TauricResearch/TradingAgents

48.8

Adjusted Score

48.8

Raw Score

100%

Time Factor

2026-07-05

Last Push

92.9K

Stars

Python

Language

17.3K

Lines of Code

141

Files

611

Pattern Hits

2026-07-14

Scan Date

0.01

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 2MEDIUM 55LOW 554

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 611 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.

Hyper-Verbose Identifiers404 hits · 476 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_yfinance_stale_ohlcv_guard.py	39	def test_recent_prior_trading_day_is_accepted(self):	CODE
LOW⚡	tests/test_yfinance_stale_ohlcv_guard.py	43	def test_year_old_row_is_rejected_with_detail(self):	CODE
LOW⚡	tests/test_yfinance_stale_ohlcv_guard.py	51	def test_empty_frame_is_left_to_caller(self):	CODE
LOW⚡	tests/test_yfinance_stale_ohlcv_guard.py	57	def test_long_holiday_gap_within_threshold_is_accepted(self):	CODE
LOW⚡	tests/test_yfinance_stale_ohlcv_guard.py	63	def test_get_yfin_data_online_raises_on_stale_frame(self):	CODE
LOW	tests/test_yfinance_stale_ohlcv_guard.py	92	def test_router_sentinel_surfaces_stale_reason(self):	CODE
LOW	tests/test_market_toolnode.py	14	def test_market_toolnode_can_execute_verified_snapshot():	CODE
LOW⚡	tests/test_structured_agents.py	38	def test_minimal_required_fields(self):	CODE
LOW⚡	tests/test_structured_agents.py	47	def test_optional_fields_included_when_present(self):	CODE
LOW⚡	tests/test_structured_agents.py	278	def test_falls_back_to_freetext_when_structured_unavailable(self):	CODE
LOW⚡	tests/test_structured_agents.py	295	def test_header_contains_band_and_score(self):	CODE
LOW⚡	tests/test_structured_agents.py	306	def test_header_contains_confidence(self):	CODE
LOW⚡	tests/test_structured_agents.py	315	def test_narrative_preserved_in_output(self):	CODE
LOW⚡	tests/test_structured_agents.py	325	def test_all_six_bands_render(self):	CODE
LOW⚡	tests/test_structured_agents.py	333	def test_score_out_of_range_rejected(self):	CODE
LOW⚡	tests/test_structured_agents.py	382	def test_sentiment_report_also_in_messages(self):	CODE
LOW⚡	tests/test_structured_agents.py	389	def test_prompt_contains_ticker(self):	CODE
LOW⚡	tests/test_structured_agents.py	394	def test_falls_back_to_freetext_when_structured_unavailable(self):	CODE
LOW⚡	tests/test_structured_agents.py	401	def test_falls_back_to_freetext_when_structured_call_fails(self):	CODE
LOW	tests/test_structured_agents.py	62	def test_optional_fields_omitted_when_absent(self):	CODE
LOW	tests/test_structured_agents.py	76	def test_trader_nullish_strings_coerce_to_none(self):	CODE
LOW	tests/test_structured_agents.py	87	def test_trader_real_numeric_string_still_parses(self):	CODE
LOW	tests/test_structured_agents.py	91	def test_pm_nullish_price_target_coerces_to_none(self):	CODE
LOW	tests/test_structured_agents.py	156	def test_invoke_structured_falls_back_when_result_is_none():	CODE
LOW	tests/test_structured_agents.py	175	def test_structured_path_produces_rendered_markdown(self):	CODE
LOW	tests/test_structured_agents.py	194	def test_prompt_includes_investment_plan(self):	CODE
LOW	tests/test_structured_agents.py	203	def test_falls_back_to_freetext_when_structured_unavailable(self):	CODE
LOW	tests/test_structured_agents.py	253	def test_structured_path_produces_rendered_markdown(self):	CODE
LOW	tests/test_structured_agents.py	350	def _structured_sentiment_llm(captured: dict, report: SentimentReport \| None = None):	CODE
LOW	tests/test_structured_agents.py	370	def test_structured_path_produces_rendered_markdown(self):	CODE
LOW	tests/test_no_data_handling.py	34	def test_empty_download_raises_and_does_not_cache(self):	CODE
LOW	tests/test_no_data_handling.py	51	def test_no_data_from_all_vendors_returns_sentinel(self):	CODE
LOW	tests/test_no_data_handling.py	67	def test_unconfigured_fallback_does_not_mask_no_data(self):	CODE
LOW⚡	tests/test_minimax.py	28	def test_reasoning_split_sent_via_extra_body_not_top_level(self):	CODE
LOW⚡	tests/test_minimax.py	35	def test_non_reasoning_minimax_does_not_inject_reasoning_split(self):	CODE
LOW	tests/test_minimax.py	68	def test_schema_still_bound_as_tool(self):	CODE
LOW⚡	tests/test_google_thinking_level.py	27	def test_flash_passes_thinking_level_through(level):	CODE
LOW⚡	tests/test_google_thinking_level.py	33	def test_pro_remaps_minimal_to_low():	CODE
LOW⚡	tests/test_google_thinking_level.py	43	def test_no_thinking_level_is_omitted():	CODE
LOW	tests/test_news_analyst_prompt.py	15	def test_get_news_takes_ticker_not_query():	CODE
LOW	tests/test_news_analyst_prompt.py	22	def test_news_prompt_matches_get_news_signature():	CODE
LOW⚡	tests/test_risk_router_path_map.py	33	def test_router_return_always_routable(latest_speaker):	CODE
LOW⚡	tests/test_risk_router_path_map.py	40	def test_router_terminates_at_round_limit():	CODE
LOW⚡	tests/test_risk_router_path_map.py	47	def test_path_map_covers_full_router_range():	CODE
LOW	tests/test_risk_router_path_map.py	66	def test_debate_router_return_always_routable(current_response):	CODE
LOW	tests/test_risk_router_path_map.py	73	def test_debate_path_map_covers_full_router_range():	CODE
LOW⚡	tests/test_ollama_base_url.py	39	def test_resolver_returns_default_when_env_unset(monkeypatch):	CODE
LOW⚡	tests/test_ollama_base_url.py	45	def test_resolver_returns_env_when_set(monkeypatch):	CODE
LOW⚡	tests/test_ollama_base_url.py	51	def test_resolver_evaluation_is_call_time(monkeypatch):	CODE
LOW⚡	tests/test_ollama_base_url.py	59	def test_resolver_does_not_affect_other_providers(monkeypatch):	CODE
LOW⚡	tests/test_ollama_base_url.py	67	def test_client_get_llm_picks_up_env(monkeypatch):	CODE
LOW⚡	tests/test_ollama_base_url.py	76	def test_explicit_base_url_overrides_env(monkeypatch):	CODE
LOW	tests/test_ollama_base_url.py	93	def test_cli_dropdown_uses_env(monkeypatch):	CODE
LOW	tests/test_ollama_base_url.py	106	def test_cli_dropdown_default_when_unset(monkeypatch):	CODE
LOW	tests/test_ollama_base_url.py	120	def test_confirm_endpoint_shows_default(monkeypatch, capsys):	CODE
LOW	tests/test_ollama_base_url.py	131	def test_confirm_endpoint_marks_env_origin(monkeypatch, capsys):	CODE
LOW	tests/test_ollama_base_url.py	141	def test_confirm_endpoint_warns_on_missing_scheme(monkeypatch, capsys):	CODE
LOW⚡	tests/test_ollama_base_url.py	152	def test_confirm_endpoint_warns_on_non_default_port_remote(monkeypatch, capsys):	CODE
LOW⚡	tests/test_ollama_base_url.py	162	def test_confirm_endpoint_quiet_on_local_no_port(monkeypatch, capsys):	CODE
LOW⚡	tests/test_ollama_base_url.py	172	def test_ollama_model_labels_no_local_suffix():	CODE
344 more matches not shown…

Decorative Section Separators44 hits · 171 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_structured_agents.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_structured_agents.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_structured_agents.py	288	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_structured_agents.py	290	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_structured_agents.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_structured_agents.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_structured_agents.py	216	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_structured_agents.py	218	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_signal_processing.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_signal_processing.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_signal_processing.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_signal_processing.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	182	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	226	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_deepseek_reasoning.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_deepseek_reasoning.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_deepseek_reasoning.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	383	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	385	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	669	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	671	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	801	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_memory_log.py	803	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_memory_log.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_memory_log.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	183	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	253	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tradingagents/agents/schemas.py	255	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tradingagents/agents/analysts/sentiment_analyst.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tradingagents/agents/analysts/sentiment_analyst.py	188	# ---------------------------------------------------------------------------	COMMENT

Unused Imports76 hits · 76 pts

Severity	File	Line	Context
LOW	tests/test_ollama_base_url.py	3	CODE
LOW	tests/test_stocktwits_resilience.py	8	CODE
LOW	tests/test_reddit_fallback.py	4	CODE
LOW	tests/test_market_data_validator.py	3	CODE
LOW	tests/test_llm_max_retries.py	7	CODE
LOW	tests/test_env_overrides.py	3	CODE
LOW	tests/test_stockstats_date_column.py	7	CODE
LOW	tests/test_api_key_env.py	3	CODE
LOW	tests/test_openai_responses_base_url.py	4	CODE
LOW	tradingagents/__init__.py	25	CODE
LOW	tradingagents/graph/checkpointer.py	6	CODE
LOW	tradingagents/graph/__init__.py	3	CODE
LOW	tradingagents/graph/__init__.py	4	CODE
LOW	tradingagents/graph/__init__.py	5	CODE
LOW	tradingagents/graph/__init__.py	6	CODE
LOW	tradingagents/graph/__init__.py	7	CODE
LOW	tradingagents/graph/__init__.py	8	CODE
LOW	tradingagents/graph/signal_processing.py	13	CODE
LOW	tradingagents/agents/__init__.py	1	CODE
LOW	tradingagents/agents/__init__.py	2	CODE
LOW	tradingagents/agents/__init__.py	3	CODE
LOW	tradingagents/agents/__init__.py	4	CODE
LOW	tradingagents/agents/__init__.py	4	CODE
LOW	tradingagents/agents/__init__.py	8	CODE
LOW	tradingagents/agents/__init__.py	9	CODE
LOW	tradingagents/agents/__init__.py	10	CODE
LOW	tradingagents/agents/__init__.py	11	CODE
LOW	tradingagents/agents/__init__.py	12	CODE
LOW	tradingagents/agents/__init__.py	13	CODE
LOW	tradingagents/agents/__init__.py	14	CODE
LOW	tradingagents/agents/__init__.py	15	CODE
LOW	tradingagents/agents/__init__.py	16	CODE
LOW	tradingagents/agents/__init__.py	16	CODE
LOW	tradingagents/agents/__init__.py	16	CODE
LOW	tradingagents/agents/__init__.py	17	CODE
LOW	tradingagents/agents/schemas.py	19	CODE
LOW	tradingagents/agents/trader/trader.py	3	CODE
LOW	tradingagents/agents/managers/portfolio_manager.py	11	CODE
LOW	tradingagents/agents/managers/research_manager.py	3	CODE
LOW	tradingagents/agents/utils/agent_utils.py	10	CODE
LOW	tradingagents/agents/utils/agent_utils.py	11	CODE
LOW	tradingagents/agents/utils/agent_utils.py	11	CODE
LOW	tradingagents/agents/utils/agent_utils.py	11	CODE
LOW	tradingagents/agents/utils/agent_utils.py	11	CODE
LOW	tradingagents/agents/utils/agent_utils.py	17	CODE
LOW	tradingagents/agents/utils/agent_utils.py	18	CODE
LOW	tradingagents/agents/utils/agent_utils.py	19	CODE
LOW	tradingagents/agents/utils/agent_utils.py	19	CODE
LOW	tradingagents/agents/utils/agent_utils.py	19	CODE
LOW	tradingagents/agents/utils/agent_utils.py	24	CODE
LOW	tradingagents/agents/utils/agent_utils.py	25	CODE
LOW	tradingagents/agents/utils/rating.py	12	CODE
LOW	tradingagents/agents/utils/structured.py	19	CODE
LOW	tradingagents/agents/analysts/social_media_analyst.py	13	CODE
LOW	tradingagents/agents/analysts/social_media_analyst.py	13	CODE
LOW	tradingagents/dataflows/symbol_utils.py	21	CODE
LOW	tradingagents/dataflows/symbol_utils.py	28	CODE
LOW	tradingagents/dataflows/stocktwits.py	15	CODE
LOW	tradingagents/dataflows/market_data_validator.py	11	CODE
LOW	tradingagents/dataflows/errors.py	18	CODE
16 more matches not shown…

Excessive Try-Catch Wrapping22 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	cli/utils.py	77	except Exception:	CODE
LOW	cli/utils.py	224	except Exception as e:	CODE
LOW	cli/main.py	1261	except Exception as e:	CODE
LOW	cli/announcements.py	24	except Exception:	CODE
LOW	tradingagents/graph/trading_graph.py	289	except Exception as e:	CODE
LOW	tradingagents/agents/utils/agent_utils.py	100	except Exception as exc: # noqa: BLE001 — fail open, never block the run	CODE
LOW	tradingagents/agents/utils/structured.py	72	except Exception as exc:	CODE
LOW	tradingagents/dataflows/interface.py	214	except Exception as e:	CODE
LOW	tradingagents/dataflows/alpha_vantage_indicator.py	213	except Exception as e:	CODE
MEDIUM	tradingagents/dataflows/alpha_vantage_indicator.py	214	print(f"Error getting Alpha Vantage indicator data for {indicator}: {e}")	CODE
LOW	tradingagents/dataflows/y_finance.py	190	except Exception as e:	CODE
MEDIUM	tradingagents/dataflows/y_finance.py	191	print(f"Error getting bulk stockstats data: {e}")	CODE
LOW	tradingagents/dataflows/y_finance.py	265	except Exception as e:	CODE
LOW	tradingagents/dataflows/y_finance.py	337	except Exception as e:	CODE
LOW	tradingagents/dataflows/y_finance.py	372	except Exception as e:	CODE
LOW	tradingagents/dataflows/y_finance.py	407	except Exception as e:	CODE
LOW	tradingagents/dataflows/y_finance.py	442	except Exception as e:	CODE
LOW	tradingagents/dataflows/y_finance.py	469	except Exception as e:	CODE
LOW	tradingagents/dataflows/alpha_vantage_common.py	148	except Exception as e:	CODE
LOW	tradingagents/dataflows/market_data_validator.py	81	except Exception as exc: # noqa: BLE001 — one bad indicator shouldn't sink the snapshot	CODE
LOW	tradingagents/dataflows/yfinance_news.py	130	except Exception as e:	CODE
LOW	tradingagents/dataflows/yfinance_news.py	218	except Exception as e:	CODE

Fake / Example Data11 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_minimax.py	18	os.environ.setdefault("MINIMAX_API_KEY", "placeholder")	CODE
LOW⚡	tests/test_minimax.py	21	api_key="placeholder",	CODE
LOW	tests/conftest.py	37	monkeypatch.setenv(env_var, os.environ.get(env_var) or "placeholder")	CODE
LOW⚡	tests/test_temperature_config.py	30	provider=provider, model=model, temperature=0.0, api_key="placeholder"	CODE
LOW⚡	tests/test_temperature_config.py	37	provider="openai", model="gpt-4.1", api_key="placeholder"	CODE
LOW⚡	tests/test_deepseek_reasoning.py	58	os.environ.setdefault("DEEPSEEK_API_KEY", "placeholder")	CODE
LOW⚡	tests/test_deepseek_reasoning.py	61	api_key="placeholder",	CODE
LOW⚡	tests/test_deepseek_reasoning.py	141	model=model, api_key="placeholder", base_url="https://api.deepseek.com",	CODE
LOW⚡	tests/test_deepseek_reasoning.py	189	return bool(key) and key != "placeholder"	CODE
LOW⚡	tests/test_anthropic_effort.py	91	api_key="placeholder",	CODE
LOW⚡	tests/test_anthropic_effort.py	95	assert captured["kwargs"]["api_key"] == "placeholder"	CODE

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_checkpoint_resume.py	86	# Create a checkpoint by crashing	COMMENT
MEDIUM	cli/main.py	62	# Create a deque to store recent messages with a maximum length	COMMENT
MEDIUM	cli/main.py	513	# Create a boxed questionnaire for each step	COMMENT
MEDIUM	tradingagents/dataflows/y_finance.py	231	# Create a dictionary mapping date strings to indicator values	COMMENT
MEDIUM	tradingagents/dataflows/alpha_vantage_common.py	68	# Create a copy of params to avoid modifying the original	COMMENT

Modern Structural Boilerplate15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	tradingagents/graph/__init__.py	10	__all__ = [	CODE
LOW	tradingagents/graph/trading_graph.py	44	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/agents/__init__.py	19	__all__ = [	CODE
LOW	tradingagents/agents/utils/agent_utils.py	29	__all__ = [	CODE
LOW	tradingagents/agents/utils/agent_utils.py	49	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/agents/utils/structured.py	27	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/polymarket.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/interface.py	33	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/symbol_utils.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/stocktwits.py	24	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/stockstats_utils.py	15	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/fred.py	19	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/reddit.py	35	logger = logging.getLogger(__name__)	CODE
LOW	tradingagents/dataflows/alpha_vantage.py	13	__all__ = [	CODE
LOW	tradingagents/llm_clients/__init__.py	4	__all__ = ["BaseLLMClient", "create_llm_client"]	CODE

Verbosity Indicators8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	cli/main.py	535	# Step 1: Ticker symbol	COMMENT
LOW	cli/main.py	552	# Step 2: Analysis date	COMMENT
LOW	cli/main.py	563	# Step 3: Output language (skipped when set via TRADINGAGENTS_OUTPUT_LANGUAGE)	COMMENT
LOW	cli/main.py	578	# Step 4: Select analysts	COMMENT
LOW	cli/main.py	589	# Step 5: Research depth (skipped when both round counts are set via env).	COMMENT
LOW	cli/main.py	611	# Step 6: LLM Provider (skipped when set via TRADINGAGENTS_LLM_PROVIDER).	COMMENT
LOW	cli/main.py	664	# Step 7: Thinking agents (skipped when either model is set via environment)	COMMENT
LOW	cli/main.py	681	# Step 8: Provider-specific reasoning/thinking configuration. Each knob is	COMMENT

Structural Annotation Overuse8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	cli/main.py	535	# Step 1: Ticker symbol	COMMENT
LOW	cli/main.py	552	# Step 2: Analysis date	COMMENT
LOW	cli/main.py	563	# Step 3: Output language (skipped when set via TRADINGAGENTS_OUTPUT_LANGUAGE)	COMMENT
LOW	cli/main.py	578	# Step 4: Select analysts	COMMENT
LOW	cli/main.py	589	# Step 5: Research depth (skipped when both round counts are set via env).	COMMENT
LOW	cli/main.py	611	# Step 6: LLM Provider (skipped when set via TRADINGAGENTS_LLM_PROVIDER).	COMMENT
LOW	cli/main.py	664	# Step 7: Thinking agents (skipped when either model is set via environment)	COMMENT
LOW	cli/main.py	681	# Step 8: Provider-specific reasoning/thinking configuration. Each knob is	COMMENT

Deep Nesting8 hits · 7 pts

Severity	File	Line	Context
LOW	cli/main.py	482	CODE
LOW	cli/main.py	991	CODE
LOW	tradingagents/graph/trading_graph.py	153	CODE
LOW	tradingagents/graph/trading_graph.py	419	CODE
LOW	tradingagents/agents/utils/agent_utils.py	122	CODE
LOW	tradingagents/dataflows/alpha_vantage_indicator.py	4	CODE
LOW	tradingagents/dataflows/yfinance_news.py	134	CODE
LOW	tradingagents/llm_clients/openai_client.py	276	CODE

Modern AI Meta-Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	256	- [@Bcardo](https://github.com/Bcardo) — memory-log redesign (#579), empty-memory hallucination report (#572), encoding	CODE
MEDIUM	tradingagents/llm_clients/model_catalog.py	63	# M3 carries a 1M-token context window; the M2.x line is 204,800 tokens.	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	tradingagents/agents/analysts/sentiment_analyst.py	131	return f"""You are a financial market sentiment analyst. Your task is to produce a comprehensive sentiment report fo	CODE
MEDIUM	tradingagents/agents/analysts/sentiment_analyst.py	156	## How to analyze this data (best practices)	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tradingagents/llm_clients/factory.py	11	Create an LLM client for the specified provider. Provider modules are imported lazily so that simply importing this	STRING

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tradingagents/default_config.py	81	"llm_provider": "openai",	COMMENT
LOW	tradingagents/default_config.py	101	# 429 throttling on rate-limited deployments instead of aborting a run (#1091).	COMMENT
LOW	tradingagents/llm_clients/model_catalog.py	141	("Custom model ID", "custom"),	COMMENT

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	tradingagents/dataflows/stocktwits.py	6	user-labeled sentiment field (``Bullish``/``Bearish``/null), the message	STRING

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tradingagents/dataflows/alpha_vantage_indicator.py	182	# Check if date is in our range	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings