Pattern Findings

The scanner identified 389 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers175 hits · 193 pts

Severity	File	Line	Snippet	Context
LOW	app.py	136	async def process_parallel_candidates(	CODE
LOW	app.py	174	async def refine_image_with_nanoviz(image_bytes, edit_prompt, aspect_ratio="21:9", image_size="2K"):	CODE
LOW	demo.py	146	async def process_parallel_candidates(	CODE
LOW	demo.py	194	async def refine_image_with_nanoviz(image_bytes, edit_prompt, aspect_ratio="21:9", image_size="2K"):	CODE
LOW	demo.py	378	def infer_exp_mode_from_results(results):	CODE
LOW	demo.py	400	def infer_timestamp_from_filename(file_path: Path) -> str:	CODE
LOW	demo.py	438	def _resolved_saved_result_path(file_path: Path) -> Path:	CODE
LOW	skill/run.py	78	def _prepare_script_candidates() -> tuple[Path, ...]:	CODE
LOW	skill/run.py	130	def _missing_dataset_dependency(exc: ImportError) -> bool:	CODE
LOW	tests/test_legacy_ui_result_keys.py	18	def test_plot_final_output_prefers_eval_image_field(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	32	def test_plot_final_output_falls_back_to_highest_critic_round(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	44	def test_plot_final_output_ignores_stale_diagram_eval_image_field(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	57	def test_critic_display_mode_uses_latest_round(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	69	def test_auto_prefers_polished_plot_when_present(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	82	def test_vanilla_plot_output_uses_plot_code_as_text(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	98	def test_evolution_stages_include_vanilla_planner_critic_and_polished_plot(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	119	def test_relative_plot_ground_truth_path_resolves_under_benchmark_root(self) -> None:	CODE
LOW⚡	tests/test_legacy_ui_result_keys.py	134	def test_task_name_inference_handles_vanilla_plot_records(self) -> None:	CODE
LOW⚡	tests/test_legacy_ui_result_keys.py	138	def test_stage_names_are_stable_for_vanilla_and_polished_outputs(self) -> None:	CODE
LOW⚡	tests/test_legacy_ui_result_keys.py	148	def test_gradio_candidate_pipeline_passes_plot_task_to_exp_config(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	168	def test_streamlit_candidate_pipeline_passes_plot_task_to_exp_config(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	188	def test_gradio_failed_plot_record_keeps_task_name_for_inference(self) -> None:	CODE
LOW	tests/test_legacy_ui_result_keys.py	204	def test_streamlit_failed_plot_record_keeps_task_name_for_inference(self) -> None:	CODE
LOW	tests/test_orcarouter_provider.py	21	def test_to_orcarouter_model_id_mapping(self) -> None:	CODE
LOW	tests/test_orcarouter_provider.py	43	def test_reinitialize_clients_creates_orcarouter_client_only_when_key_is_set(self) -> None:	CODE
LOW	tests/test_orcarouter_provider.py	84	def test_call_model_routes_orcarouter_prefix(self) -> None:	CODE
LOW	tests/test_orcarouter_provider.py	135	def test_routing_unchanged_when_orcarouter_key_is_unset(self) -> None:	CODE
LOW	tests/test_max_critic_rounds.py	27	def test_zero_critic_rounds_bypasses_critic_and_keeps_planner_eval_image(tmp_path):	CODE
LOW	tests/test_max_critic_rounds.py	58	def _planner_critic_processor(exp_config, critic):	CODE
LOW	tests/test_max_critic_rounds.py	90	def test_zero_critic_rounds_from_config_bypasses_planner_critic_mode(tmp_path):	CODE
LOW	tests/test_max_critic_rounds.py	106	def test_planner_critic_honors_config_max_critic_rounds(tmp_path):	CODE
LOW	tests/test_max_critic_rounds.py	132	def test_sample_max_critic_rounds_overrides_config(tmp_path):	CODE
LOW	tests/test_max_critic_rounds.py	159	def test_sample_zero_max_critic_rounds_overrides_positive_config(tmp_path):	CODE
LOW	tests/test_atlascloud_provider.py	17	def test_reinitialize_clients_uses_atlascloud_defaults(self) -> None:	CODE
LOW	tests/test_atlascloud_provider.py	27	async def test_atlas_prefix_routes_without_leaking_prefix(self) -> None:	CODE
LOW	tests/test_atlascloud_provider.py	56	async def test_atlas_prefix_requires_credentials(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	78	async def test_local_prefix_reuses_client_and_strips_prefix(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	117	async def test_local_routes_send_max_tokens_to_chat_completions(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	166	async def test_refine_helpers_reject_local_image_models(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	189	async def test_ollama_prefix_defaults_to_local_server(self) -> None:	CODE
LOW⚡	tests/test_local_openai_route.py	211	async def test_local_prefix_requires_base_url(self) -> None:	CODE
LOW⚡	tests/test_local_openai_route.py	219	async def test_empty_local_model_id_is_rejected(self) -> None:	CODE
LOW⚡	tests/test_local_openai_route.py	225	def test_reinitialize_clients_reads_base_urls(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	244	def test_image_helper_rejects_text_prefixes_only(self) -> None:	CODE
LOW	tests/test_local_openai_route.py	258	async def test_image_agents_reject_prefixes_before_hosted_providers(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	37	def test_the_flag_accepts_every_documented_tier(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	42	def test_an_unknown_size_is_rejected(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	46	def test_omitting_the_flag_keeps_the_previous_default(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	53	def test_a_requested_size_reaches_additional_info(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	59	def test_the_agents_read_the_tier_back_out(self) -> None:	CODE
LOW⚡	tests/test_skill_run_figure_size.py	65	def test_omitting_the_flag_leaves_additional_info_unchanged(self) -> None:	CODE
LOW	tests/test_skill_run_figure_size.py	80	def test_the_candidate_dict_is_built_through_the_helper(self) -> None:	CODE
LOW	tests/test_critic_round_scan.py	7	def test_skill_final_image_prefers_round_past_the_old_cap():	CODE
LOW⚡	tests/test_critic_round_scan.py	18	def test_skill_final_image_uses_available_round_without_configured_max():	CODE
LOW⚡	tests/test_critic_round_scan.py	27	def test_skill_final_image_still_falls_back_when_no_critic_image():	CODE
LOW⚡	tests/test_critic_round_scan.py	33	def test_evolution_view_includes_critic_rounds_past_two():	CODE
LOW⚡	tests/test_legacy_generation_options.py	12	def test_plot_task_detection_accepts_display_labels(self) -> None:	CODE
LOW⚡	tests/test_legacy_generation_options.py	19	def test_figure_size_maps_to_provider_image_size(self) -> None:	CODE
LOW⚡	tests/test_legacy_generation_options.py	26	def test_generation_additional_info_preserves_figure_size_and_image_size(self) -> None:	CODE
LOW⚡	tests/test_legacy_generation_options.py	32	def test_plot_text_input_parses_record_array_json(self) -> None:	CODE
115 more matches not shown…

Excessive Try-Catch Wrapping53 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW	app.py	104	except Exception:	CODE
LOW	app.py	200	except Exception as e:	CODE
LOW	app.py	222	except Exception as e:	CODE
LOW	app.py	266	except Exception as e:	CODE
LOW	app.py	719	except Exception as e:	STRING
LOW	app.py	733	except Exception:	STRING
LOW	app.py	770	except Exception:	STRING
LOW	app.py	842	except Exception as e:	STRING
LOW	demo.py	81	except Exception as e:	CODE
LOW	demo.py	111	except Exception:	CODE
LOW	demo.py	246	except Exception as e:	CODE
LOW	demo.py	298	except Exception as e:	CODE
LOW	demo.py	671	except Exception as e:	CODE
LOW⚡	demo.py	834	except Exception as e:	CODE
LOW⚡	demo.py	836	except Exception as e:	CODE
LOW	demo.py	919	except Exception as e:	CODE
LOW	demo.py	1001	except Exception as e:	CODE
LOW	style_guides/generate_category_style_guide.py	192	except Exception as e:	CODE
MEDIUM	style_guides/generate_category_style_guide.py	193	print(f"Error reading {p}: {e}")	CODE
LOW⚡	style_guides/generate_category_style_guide.py	220	except Exception as e:	CODE
LOW	style_guides/generate_category_style_guide.py	298	except Exception as e:	CODE
LOW	skill/run.py	120	except Exception:	CODE
LOW	agents/critic_agent.py	136	except Exception as e:	CODE
LOW	agents/retriever_agent.py	196	except Exception as e:	CODE
LOW	agents/polish_agent.py	37	except Exception as e:	CODE
LOW	agents/polish_agent.py	94	except Exception as e:	CODE
LOW	agents/polish_agent.py	131	except Exception as e:	CODE
LOW	agents/polish_agent.py	204	except Exception as e:	CODE
LOW	utils/image_utils.py	43	except Exception as e:	CODE
LOW	utils/legacy_generation_options.py	67	except Exception:	CODE
LOW⚡	utils/legacy_generation_options.py	78	except Exception:	CODE
LOW	utils/plot_execution.py	59	except Exception as exc:	CODE
MEDIUM	utils/plot_execution.py	60	print(f"Error executing plot code: {exc}")	CODE
LOW	utils/eval_toolkits.py	221	except Exception as e:	CODE
MEDIUM⚡	utils/generation_utils.py	600	print(f"Error generating a subsequent {provider_name} candidate: {res}")	CODE
MEDIUM⚡	utils/generation_utils.py	602	print(f"Error generating a subsequent candidate: {res}")	CODE
MEDIUM⚡	utils/generation_utils.py	928	print(f"Error: All {max_attempts} attempts failed{context_msg}")	CODE
MEDIUM⚡	utils/generation_utils.py	940	print(f"Error: All {max_attempts} attempts failed{context_msg}")	CODE
MEDIUM	utils/generation_utils.py	347	print(f"Error: All {max_attempts} attempts failed{context_msg}")	CODE
MEDIUM	utils/generation_utils.py	489	print(f"Error generating a subsequent candidate: {res}")	CODE
MEDIUM	utils/generation_utils.py	567	print(f"Error: All {max_attempts} {provider_name} attempts failed{context_msg}.")	CODE
MEDIUM	utils/generation_utils.py	696	print(f"Error: All {max_attempts} attempts failed{context_msg}")	CODE
LOW⚡	utils/generation_utils.py	930	except Exception as e:	CODE
LOW	utils/generation_utils.py	334	except Exception as e:	CODE
LOW	utils/generation_utils.py	450	except Exception as e:	CODE
LOW	utils/generation_utils.py	546	except Exception as e:	CODE
LOW	utils/generation_utils.py	687	except Exception as e:	CODE
LOW	visualize/show_referenced_eval.py	80	except Exception as e:	CODE
LOW	visualize/show_referenced_eval.py	107	except Exception:	CODE
LOW	visualize/show_referenced_eval.py	208	except Exception as e:	CODE
LOW	visualize/show_pipeline_evolution.py	70	except Exception as e:	CODE
LOW	visualize/show_pipeline_evolution.py	83	except Exception:	CODE
LOW	visualize/show_pipeline_evolution.py	183	except Exception as e:	CODE

Decorative Section Separators26 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	app.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	334	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app.py	336	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app.py	545	# ================================================================	STRING
MEDIUM⚡	app.py	547	# ================================================================	STRING
MEDIUM⚡	app.py	550	# ============================================================	STRING
MEDIUM⚡	app.py	552	# ============================================================	STRING
MEDIUM	app.py	454	# ---------------------------------------------------------------------------	STRING
MEDIUM	app.py	456	# ---------------------------------------------------------------------------	STRING
MEDIUM	app.py	470	# ================================================================	STRING
MEDIUM	app.py	472	# ================================================================	STRING
MEDIUM	app.py	501	# ================================================================	STRING
MEDIUM	app.py	503	# ================================================================	STRING
MEDIUM	app.py	802	# ============================================================	STRING
MEDIUM	app.py	804	# ============================================================	STRING
MEDIUM	app.py	867	# ================================================================	STRING
MEDIUM	app.py	869	# ================================================================	STRING
MEDIUM	app.py	881	# ---------------------------------------------------------------------------	STRING
MEDIUM	app.py	883	# ---------------------------------------------------------------------------	STRING

Unused Imports37 hits · 34 pts

Severity	File	Line	Context
LOW	main.py	24	CODE
LOW	agents/stylist_agent.py	20	CODE
LOW	agents/stylist_agent.py	21	CODE
LOW	agents/stylist_agent.py	22	CODE
LOW	agents/stylist_agent.py	24	CODE
LOW	agents/stylist_agent.py	24	CODE
LOW	agents/stylist_agent.py	24	CODE
LOW	agents/stylist_agent.py	25	CODE
LOW	agents/base_agent.py	19	CODE
LOW	agents/base_agent.py	20	CODE
LOW	agents/base_agent.py	23	CODE
LOW	agents/base_agent.py	25	CODE
LOW	agents/planner_agent.py	22	CODE
LOW	agents/planner_agent.py	22	CODE
LOW	agents/planner_agent.py	23	CODE
LOW	agents/critic_agent.py	22	CODE
LOW	agents/critic_agent.py	22	CODE
LOW	agents/critic_agent.py	22	CODE
LOW	agents/critic_agent.py	23	CODE
LOW	agents/retriever_agent.py	23	CODE
LOW	agents/retriever_agent.py	23	CODE
LOW	agents/retriever_agent.py	23	CODE
LOW	agents/retriever_agent.py	24	CODE
LOW	agents/retriever_agent.py	77	CODE
LOW	agents/polish_agent.py	20	CODE
LOW	agents/polish_agent.py	21	CODE
LOW	agents/polish_agent.py	24	CODE
LOW	utils/legacy_ui_results.py	17	CODE
LOW	utils/critic_rounds.py	17	CODE
LOW	utils/paperviz_processor.py	22	CODE
LOW	utils/legacy_generation_options.py	17	CODE
LOW	utils/eval_toolkits.py	20	CODE
LOW	utils/generation_utils.py	22	CODE
LOW	utils/generation_utils.py	23	CODE
LOW	utils/generation_utils.py	24	CODE
LOW	utils/generation_utils.py	28	CODE
LOW	utils/generation_utils.py	29	CODE

Over-Commented Block33 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# Python 3.12. Floors are the oldest releases that provide the APIs this	COMMENT
LOW	app.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	main.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	demo.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	style_guides/generate_category_style_guide.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	skill/run.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/stylist_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/base_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/planner_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/critic_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/retriever_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/visualizer_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/polish_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	agents/vanilla_agent.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/legacy_ui_results.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/image_utils.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/critic_rounds.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/config.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/paperviz_processor.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/legacy_generation_options.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/plot_execution.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/eval_toolkits.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	utils/generation_utils.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	visualize/show_referenced_eval.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	visualize/show_pipeline_evolution.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	configs/model_config.template.yaml	1	# Copyright 2026 Google LLC	COMMENT
LOW	scripts/run_demo.sh	1	#!/bin/bash	COMMENT
LOW	scripts/run_main.sh	1	#!/bin/bash	COMMENT
LOW	prompts/plot_eval_prompts.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	prompts/__init__.py	1	# Copyright 2026 Google LLC	COMMENT
LOW	prompts/diagram_eval_prompts.py	1	# Copyright 2026 Google LLC	COMMENT

Deep Nesting33 hits · 28 pts

Severity	File	Line	Context
LOW	app.py	174	CODE
LOW	app.py	458	CODE
LOW	app.py	679	CODE
LOW	demo.py	194	CODE
LOW	demo.py	306	CODE
LOW	demo.py	500	CODE
LOW	skill/run.py	177	CODE
LOW	tests/test_provider_routing.py	74	CODE
LOW	tests/test_provider_routing.py	132	CODE
LOW	agents/retriever_agent.py	61	CODE
LOW	agents/visualizer_agent.py	74	CODE
LOW	utils/legacy_ui_results.py	68	CODE
LOW	utils/legacy_ui_results.py	163	CODE
LOW	utils/config.py	46	CODE
LOW	utils/paperviz_processor.py	364	CODE
LOW	utils/paperviz_processor.py	501	CODE
LOW	utils/eval_toolkits.py	120	CODE
LOW	utils/generation_utils.py	241	CODE
LOW	utils/generation_utils.py	269	CODE
LOW	utils/generation_utils.py	370	CODE
LOW	utils/generation_utils.py	497	CODE
LOW	utils/generation_utils.py	648	CODE
LOW	utils/generation_utils.py	812	CODE
LOW	utils/generation_utils.py	844	CODE
LOW	utils/generation_utils.py	1076	CODE
LOW	visualize/show_referenced_eval.py	49	CODE
LOW	visualize/show_referenced_eval.py	157	CODE
LOW	visualize/show_referenced_eval.py	188	CODE
LOW	visualize/show_pipeline_evolution.py	41	CODE
LOW	visualize/show_pipeline_evolution.py	148	CODE
LOW	visualize/show_pipeline_evolution.py	227	CODE
LOW	visualize/show_pipeline_evolution.py	257	CODE
LOW	scripts/prepare_bench.py	57	CODE

Cross-File Repetition5 hits · 25 pts

Severity	File	Snippet	Context
HIGH	agents/stylist_agent.py	vanilla agent - directly rendering images based on the method section.	STRING
HIGH	agents/planner_agent.py	vanilla agent - directly rendering images based on the method section.	STRING
HIGH	agents/critic_agent.py	vanilla agent - directly rendering images based on the method section.	STRING
HIGH	agents/retriever_agent.py	vanilla agent - directly rendering images based on the method section.	STRING
HIGH	agents/visualizer_agent.py	vanilla agent - directly rendering images based on the method section.	STRING

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	app.py	770	except Exception:	CODE
HIGH	utils/legacy_generation_options.py	78	except Exception:	CODE
HIGH	visualize/show_pipeline_evolution.py	56	except json.JSONDecodeError:	CODE

Verbosity Indicators6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	style_guides/generate_category_style_guide.py	227	# Step 0: Prepare output directory	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	232	# Step 1: Load and filter data	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	258	# Step 2: Split into batches	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	263	# Step 3: Parallel analysis	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	270	# Step 4: Synthesize final style guide	COMMENT
LOW	agents/polish_agent.py	152	# Step 2: Polish Image using suggestions	COMMENT

Structural Annotation Overuse6 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	style_guides/generate_category_style_guide.py	227	# Step 0: Prepare output directory	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	232	# Step 1: Load and filter data	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	258	# Step 2: Split into batches	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	263	# Step 3: Parallel analysis	COMMENT
LOW⚡	style_guides/generate_category_style_guide.py	270	# Step 4: Synthesize final style guide	COMMENT
LOW	agents/polish_agent.py	152	# Step 2: Polish Image using suggestions	COMMENT

Redundant / Tautological Comments7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	demo.py	841	# Display results	COMMENT
LOW	demo.py	873	# Display results in a grid (3 columns)	COMMENT
LOW	agents/planner_agent.py	72	# Check if retriever has already provided full examples (e.g., in manual mode)	COMMENT
LOW	agents/retriever_agent.py	76	# Check if reference file exists to gracefully fallback if dataset isn't downloaded	COMMENT
LOW	utils/paperviz_processor.py	346	# Check if visualization validation succeeded	COMMENT
LOW	utils/eval_toolkits.py	264	# Check if image was successfully generated	COMMENT
LOW	configs/model_config.template.yaml	29	atlascloud_api_key: "" # Set model_name to "atlas/<model>" to use Atlas Cloud.	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	140	# Legacy matplotlib plot-code generation with no few-shot retrieval	COMMENT
MEDIUM	agents/retriever_agent.py	96	# Load from predefined few-shot file and store full examples	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	agents/polish_agent.py	140	# If no changes needed, we might want to skip generation or just return original	COMMENT
MEDIUM	utils/generation_utils.py	53	# Initialize clients lazily or with robust defaults	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	utils/paperviz_processor.py	602		CODE

dwzhu-pku/PaperBanana

Open-Source Code Quality, Security and Technical Debt Review

Risk Review · Payload v1

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings