virattt/ai-hedge-fund

Pattern Findings

622 matches across 12 categories. Click a row to expand file-level details.

Decorative Section Separators117 hits · 375 pts

Severity	File	Line	Snippet
MEDIUM	app/backend/services/ollama_service.py	30	# =============================================================================
MEDIUM	app/backend/services/ollama_service.py	32	# =============================================================================
MEDIUM	app/backend/services/ollama_service.py	174	# =============================================================================
MEDIUM	app/backend/services/ollama_service.py	176	# =============================================================================
MEDIUM	v2/models.py	10	# ---------------------------------------------------------------------------
MEDIUM	v2/models.py	12	# ---------------------------------------------------------------------------
MEDIUM	v2/models.py	34	# ---------------------------------------------------------------------------
MEDIUM	v2/models.py	36	# ---------------------------------------------------------------------------
MEDIUM	v2/models.py	48	# ---------------------------------------------------------------------------
MEDIUM	v2/models.py	50	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	20	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	22	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	102	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	104	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	125	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	127	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	175	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/test_event_study.py	177	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	64	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	66	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	133	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	135	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	208	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	210	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	294	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	296	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	360	# ---------------------------------------------------------------------------
MEDIUM	v2/event_study/engine.py	362	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	106	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	108	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	175	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	177	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	188	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	190	# ------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	246	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/engine.py	248	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	15	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	17	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	53	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	55	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	75	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	77	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	128	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	130	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	230	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	232	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	273	# ---------------------------------------------------------------------------
MEDIUM	v2/backtesting/test_backtest.py	275	# ---------------------------------------------------------------------------
MEDIUM	v2/signals/base.py	37	# ------------------------------------------------------------------
MEDIUM	v2/signals/base.py	39	# ------------------------------------------------------------------
MEDIUM	v2/data/models.py	15	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	17	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	32	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	34	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	104	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	106	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	129	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	131	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	145	# ---------------------------------------------------------------------------
MEDIUM	v2/data/models.py	147	# ---------------------------------------------------------------------------
57 more matches not shown…

Hyper-Verbose Identifiers149 hits · 158 pts

Severity	File	Line	Snippet
LOW	…/src/components/panels/bottom/tabs/backtest-output.tsx	301	function BacktestPerformanceMetrics({ agentData }: { agentData: Record<string, any> }) {
LOW	app/frontend/src/hooks/use-keyboard-shortcuts.ts	68	export function useLayoutKeyboardShortcuts(
LOW	app/backend/repositories/flow_run_repository.py	108	def delete_flow_runs_by_flow_id(self, flow_id: int) -> int:
LOW	app/backend/routes/language_models.py	41	async def get_language_model_providers():
LOW	app/backend/routes/ollama.py	165	async def download_model_with_progress(request: ModelRequest):
LOW	app/backend/services/graph.py	180	def parse_hedge_fund_response(response):
LOW	app/backend/services/ollama_service.py	93	async def download_model_with_progress(self, model_name: str) -> AsyncGenerator[str, None]:
LOW	app/backend/services/ollama_service.py	156	def get_all_download_progress(self) -> Dict[str, Dict[str, any]]:
LOW	app/backend/services/ollama_service.py	442	def _process_download_progress(self, progress, model_name: str) -> Optional[Dict[str, any]]:
LOW	app/backend/services/backtest_service.py	207	def calculate_portfolio_value(self, current_prices: Dict[str, float]) -> float:
LOW	app/backend/services/backtest_service.py	238	def _update_performance_metrics(self, performance_metrics: Dict[str, Any]):
LOW	tests/test_api_rate_limiting.py	12	def test_handles_single_rate_limit(self, mock_get, mock_sleep):
LOW	tests/test_api_rate_limiting.py	46	def test_handles_multiple_rate_limits(self, mock_get, mock_sleep):
LOW	tests/test_api_rate_limiting.py	83	def test_handles_post_rate_limiting(self, mock_post, mock_sleep):
LOW	tests/test_api_rate_limiting.py	118	def test_ignores_other_errors(self, mock_get, mock_sleep):
LOW	tests/test_api_rate_limiting.py	145	def test_normal_success_requests(self, mock_get, mock_sleep):
LOW	tests/test_api_rate_limiting.py	220	def test_max_retries_exceeded(self, mock_get, mock_sleep):
LOW	tests/test_cli_ticker_alias.py	29	def test_shared_cli_accepts_documented_ticker_alias() -> None:
LOW	tests/test_cli_ticker_alias.py	40	def test_backtesting_cli_accepts_documented_ticker_alias() -> None:
LOW	tests/test_cache.py	9	def test_new_cache_has_empty_stores(self):
LOW	tests/test_cache.py	21	def test_returns_cache_instance(self):
LOW	tests/test_cache.py	25	def test_returns_same_instance(self):
LOW	tests/test_cache.py	32	def test_returns_new_data_when_existing_is_none(self):
LOW	tests/test_cache.py	38	def test_returns_new_data_when_existing_is_empty(self):
LOW	tests/test_cache.py	43	def test_merges_without_duplicates(self):
LOW	tests/test_cache.py	53	def test_does_not_mutate_existing_list(self):
LOW	tests/test_cache.py	70	def test_get_returns_none_for_unknown_ticker(self):
LOW	tests/test_cache.py	74	def test_deduplicates_by_time(self):
LOW	tests/test_cache.py	83	def test_different_tickers_are_independent(self):
LOW	tests/test_cache.py	100	def test_deduplicates_by_report_period(self):
LOW	tests/test_cache.py	117	def test_deduplicates_by_report_period(self):
LOW	tests/test_cache.py	134	def test_deduplicates_by_filing_date(self):
LOW	tests/test_cache.py	152	def test_deduplicates_by_date(self):
LOW	tests/backtesting/test_results.py	4	def test_results_builder_builds_rows_and_summary(monkeypatch, portfolio):
LOW	tests/backtesting/test_results.py	22	def fake_print_backtest_results(rows):
LOW	tests/backtesting/test_valuation.py	4	def test_calculate_portfolio_value(portfolio, prices):
LOW	tests/backtesting/test_valuation.py	28	def test_compute_exposures_with_no_shorts_ratio_inf(portfolio, prices):
LOW	tests/backtesting/test_valuation.py	35	def test_compute_portfolio_summary(portfolio, prices):
LOW	tests/backtesting/test_metrics.py	24	def test_metrics_insufficient_data_no_update():
LOW	tests/backtesting/test_metrics.py	33	def test_metrics_basic_sharpe_sortino_and_drawdown():
LOW	tests/backtesting/test_metrics.py	45	def test_metrics_zero_volatility_sharpe_zero():
LOW	tests/backtesting/test_portfolio.py	7	def test_apply_long_buy_basic(portfolio: Portfolio) -> None:
LOW	tests/backtesting/test_portfolio.py	17	def test_apply_long_buy_partial_fill_when_insufficient_cash() -> None:
LOW	tests/backtesting/test_portfolio.py	27	def test_apply_long_sell_realized_gain_and_cost_basis_reset(portfolio: Portfolio) -> None:
LOW	tests/backtesting/test_portfolio.py	40	def test_apply_long_sell_clamps_to_owned() -> None:
LOW	tests/backtesting/test_portfolio.py	49	def test_apply_short_open_basic(portfolio: Portfolio) -> None:
LOW	tests/backtesting/test_portfolio.py	63	def test_apply_short_open_partial_when_insufficient_margin_cash() -> None:
LOW	tests/backtesting/test_portfolio.py	77	def test_apply_short_open_uses_available_cash_not_total_cash() -> None:
LOW	tests/backtesting/test_portfolio.py	95	def test_apply_short_cover_realized_gain_and_margin_release(portfolio: Portfolio) -> None:
LOW	tests/backtesting/test_portfolio.py	113	def test_apply_short_cover_clamps_to_existing_short() -> None:
LOW	tests/backtesting/test_portfolio.py	124	def test_zero_or_negative_quantity_is_noop(portfolio: Portfolio, action: str) -> None:
LOW	tests/backtesting/test_execution.py	4	def test_trade_executor_routes_actions(portfolio):
LOW	tests/backtesting/test_execution.py	21	def test_trade_executor_guards_and_unknown_action(portfolio):
LOW	tests/backtesting/test_controller.py	13	def test_agent_controller_normalizes_and_snapshots(portfolio):
LOW	tests/backtesting/integration/conftest.py	30	def _load_price_df_from_fixture(ticker: str, start: str, end: str) -> pd.DataFrame:
LOW	tests/backtesting/integration/conftest.py	63	def _load_financial_metrics_from_fixture(ticker: str, end: str, limit: int) -> list[dict]:
LOW	tests/backtesting/integration/conftest.py	92	def _load_insider_from_fixture(ticker: str, start: str \| None, end: str, limit: int) -> list[dict]:
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
LOW	…backtesting/integration/test_integration_long_short.py	5	def test_long_short_strategy_partial_exits():
LOW	…backtesting/integration/test_integration_long_short.py	83	def test_long_short_strategy_full_liquidation_to_cash():
89 more matches not shown…

Unused Imports115 hits · 113 pts

Severity	File	Line
LOW	app/backend/main.py	4
LOW	app/backend/database/__init__.py	1
LOW	app/backend/database/__init__.py	1
LOW	app/backend/database/__init__.py	1
LOW	app/backend/database/__init__.py	2
LOW	app/backend/database/connection.py	4
LOW	app/backend/repositories/__init__.py	1
LOW	app/backend/repositories/api_key_repository.py	4
LOW	app/backend/routes/language_models.py	2
LOW	app/backend/routes/language_models.py	2
LOW	app/backend/routes/language_models.py	2
LOW	app/backend/routes/flow_runs.py	8
LOW	app/backend/routes/ollama.py	4
LOW	app/backend/services/ollama_service.py	3
LOW	app/backend/services/ollama_service.py	7
LOW	app/backend/services/ollama_service.py	9
LOW	app/backend/services/ollama_service.py	10
LOW	tests/test_cache.py	1
LOW	tests/backtesting/test_portfolio.py	1
LOW	v2/models.py	3
LOW	v2/event_study/plot.py	14
LOW	v2/event_study/models.py	12
LOW	v2/event_study/test_event_study.py	3
LOW	v2/event_study/__init__.py	7
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	8
LOW	v2/event_study/__init__.py	16
LOW	v2/event_study/__init__.py	16
LOW	v2/event_study/__init__.py	16
LOW	v2/event_study/engine.py	26
LOW	v2/event_study/stats.py	8
LOW	v2/event_study/__main__.py	6
LOW	v2/event_study/__main__.py	12
LOW	v2/backtesting/models.py	3
LOW	v2/backtesting/__init__.py	3
LOW	v2/backtesting/__init__.py	4
LOW	v2/backtesting/__init__.py	4
LOW	v2/backtesting/__init__.py	4
LOW	v2/backtesting/__init__.py	4
LOW	v2/backtesting/__init__.py	10
LOW	v2/backtesting/__init__.py	10
LOW	v2/backtesting/strategy.py	13
LOW	v2/backtesting/engine.py	17
LOW	v2/backtesting/test_backtest.py	3
LOW	v2/backtesting/__main__.py	6
LOW	v2/signals/__init__.py	7
LOW	v2/signals/base.py	3
LOW	v2/data/models.py	7
LOW	v2/data/protocol.py	18
LOW	v2/data/client.py	3
LOW	v2/data/__init__.py	3
LOW	v2/data/__init__.py	4
LOW	v2/data/__init__.py	4
LOW	v2/data/__init__.py	4
LOW	v2/data/__init__.py	4
LOW	v2/data/__init__.py	4
55 more matches not shown…

Excessive Try-Catch Wrapping103 hits · 104 pts

Severity	File	Line	Snippet
LOW	app/backend/main.py	53	except Exception as e:
LOW	app/backend/routes/language_models.py	31	except Exception as e:
LOW	app/backend/routes/language_models.py	61	except Exception as e:
LOW	app/backend/routes/flow_runs.py	50	except Exception as e:
LOW	app/backend/routes/flow_runs.py	82	except Exception as e:
LOW	app/backend/routes/flow_runs.py	109	except Exception as e:
LOW	app/backend/routes/flow_runs.py	136	except Exception as e:
LOW	app/backend/routes/flow_runs.py	166	except Exception as e:
LOW	app/backend/routes/flow_runs.py	212	except Exception as e:
LOW	app/backend/routes/flow_runs.py	246	except Exception as e:
LOW	app/backend/routes/flow_runs.py	274	except Exception as e:
LOW	app/backend/routes/flow_runs.py	302	except Exception as e:
LOW	app/backend/routes/hedge_fund.py	59	except Exception:
LOW	app/backend/routes/hedge_fund.py	159	except Exception as e:
LOW	app/backend/routes/hedge_fund.py	216	except Exception:
LOW	app/backend/routes/hedge_fund.py	335	except Exception as e:
LOW	app/backend/routes/hedge_fund.py	350	except Exception as e:
LOW	app/backend/routes/storage.py	43	except Exception as e:
LOW	app/backend/routes/flows.py	41	except Exception as e:
LOW	app/backend/routes/flows.py	58	except Exception as e:
LOW	app/backend/routes/flows.py	80	except Exception as e:
LOW	app/backend/routes/flows.py	112	except Exception as e:
LOW	app/backend/routes/flows.py	134	except Exception as e:
LOW	app/backend/routes/flows.py	156	except Exception as e:
LOW	app/backend/routes/flows.py	173	except Exception as e:
LOW	app/backend/routes/api_keys.py	38	except Exception as e:
LOW	app/backend/routes/api_keys.py	55	except Exception as e:
LOW	app/backend/routes/api_keys.py	77	except Exception as e:
LOW	app/backend/routes/api_keys.py	104	except Exception as e:
LOW	app/backend/routes/api_keys.py	126	except Exception as e:
LOW	app/backend/routes/api_keys.py	151	except Exception as e:
LOW	app/backend/routes/api_keys.py	178	except Exception as e:
LOW	app/backend/routes/api_keys.py	200	except Exception as e:
LOW	app/backend/routes/ollama.py	53	except Exception as e:
LOW	app/backend/routes/ollama.py	85	except Exception as e:
LOW	app/backend/routes/ollama.py	117	except Exception as e:
LOW	app/backend/routes/ollama.py	154	except Exception as e:
LOW	app/backend/routes/ollama.py	193	except Exception as e:
LOW	app/backend/routes/ollama.py	215	except Exception as e:
LOW	app/backend/routes/ollama.py	238	except Exception as e:
LOW	app/backend/routes/ollama.py	275	except Exception as e:
LOW	app/backend/routes/ollama.py	291	except Exception as e:
LOW	app/backend/routes/ollama.py	317	except Exception as e:
LOW	app/backend/services/graph.py	190	except Exception as e:
LOW	app/backend/services/ollama_service.py	228	except Exception as e:
LOW	app/backend/services/ollama_service.py	239	except Exception:
LOW	app/backend/services/ollama_service.py	270	except Exception:
LOW	app/backend/services/ollama_service.py	282	except Exception:
LOW	app/backend/services/ollama_service.py	53	except Exception as e:
LOW	app/backend/services/ollama_service.py	65	except Exception as e:
LOW	app/backend/services/ollama_service.py	77	except Exception as e:
LOW	app/backend/services/ollama_service.py	89	except Exception as e:
LOW	app/backend/services/ollama_service.py	106	except Exception as e:
LOW	app/backend/services/ollama_service.py	120	except Exception as e:
LOW	app/backend/services/ollama_service.py	148	except Exception as e:
LOW	app/backend/services/ollama_service.py	204	except Exception:
LOW	app/backend/services/ollama_service.py	213	except Exception as e:
LOW	app/backend/services/ollama_service.py	256	except Exception as e:
LOW	app/backend/services/ollama_service.py	301	except Exception as e:
LOW	app/backend/services/ollama_service.py	321	except Exception as e:
43 more matches not shown…

Self-Referential Comments22 hits · 66 pts

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

Deep Nesting52 hits · 52 pts

Severity	File	Line
LOW	app/backend/main.py	33
LOW	app/backend/routes/hedge_fund.py	26
LOW	app/backend/routes/hedge_fund.py	170
LOW	app/backend/routes/hedge_fund.py	63
LOW	app/backend/routes/hedge_fund.py	220
LOW	app/backend/services/backtest_service.py	60
LOW	app/backend/services/backtest_service.py	285
LOW	app/backend/services/portfolio.py	6
LOW	src/llm/models.py	142
LOW	src/backtesting/engine.py	96
LOW	src/graph/state.py	21
LOW	src/graph/state.py	24
LOW	src/agents/peter_lynch.py	161
LOW	src/agents/peter_lynch.py	289
LOW	src/agents/peter_lynch.py	396
LOW	src/agents/rakesh_jhunjhunwala.py	17
LOW	src/agents/rakesh_jhunjhunwala.py	162
LOW	src/agents/rakesh_jhunjhunwala.py	246
LOW	src/agents/rakesh_jhunjhunwala.py	437
LOW	src/agents/rakesh_jhunjhunwala.py	498
LOW	src/agents/warren_buffett.py	696
LOW	src/agents/michael_burry.py	173
LOW	src/agents/stanley_druckenmiller.py	166
LOW	src/agents/stanley_druckenmiller.py	273
LOW	src/agents/stanley_druckenmiller.py	351
LOW	src/agents/technicals.py	407
LOW	src/agents/cathie_wood.py	111
LOW	src/agents/cathie_wood.py	210
LOW	src/agents/phil_fisher.py	167
LOW	src/agents/phil_fisher.py	328
LOW	src/agents/phil_fisher.py	461
LOW	src/agents/portfolio_manager.py	25
LOW	src/agents/news_sentiment.py	25
LOW	src/agents/valuation.py	21
LOW	src/agents/charlie_munger.py	161
LOW	src/agents/charlie_munger.py	268
LOW	src/agents/charlie_munger.py	469
LOW	src/agents/ben_graham.py	207
LOW	src/agents/nassim_taleb.py	269
LOW	src/agents/nassim_taleb.py	355
LOW	src/agents/nassim_taleb.py	453
LOW	src/agents/nassim_taleb.py	559
LOW	src/agents/nassim_taleb.py	628
LOW	src/agents/mohnish_pabrai.py	196
LOW	src/agents/mohnish_pabrai.py	253
LOW	src/agents/risk_manager.py	11
LOW	src/utils/llm.py	10
LOW	src/utils/llm.py	87
LOW	src/utils/llm.py	109
LOW	src/utils/display.py	17
LOW	src/utils/ollama.py	114
LOW	src/utils/ollama.py	207

Redundant / Tautological Comments33 hits · 51 pts

Severity	File	Line	Snippet
LOW	docker/run.sh	123	# Check if command is provided
LOW	docker/run.sh	174	# Check if Ollama is running
LOW	docker/run.sh	226	# Check if the model was successfully pulled
LOW	docker/run.sh	244	# Check if .env file exists, if not create from .env.example
LOW	app/run.sh	135	# Check if .env exists in the root directory
LOW	app/run.sh	164	# Check if database already exists
LOW	app/run.sh	178	# Check if dependencies are actually installed and working
LOW	app/run.sh	202	# Check if node_modules exists and has content
LOW	app/run.sh	260	# Check if backend started successfully
LOW	app/run.sh	289	# Check if frontend started successfully
LOW	app/run.sh	318	# Check if processes are still running
LOW	app/backend/repositories/api_key_repository.py	23	# Check if API key already exists for this provider
LOW	…rsions/3f9a6b7c8d2e_add_hedgefundflowruncycle_table.py	22	# Check if columns already exist before adding them
LOW	…rsions/3f9a6b7c8d2e_add_hedgefundflowruncycle_table.py	71	# Check if table exists before dropping
LOW	app/backend/routes/hedge_fund.py	100	# Check if client disconnected
LOW	app/backend/routes/hedge_fund.py	275	# Check if client disconnected
LOW	app/backend/services/graph.py	97	# Check if this is a direct connection from analyst to portfolio manager
LOW	app/backend/services/ollama_service.py	234	# Check if already running
LOW	app/backend/services/ollama_service.py	279	# Check if already stopped
LOW	app/backend/services/ollama_service.py	470	# Check if download is complete
LOW	src/tools/api.py	321	# Check if end_date is today
LOW	src/llm/models.py	179	# Check if OLLAMA_HOST is set (for Docker on macOS)
LOW	src/agents/warren_buffett.py	730	# Check if company has been able to maintain high margins consistently
LOW	src/agents/cathie_wood.py	136	# Check if growth is accelerating (first growth rate higher than last, since they're in reverse order)
LOW	src/agents/phil_fisher.py	278	# Check if margins are stable or improving (comparing oldest to newest)
LOW	src/agents/phil_fisher.py	388	# Check if FCF is positive in recent years
LOW	src/agents/charlie_munger.py	183	# Check if ROIC consistently above 15% (Munger's threshold)
LOW	src/utils/docker.py	88	# Check if the model has been downloaded
LOW	src/utils/ollama.py	136	# Check if it's now installed
LOW	src/utils/ollama.py	193	# Check if it's now installed
LOW	src/utils/ollama.py	321	# Check if Ollama is installed
LOW	src/utils/ollama.py	339	# Check if the model is already downloaded
LOW	src/utils/ollama.py	362	# Check if we're running in Docker

AI Slop Vocabulary10 hits · 28 pts

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

Verbosity Indicators11 hits · 22 pts

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

Cross-Language Confusion2 hits · 11 pts

Severity	File	Line	Snippet
HIGH	v2/data/models.py	40	All ratio/metric fields are nullable (NaN/Inf sanitised to null).
HIGH	v2/data/models.py	208	# Period-over-period changes (omitted from response if null)

Over-Commented Block7 hits · 7 pts

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

Docstring Block Structure1 hit · 5 pts

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

Score History

Severity Breakdown

Pattern Findings