama.py	275	# Create a progress bar	COMMENT
MEDIUM	src/data/cache.py	16	# Create a set of existing keys for O(1) lookup	COMMENT

Deep Nesting54 hits · 54 pts

Severity	File	Line	Context
LOW	app/backend/main.py	33	CODE
LOW	app/backend/routes/hedge_fund.py	26	CODE
LOW	app/backend/routes/hedge_fund.py	170	CODE
LOW	app/backend/routes/hedge_fund.py	63	CODE
LOW	app/backend/routes/hedge_fund.py	220	CODE
LOW	app/backend/services/backtest_service.py	60	CODE
LOW	app/backend/services/backtest_service.py	285	CODE
LOW	app/backend/services/portfolio.py	6	CODE
LOW	v2/analyze.py	27	CODE
LOW	v2/llm/client.py	78	CODE
LOW	src/llm/models.py	151	CODE
LOW	src/backtesting/engine.py	96	CODE
LOW	src/graph/state.py	21	CODE
LOW	src/graph/state.py	24	CODE
LOW	src/agents/peter_lynch.py	161	CODE
LOW	src/agents/peter_lynch.py	289	CODE
LOW	src/agents/peter_lynch.py	396	CODE
LOW	src/agents/rakesh_jhunjhunwala.py	17	CODE
LOW	src/agents/rakesh_jhunjhunwala.py	162	CODE
LOW	src/agents/rakesh_jhunjhunwala.py	246	CODE
LOW	src/agents/rakesh_jhunjhunwala.py	437	CODE
LOW	src/agents/rakesh_jhunjhunwala.py	498	CODE
LOW	src/agents/warren_buffett.py	696	CODE
LOW	src/agents/michael_burry.py	173	CODE
LOW	src/agents/stanley_druckenmiller.py	166	CODE
LOW	src/agents/stanley_druckenmiller.py	273	CODE
LOW	src/agents/stanley_druckenmiller.py	351	CODE
LOW	src/agents/technicals.py	407	CODE
LOW	src/agents/cathie_wood.py	111	CODE
LOW	src/agents/cathie_wood.py	210	CODE
LOW	src/agents/phil_fisher.py	167	CODE
LOW	src/agents/phil_fisher.py	328	CODE
LOW	src/agents/phil_fisher.py	461	CODE
LOW	src/agents/portfolio_manager.py	25	CODE
LOW	src/agents/news_sentiment.py	25	CODE
LOW	src/agents/valuation.py	21	CODE
LOW	src/agents/charlie_munger.py	161	CODE
LOW	src/agents/charlie_munger.py	268	CODE
LOW	src/agents/charlie_munger.py	469	CODE
LOW	src/agents/ben_graham.py	207	CODE
LOW	src/agents/nassim_taleb.py	269	CODE
LOW	src/agents/nassim_taleb.py	355	CODE
LOW	src/agents/nassim_taleb.py	453	CODE
LOW	src/agents/nassim_taleb.py	559	CODE
LOW	src/agents/nassim_taleb.py	628	CODE
LOW	src/agents/mohnish_pabrai.py	196	CODE
LOW	src/agents/mohnish_pabrai.py	253	CODE
LOW	src/agents/risk_manager.py	11	CODE
LOW	src/utils/llm.py	10	CODE
LOW	src/utils/llm.py	87	CODE
LOW	src/utils/llm.py	109	CODE
LOW	src/utils/display.py	17	CODE
LOW	src/utils/ollama.py	114	CODE
LOW	src/utils/ollama.py	207	CODE

Redundant / Tautological Comments33 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	docker/run.sh	123	# Check if command is provided	COMMENT
LOW	docker/run.sh	174	# Check if Ollama is running	COMMENT
LOW	docker/run.sh	226	# Check if the model was successfully pulled	COMMENT
LOW	docker/run.sh	244	# Check if .env file exists, if not create from .env.example	COMMENT
LOW	app/run.sh	135	# Check if .env exists in the root directory	COMMENT
LOW	app/run.sh	164	# Check if database already exists	COMMENT
LOW	app/run.sh	178	# Check if dependencies are actually installed and working	COMMENT
LOW	app/run.sh	202	# Check if node_modules exists and has content	COMMENT
LOW	app/run.sh	260	# Check if backend started successfully	COMMENT
LOW	app/run.sh	289	# Check if frontend started successfully	COMMENT
LOW	app/run.sh	318	# Check if processes are still running	COMMENT
LOW	app/backend/repositories/api_key_repository.py	23	# Check if API key already exists for this provider	COMMENT
LOW	…rsions/3f9a6b7c8d2e_add_hedgefundflowruncycle_table.py	22	# Check if columns already exist before adding them	COMMENT
LOW	…rsions/3f9a6b7c8d2e_add_hedgefundflowruncycle_table.py	71	# Check if table exists before dropping	COMMENT
LOW	app/backend/routes/hedge_fund.py	100	# Check if client disconnected	COMMENT
LOW	app/backend/routes/hedge_fund.py	275	# Check if client disconnected	COMMENT
LOW	app/backend/services/graph.py	97	# Check if this is a direct connection from analyst to portfolio manager	COMMENT
LOW⚡	app/backend/services/ollama_service.py	234	# Check if already running	COMMENT
LOW⚡	app/backend/services/ollama_service.py	279	# Check if already stopped	COMMENT
LOW	app/backend/services/ollama_service.py	470	# Check if download is complete	COMMENT
LOW	src/tools/api.py	321	# Check if end_date is today	COMMENT
LOW	src/llm/models.py	188	# Check if OLLAMA_HOST is set (for Docker on macOS)	COMMENT
LOW	src/agents/warren_buffett.py	730	# Check if company has been able to maintain high margins consistently	COMMENT
LOW	src/agents/cathie_wood.py	136	# Check if growth is accelerating (first growth rate higher than last, since they're in reverse order)	COMMENT
LOW	src/agents/phil_fisher.py	278	# Check if margins are stable or improving (comparing oldest to newest)	COMMENT
LOW	src/agents/phil_fisher.py	388	# Check if FCF is positive in recent years	COMMENT
LOW	src/agents/charlie_munger.py	183	# Check if ROIC consistently above 15% (Munger's threshold)	COMMENT
LOW⚡	src/utils/docker.py	88	# Check if the model has been downloaded	COMMENT
LOW	src/utils/ollama.py	136	# Check if it's now installed	COMMENT
LOW	src/utils/ollama.py	193	# Check if it's now installed	COMMENT
LOW	src/utils/ollama.py	321	# Check if Ollama is installed	COMMENT
LOW	src/utils/ollama.py	339	# Check if the model is already downloaded	COMMENT
LOW	src/utils/ollama.py	362	# Check if we're running in Docker	COMMENT

AI Slop Vocabulary10 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/frontend/src/contexts/node-context.tsx	123	// Add message to history if it's new - use more robust checking	COMMENT
MEDIUM	src/tools/api.py	94	# Cache the results using the comprehensive cache key	COMMENT
MEDIUM	src/tools/api.py	136	# Cache the results as dicts using the comprehensive cache key	COMMENT
MEDIUM	src/tools/api.py	244	# Cache the results using the comprehensive cache key	COMMENT
MEDIUM	src/tools/api.py	310	# Cache the results using the comprehensive cache key	COMMENT
MEDIUM	src/agents/rakesh_jhunjhunwala.py	115	# Create comprehensive analysis summary	COMMENT
MEDIUM	src/agents/cathie_wood.py	39	# Request multiple periods of data (annual or TTM) for a more robust view.	COMMENT
MEDIUM	src/agents/bill_ackman.py	37	# Request multiple periods of data (annual or TTM) for a more robust long-term view.	COMMENT
MEDIUM	src/agents/mohnish_pabrai.py	167	# Low leverage	COMMENT
MEDIUM	src/agents/risk_manager.py	223	"""Calculate comprehensive volatility metrics from price data."""	STRING

Verbosity Indicators11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	v2/event_study/engine.py	153	# Step 1: Get earnings filings for this ticker	COMMENT
LOW⚡	v2/event_study/engine.py	158	# Step 2: Drop retrospective rows (e.g., Q4 data parsed from a Q1 8-K)	COMMENT
LOW⚡	v2/event_study/engine.py	163	# Step 3: Fetch stock prices — one call covering all events.	COMMENT
LOW	v2/event_study/engine.py	176	# Step 4: Build aligned return series.	COMMENT
LOW	v2/event_study/engine.py	196	# Step 5: Process each earnings event	COMMENT
LOW⚡	src/utils/docker.py	12	# Step 1: Check if Ollama service is available	COMMENT
LOW⚡	src/utils/docker.py	16	# Step 2: Check if model is already available	COMMENT
LOW⚡	src/utils/docker.py	22	# Step 3: Model not available - ask if user wants to download	COMMENT
LOW⚡	src/utils/docker.py	29	# Step 4: Download the model	COMMENT
LOW	src/utils/docker.py	68	# Step 1: Initiate the download	COMMENT
LOW⚡	src/utils/docker.py	80	# Step 2: Monitor the download progress	COMMENT

Structural Annotation Overuse11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	v2/event_study/engine.py	153	# Step 1: Get earnings filings for this ticker	COMMENT
LOW⚡	v2/event_study/engine.py	158	# Step 2: Drop retrospective rows (e.g., Q4 data parsed from a Q1 8-K)	COMMENT
LOW⚡	v2/event_study/engine.py	163	# Step 3: Fetch stock prices — one call covering all events.	COMMENT
LOW	v2/event_study/engine.py	176	# Step 4: Build aligned return series.	COMMENT
LOW	v2/event_study/engine.py	196	# Step 5: Process each earnings event	COMMENT
LOW⚡	src/utils/docker.py	12	# Step 1: Check if Ollama service is available	COMMENT
LOW⚡	src/utils/docker.py	16	# Step 2: Check if model is already available	COMMENT
LOW⚡	src/utils/docker.py	22	# Step 3: Model not available - ask if user wants to download	COMMENT
LOW⚡	src/utils/docker.py	29	# Step 4: Download the model	COMMENT
LOW	src/utils/docker.py	68	# Step 1: Initiate the download	COMMENT
LOW⚡	src/utils/docker.py	80	# Step 2: Monitor the download progress	COMMENT

Modern Structural Boilerplate18 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	app/backend/main.py	13	logger = logging.getLogger(__name__)	CODE
LOW	app/backend/database/__init__.py	4	__all__ = ["get_db", "engine", "SessionLocal", "Base"]	CODE
LOW	app/backend/repositories/__init__.py	3	__all__ = ["FlowRepository"]	CODE
LOW	app/backend/routes/ollama.py	10	logger = logging.getLogger(__name__)	CODE
LOW	app/backend/services/ollama_service.py	17	logger = logging.getLogger(__name__)	CODE
LOW	v2/event_study/__init__.py	22	__all__ = [	CODE
LOW	v2/event_study/engine.py	50	logger = logging.getLogger(__name__)	CODE
LOW	v2/llm/__init__.py	6	__all__ = [	CODE
LOW	v2/backtesting/__init__.py	10	__all__ = [	CODE
LOW	v2/backtesting/engine.py	38	logger = logging.getLogger(__name__)	CODE
LOW	v2/signals/__init__.py	19	__all__ = [	CODE
LOW	v2/signals/llm_agent.py	33	logger = logging.getLogger(__name__)	CODE
LOW	v2/features/__init__.py	15	__all__ = [	CODE
LOW	v2/data/client.py	21	logger = logging.getLogger(__name__)	CODE
LOW	v2/data/__init__.py	18	__all__ = [	CODE
LOW	src/tools/api.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/backtesting/metrics.py	15	def update_metrics(self, metrics: PerformanceMetrics, values: Sequence[PortfolioValuePoint]) -> None:	CODE
LOW	src/backtesting/__init__.py	30	__all__ = [	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	src/agents/stanley_druckenmiller.py	based on the following analysis, create a phil fisher-style investment signal. analysis data for {ticker}: {analysis_dat	STRING
HIGH	src/agents/cathie_wood.py	based on the following analysis, create a phil fisher-style investment signal. analysis data for {ticker}: {analysis_dat	STRING
HIGH	src/agents/phil_fisher.py	based on the following analysis, create a phil fisher-style investment signal. analysis data for {ticker}: {analysis_dat	STRING

Cross-Language Confusion2 hits · 11 pts

Severity	File	Line	Snippet	Context
HIGH⚡	v2/data/models.py	40	All ratio/metric fields are nullable (NaN/Inf sanitised to null).	STRING
HIGH	v2/data/models.py	213	# Period-over-period changes (omitted from response if null)	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	app/frontend/src/components/Flow.tsx	181	// useEffect(() => {	COMMENT
LOW	app/frontend/src/lib/utils.ts	21	return 'bg-gray-600/20 text-primary border-gray-600/40';	COMMENT
LOW	app/backend/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	app/backend/alembic.ini	21	# Any required deps can installed by adding `alembic[tz]` to the pip requirements	COMMENT
LOW	app/backend/alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	app/backend/alembic.ini	61		COMMENT
LOW	tests/__init__.py	1	# Tests package	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/tools/api.py	30	Make an API request with rate limiting handling and moderate backoff. Args: url: The URL to reques	STRING

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	app/backend/repositories/flow_repository.py	47	CODE
LOW	app/backend/services/graph.py	138	CODE
LOW	src/utils/display.py	333	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings