Anionex/banana-slides

16.1

Adjusted Score

16.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

15.2K

Stars

Python

Language

119.8K

Lines of Code

458

Files

1.6K

Pattern Hits

2026-07-14

Scan Date

0.04

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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 18MEDIUM 111LOW 1469

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 1598 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers606 hits · 594 pts

Severity	File	Line	Snippet	Context
LOW	TODO_video_narration_fixes.md	23	def _sanitize_ass_dialogue_text(text: str) -> str:	CODE
LOW	frontend/e2e/material-aspect-ratio.spec.ts	24	async function openMaterialGeneratorModal(page: Page) {	CODE
LOW	frontend/src/api/client.ts	14	function resolveDesktopBackendPort(): number {	CODE
LOW	frontend/src/store/useProjectStore.ts	83	(function cleanupLegacyTemplateLocalStorageKeys() {	CODE
LOW	desktop/main.js	125	function shouldOpenInExternalBrowser(targetUrl) {	CODE
LOW	desktop/update-policy.js	23	function resolveCurrentBuildTimestamp(buildMeta) {	CODE
LOW	desktop/scripts/test-markdown-image-macos.js	29	function assertSafeOutputDirectory(outputDir) {	CODE
LOW	desktop/scripts/prepare-artifacts.js	37	function copyDirDereferenceSymlinks(src, dest) {	CODE
LOW	desktop/scripts/prepare-artifacts.js	244	async function prepareWindowsFfmpegArtifacts() {	CODE
LOW	backend/desktop_bootstrap.py	6	def repair_desktop_settings_schema(db):	CODE
LOW	backend/tests/unit/test_pptx_transitions.py	23	def test_create_pptx_from_images_adds_selected_transition_effects(tmp_path):	CODE
LOW	backend/tests/unit/test_pptx_transitions.py	58	def test_create_pptx_from_images_maps_page_turn_to_cover(tmp_path):	CODE
LOW	backend/tests/unit/test_pptx_transitions.py	74	def test_create_pptx_from_images_omits_transition_when_disabled(tmp_path):	CODE
LOW	backend/tests/unit/test_inferera_domain_defaults.py	5	def test_config_openai_api_base_defaults_to_inferera(monkeypatch):	CODE
LOW	backend/tests/unit/test_inferera_domain_defaults.py	16	def test_openai_provider_fallbacks_use_inferera(monkeypatch):	CODE
LOW⚡	backend/tests/unit/test_lazyllm_vlm_only_model.py	53	def test_llm_model_initializes_with_llm_type(self, patch_env):	CODE
LOW⚡	backend/tests/unit/test_lazyllm_vlm_only_model.py	62	def test_vlm_model_detected_as_vlm_only(self, patch_env):	CODE
LOW⚡	backend/tests/unit/test_lazyllm_vlm_only_model.py	71	def test_vlm_only_generate_with_image_reuses_client(self, patch_env):	CODE
LOW	backend/tests/unit/test_lazyllm_vlm_only_model.py	83	def test_normal_model_generate_with_image_creates_vlm_client(self, patch_env):	CODE
LOW	backend/tests/unit/test_lazyllm_vlm_only_model.py	97	def test_ai_service_init_succeeds_with_vlm_caption_model(self, patch_env):	CODE
LOW	backend/tests/unit/test_template_analysis.py	71	def test_analyze_template_persists_nine_field_schema(client, stub_submit_task, app):	CODE
LOW	backend/tests/unit/test_template_analysis.py	101	def test_analyze_template_handles_not_a_slide(client, stub_submit_task, app):	CODE
LOW	backend/tests/unit/test_template_analysis.py	116	def test_reanalyze_resets_status_to_pending(client, stub_submit_task, app):	CODE
LOW	backend/tests/unit/test_openai_image_proxy_compat.py	90	def test_standard_images_response(self):	CODE
LOW	backend/tests/unit/test_openai_image_proxy_compat.py	102	def test_result_is_raw_string_url(self):	CODE
LOW	backend/tests/unit/test_openai_image_proxy_compat.py	110	def test_result_is_dict_with_data_list(self):	CODE
LOW⚡	backend/tests/unit/test_openai_image_proxy_compat.py	122	def test_result_is_flat_dict_url(self):	CODE
LOW⚡	backend/tests/unit/test_openai_image_proxy_compat.py	131	def test_result_data_is_empty_list_falls_through(self):	CODE
LOW⚡	backend/tests/unit/test_openai_image_proxy_compat.py	138	def test_unsupported_type_raises(self):	CODE
LOW	backend/tests/unit/test_material_process.py	20	def test_blend_region_into_source_changes_only_selected_area():	CODE
LOW	backend/tests/unit/test_material_process.py	31	def test_aspect_ratio_from_size_maps_to_supported_ratio():	CODE
LOW	backend/tests/unit/test_material_process.py	38	def test_process_material_requires_source_for_region_edit(client, sample_project):	CODE
LOW	backend/tests/unit/test_material_process.py	57	def test_process_material_region_edit_enqueues_task(mock_submit_task, mock_get_ai_service, client, sample_project):	CODE
LOW	backend/tests/unit/test_api_health.py	11	def test_health_check_returns_ok(self, client):	CODE
LOW	backend/tests/unit/test_api_health.py	20	def test_health_check_response_format(self, client):	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	38	def test_wait_task_emits_progress_events():	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	57	def test_run_jobs_writes_state_file(tmp_path: Path, monkeypatch):	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	153	def test_run_jobs_done_marker_skips_completed_job(tmp_path: Path, monkeypatch):	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	237	def test_cmd_monitor_reads_snapshot(tmp_path: Path):	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	254	def test_cmd_monitor_watch_until_completed(monkeypatch):	CODE
LOW	backend/tests/unit/test_api_material.py	25	def test_upload_material_without_caption(self, client):	CODE
LOW	backend/tests/unit/test_api_material.py	38	def test_upload_material_with_caption(self, mock_caption, client):	CODE
LOW	backend/tests/unit/test_api_material.py	53	def test_upload_material_caption_failure_still_succeeds(self, mock_caption, client):	CODE
LOW	backend/tests/unit/test_api_material.py	67	def test_upload_material_caption_false_param(self, mock_caption, client):	CODE
LOW	backend/tests/unit/test_api_material.py	79	def test_upload_material_invalid_file_type(self, client):	CODE
LOW	backend/tests/unit/test_api_material.py	88	def test_upload_material_chinese_filename_uses_content_type_and_uuid_storage(self, client):	CODE
LOW	backend/tests/unit/test_api_material.py	104	def test_upload_material_spoofed_extension_still_uses_detected_image_format(self, client):	CODE
LOW	backend/tests/unit/test_api_material.py	118	def test_upload_material_svg_detection_does_not_parse_entities(self, client):	CODE
LOW	backend/tests/unit/test_api_material.py	138	def test_upload_material_text_mentioning_svg_is_rejected(self, client):	STRING
LOW	backend/tests/unit/test_api_material.py	149	def test_upload_material_corrupted_image_errors_are_rejected(self, mock_image_open, client):	STRING
LOW	backend/tests/unit/test_api_material.py	161	def test_upload_material_no_file(self, client):	STRING
LOW	backend/tests/unit/test_api_material.py	174	def test_caption_returns_empty_on_missing_gemini_key(self, app):	STRING
LOW	backend/tests/unit/test_api_material.py	193	def test_caption_returns_empty_on_missing_openai_key(self, app):	STRING
LOW⚡	backend/tests/unit/test_api_material.py	211	def test_caption_returns_empty_on_invalid_file(self, app):	STRING
LOW⚡	backend/tests/unit/test_api_material.py	221	def test_caption_gemini_success(self, mock_client_class, app):	STRING
LOW	…nd/tests/unit/test_task_manager_image_prompt_fields.py	12	def restore_image_prompt_fields(client):	CODE
LOW	…nd/tests/unit/test_task_manager_image_prompt_fields.py	31	def test_image_prompt_field_names_fallback_to_default_when_not_set(client):	CODE
LOW	…nd/tests/unit/test_task_manager_image_prompt_fields.py	40	def test_append_extra_fields_filters_by_allowlist(client):	CODE
LOW	…nd/tests/unit/test_task_manager_image_prompt_fields.py	55	def test_append_extra_fields_respects_empty_allowlist(client):	CODE
LOW	…nd/tests/unit/test_task_manager_image_prompt_fields.py	69	def test_append_extra_fields_uses_prefetched_allowlist(monkeypatch):	CODE
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Decorative Section Separators97 hits · 327 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/e2e/generation-requirements.spec.ts	53	// ── Mock tests ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/generation-requirements.spec.ts	191	// ── Integration tests ───────────────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/lazyllm-global-vendor.spec.ts	12	// ─── Mock tests ────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/lazyllm-global-vendor.spec.ts	148	// ─── Integration tests ─────────────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/history-pagination.spec.ts	83	// ───────────────── Mock tests ─────────────────	COMMENT
MEDIUM	frontend/e2e/history-pagination.spec.ts	192	// ───────────────── Integration test ─────────────────	COMMENT
MEDIUM	frontend/e2e/preset-capsules.spec.ts	46	// ── Mock tests: Outline presets ──────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/preset-capsules.spec.ts	144	// ── Mock tests: Description presets ──────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/preset-capsules.spec.ts	184	// ── Integration tests ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/e2e/material-textarea-picker.spec.ts	64	// ── Mock tests: Upload button dropdown on Home page ──────────────────	COMMENT
MEDIUM	frontend/e2e/material-textarea-picker.spec.ts	150	// ── Mock tests: Upload button dropdown on OutlineEditor ──────────────	COMMENT
MEDIUM	frontend/src/components/shared/PresetCapsules.tsx	7	// ─── i18n ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/shared/PresetCapsules.tsx	35	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/shared/PresetCapsules.tsx	43	// ─── System presets ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/shared/PresetCapsules.tsx	70	// ─── Component ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	backend/tests/conftest.py	173	# =====================================	COMMENT
MEDIUM	backend/tests/conftest.py	175	# =====================================	COMMENT
MEDIUM	backend/tests/unit/test_codex_image_retry.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/unit/test_codex_image_retry.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/unit/test_codex_image_retry.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/unit/test_codex_image_retry.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_image_retry.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_image_retry.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/unit/test_codex_text_retry.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/unit/test_codex_text_retry.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_codex_text_retry.py	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/unit/test_tts_video_service.py	71	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/tests/unit/test_tts_video_service.py	73	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/tests/unit/test_tts_video_service.py	626	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/tests/unit/test_tts_video_service.py	629	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/test_tts_video_service.py	24	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/tests/unit/test_tts_video_service.py	26	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/controllers/openai_oauth_controller.py	223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/controllers/openai_oauth_controller.py	225	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/controllers/page_controller.py	949	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/controllers/page_controller.py	951	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/services/ai_service.py	1223	# =========================================================================	COMMENT
MEDIUM⚡	backend/services/ai_service.py	1225	# =========================================================================	COMMENT
MEDIUM⚡	backend/services/tts_video_service.py	24	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/services/tts_video_service.py	26	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/services/tts_video_service.py	233	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/services/tts_video_service.py	235	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	332	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	334	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	787	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	789	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1040	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1042	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1409	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1411	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1492	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	backend/services/tts_video_service.py	1494	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	backend/services/prompts.py	24	# ═══════════════════════════════════════════════════════════════════════════════	COMMENT
37 more matches not shown…

Excessive Try-Catch Wrapping308 hits · 289 pts

Severity	File	Line	Snippet	Context
LOW	backend/app.py	182	except Exception as e:	CODE
LOW	backend/app.py	396	except Exception as e:	CODE
LOW	backend/tests/conftest.py	65	except Exception:	CODE
LOW	backend/tests/unit/test_desktop_backend_startup.py	68	except Exception:	CODE
LOW	backend/tests/integration/test_seedream5_real_api.py	63	except Exception as e:	CODE
LOW	backend/tests/integration/test_seedream5_real_api.py	97	except Exception as e:	CODE
LOW	…kend/tests/integration/test_codex_retry_integration.py	28	except Exception:	CODE
LOW	backend/tests/integration/test_api_full_flow.py	83	except Exception as e:	CODE
LOW	backend/tests/integration/test_api_full_flow.py	138	except Exception as e:	CODE
LOW	backend/tests/integration/test_api_full_flow.py	164	except Exception as e:	CODE
LOW	backend/utils/latex_utils.py	175	except Exception as e:	CODE
LOW	backend/utils/latex_utils.py	217	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	109	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	137	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	173	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	668	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	724	except Exception as e:	CODE
LOW	backend/utils/pptx_builder.py	779	except Exception as e:	CODE
LOW	backend/utils/pptx_math.py	165	except Exception as exc:	CODE
LOW	backend/utils/path_utils.py	97	except Exception as e:	CODE
LOW	backend/utils/mask_utils.py	220	except Exception as e:	CODE
LOW	backend/utils/mask_utils.py	326	except Exception as e:	CODE
LOW	backend/models/settings.py	313	except Exception:	CODE
LOW	backend/models/settings.py	316	except Exception:	CODE
LOW	backend/controllers/material_controller.py	112	except Exception:	CODE
LOW	backend/controllers/material_controller.py	164	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	230	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	295	except Exception:	CODE
LOW	backend/controllers/material_controller.py	498	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	504	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	644	except Exception:	CODE
LOW	backend/controllers/material_controller.py	649	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	672	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	716	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	761	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	813	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	852	except Exception:	CODE
LOW	backend/controllers/material_controller.py	878	except Exception as e:	CODE
LOW	backend/controllers/material_controller.py	902	except Exception as e:	CODE
LOW	backend/controllers/template_asset_controller.py	107	except Exception as exc:	CODE
LOW	backend/controllers/template_asset_controller.py	230	except Exception as exc:	CODE
LOW	backend/controllers/template_asset_controller.py	252	except Exception as exc:	CODE
LOW	backend/controllers/template_asset_controller.py	571	except Exception as exc:	CODE
LOW⚡	backend/controllers/file_controller.py	49	except Exception as e:	CODE
LOW	backend/controllers/file_controller.py	85	except Exception as e:	CODE
LOW⚡	backend/controllers/file_controller.py	118	except Exception as e:	CODE
LOW⚡	backend/controllers/file_controller.py	150	except Exception as e:	CODE
LOW	backend/controllers/file_controller.py	175	except Exception:	CODE
LOW	backend/controllers/file_controller.py	192	except Exception:	CODE
LOW	backend/controllers/file_controller.py	198	except Exception as e:	CODE
LOW	backend/controllers/openai_oauth_controller.py	66	except Exception:	CODE
LOW	backend/controllers/openai_oauth_controller.py	281	except Exception as e:	CODE
LOW	backend/controllers/openai_oauth_controller.py	311	except Exception as e:	CODE
LOW	backend/controllers/openai_oauth_controller.py	397	except Exception:	CODE
MEDIUM	backend/controllers/openai_oauth_controller.py	77	def _parse_expires_in(value) -> int:	CODE
LOW⚡	backend/controllers/reference_file_controller.py	445	except Exception as img_err:	CODE
LOW⚡	backend/controllers/reference_file_controller.py	453	except Exception as e:	CODE
LOW	backend/controllers/reference_file_controller.py	108	except Exception as img_err:	CODE
LOW	backend/controllers/reference_file_controller.py	120	except Exception as e:	CODE
LOW	backend/controllers/reference_file_controller.py	130	except Exception as db_error:	CODE
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Unused Imports186 hits · 176 pts

Severity	File	Line	Context
LOW	backend/config.py	5	CODE
LOW	backend/config.py	6	CODE
LOW	backend/tests/unit/test_template_analysis.py	7	CODE
LOW	backend/tests/unit/test_api_health.py	5	CODE
LOW	backend/tests/unit/test_cli_run_monitor.py	3	CODE
LOW	backend/tests/unit/test_api_material.py	9	CODE
LOW	backend/tests/unit/test_renovation_filename.py	11	CODE
LOW	backend/tests/unit/test_pdf_image_service.py	2	CODE
LOW	backend/tests/unit/test_ai_mock.py	7	CODE
LOW	backend/tests/unit/test_ai_mock.py	8	CODE
LOW	backend/tests/unit/test_ai_mock.py	8	CODE
LOW	backend/tests/unit/test_cli_loader.py	3	CODE
LOW	backend/tests/unit/test_cli_interactive_builder.py	3	CODE
LOW	backend/tests/unit/test_template_asset_model.py	12	CODE
LOW	backend/tests/unit/test_template_asset_file_service.py	11	CODE
LOW	backend/tests/unit/test_api_project.py	10	CODE
LOW	backend/tests/unit/test_api_project.py	196	CODE
LOW	backend/tests/unit/test_icon_subject_extraction.py	11	CODE
LOW	backend/tests/unit/test_cli_plain_help.py	3	CODE
LOW	backend/tests/unit/test_smart_merge.py	2	CODE
LOW	backend/tests/unit/test_template_assets_api.py	8	CODE
LOW	backend/tests/unit/test_cli_resolve.py	3	CODE
LOW	backend/tests/unit/test_cli_resolve.py	5	CODE
LOW	backend/tests/unit/test_cli_resolve.py	6	CODE
LOW	backend/tests/unit/test_cli_resolve.py	11	CODE
LOW	backend/tests/unit/test_cli_config.py	3	CODE
LOW	…ckend/tests/integration/test_migration_019_backfill.py	13	CODE
LOW	…ckend/tests/integration/test_migration_019_backfill.py	14	CODE
LOW	…ckend/tests/integration/test_migration_019_backfill.py	16	CODE
LOW	backend/tests/integration/test_full_workflow.py	7	CODE
LOW	backend/tests/integration/test_full_workflow.py	8	CODE
LOW	backend/tests/integration/test_seedream5_real_api.py	15	CODE
LOW	backend/tests/integration/test_api_full_flow.py	23	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	2	CODE
LOW	backend/utils/__init__.py	11	CODE
LOW	backend/utils/__init__.py	11	CODE
LOW	backend/utils/__init__.py	11	CODE
LOW	backend/utils/__init__.py	12	CODE
LOW	backend/utils/__init__.py	12	CODE
LOW	backend/utils/__init__.py	12	CODE
LOW	backend/utils/__init__.py	13	CODE
LOW	backend/utils/__init__.py	14	CODE
LOW	backend/utils/__init__.py	14	CODE
LOW	backend/utils/__init__.py	14	CODE
LOW	backend/utils/pptx_builder.py	8	CODE
LOW	backend/utils/pptx_builder.py	16	CODE
LOW	backend/utils/pptx_builder.py	16	CODE
LOW	backend/utils/page_utils.py	4	CODE
LOW	backend/models/__init__.py	19	CODE
LOW	backend/models/__init__.py	20	CODE
LOW	backend/models/__init__.py	21	CODE
LOW	backend/models/__init__.py	22	CODE
LOW	backend/models/__init__.py	23	CODE
LOW	backend/models/__init__.py	24	CODE
126 more matches not shown…

Verbosity Indicators57 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/e2e/ui-full-flow.spec.ts	674	// Step 2: Click "导出为 PPTX" in the dropdown menu	COMMENT
LOW⚡	frontend/e2e/ui-full-flow.spec.ts	680	// Step 3: In the PPTX export settings panel, click "开始导出"	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	40	// Step 1: Visit homepage	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	55	// Step 2: Ensure "一句话生成" tab is selected (it's selected by default)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	68	// Step 3: Enter idea and click "Next"	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	83	// Step 4: Click batch generate outline button on outline editor page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	124	// Step 5: Wait for outline generation to complete (smart wait)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	153	// Step 6: Click "Next" to go to description editor page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	166	// Step 7: Click batch generate descriptions button	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	178	// Step 8: Wait for descriptions to generate (smart wait)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	193	// Step 9: Test retry single card functionality	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	254	// Step 10: Click "生成图片" to go to image generation page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	346	// Step 11: Select template (required before generating images)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	438	// Step 12: Click batch generate images button	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	625	// Step 14: Export PPT	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	663	// Step 1: Wait for export button to be enabled (it's disabled until all images are generated)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	132	// Step 1: Visit homepage	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	140	// Step 2: Ensure "一句话生成" tab is selected (it's selected by default)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	165	// Step 4: Verify outline editor page loaded	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	172	// Step 5: Click generate outline (mocked)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	183	// Step 6: Verify UI shows outline (mocked data)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	192	// Step 7: Navigate to description editor	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	203	// Step 8: Test description generation UI (mocked)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	213	// Step 9: Navigate to image generation	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	151	// Step 3: Enter idea and click "Next"	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	224	// Step 10: Test image generation UI (mocked)	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	236	// Step 11: Test export UI	COMMENT
LOW⚡	backend/tests/integration/test_api_full_flow.py	188	# Step 1: Create project	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	227	# Step 2: Generate outline	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	240	# Step 3: Wait for outline completion	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	253	# Step 4: Generate descriptions	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	273	# Step 5: Generate images	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	310	# Step 6: Export PPT	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	325	# Step 7: Verify PPT can be downloaded	COMMENT
LOW⚡	backend/controllers/project_controller.py	686	# Step 1: Parse description to outline	COMMENT
LOW⚡	backend/controllers/project_controller.py	691	# Step 2: Split description into page descriptions	COMMENT
LOW⚡	backend/controllers/project_controller.py	696	# Step 3: Flatten outline to pages	COMMENT
LOW⚡	backend/controllers/project_controller.py	706	# Step 4: Delete existing pages (using ORM session to trigger cascades)	COMMENT
LOW⚡	backend/controllers/project_controller.py	711	# Step 5: Create pages with both outline and description	COMMENT
LOW⚡	backend/controllers/page_controller.py	902	# Step 2: AI extract structured content	COMMENT
LOW⚡	backend/controllers/page_controller.py	906	# Step 3: Optional layout caption	COMMENT
LOW⚡	backend/controllers/page_controller.py	921	# Step 4: Update page in database	COMMENT
LOW	backend/controllers/page_controller.py	881	# Step 1: Parse page PDF → markdown	COMMENT
LOW⚡	backend/services/export_service.py	1211	# Step 3: 合并结果	COMMENT
LOW	backend/services/export_service.py	1071	# Step 1: 收集所有文本元素	COMMENT
LOW	backend/services/export_service.py	1091	# Step 2: 并行执行两种识别	COMMENT
LOW⚡	backend/services/task_manager.py	1874	# Step 1: 准备工作	COMMENT
LOW⚡	backend/services/task_manager.py	1903	# Step 2: 创建文字属性提取器	COMMENT
LOW⚡	backend/services/task_manager.py	1908	# Step 3: 调用导出方法（使用项目的导出设置）	COMMENT
LOW	backend/services/task_manager.py	1555	# Step 1: Split PDF into per-page PDFs	COMMENT
LOW	backend/services/task_manager.py	1929	# Step 4: 标记任务完成	COMMENT
LOW⚡	backend/services/file_parser_service.py	187	# Step 1: Get upload URL	COMMENT
LOW⚡	backend/services/file_parser_service.py	195	# Step 2: Upload file	COMMENT
LOW⚡	backend/services/file_parser_service.py	203	# Step 3: Poll for parsing result	COMMENT
LOW⚡	backend/services/file_parser_service.py	211	# Step 4: Enhance markdown with image captions	COMMENT
LOW	backend/services/image_editability/inpaint_providers.py	377	# Step 1: 百度图像修复 - 精确去除文字	COMMENT
LOW	backend/services/image_editability/inpaint_providers.py	393	# Step 2: 生成式画质提升（可选）	COMMENT

Structural Annotation Overuse57 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/e2e/ui-full-flow.spec.ts	674	// Step 2: Click "导出为 PPTX" in the dropdown menu	COMMENT
LOW⚡	frontend/e2e/ui-full-flow.spec.ts	680	// Step 3: In the PPTX export settings panel, click "开始导出"	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	40	// Step 1: Visit homepage	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	55	// Step 2: Ensure "一句话生成" tab is selected (it's selected by default)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	68	// Step 3: Enter idea and click "Next"	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	83	// Step 4: Click batch generate outline button on outline editor page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	124	// Step 5: Wait for outline generation to complete (smart wait)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	153	// Step 6: Click "Next" to go to description editor page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	166	// Step 7: Click batch generate descriptions button	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	178	// Step 8: Wait for descriptions to generate (smart wait)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	193	// Step 9: Test retry single card functionality	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	254	// Step 10: Click "生成图片" to go to image generation page	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	346	// Step 11: Select template (required before generating images)	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	438	// Step 12: Click batch generate images button	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	625	// Step 14: Export PPT	COMMENT
LOW	frontend/e2e/ui-full-flow.spec.ts	663	// Step 1: Wait for export button to be enabled (it's disabled until all images are generated)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	132	// Step 1: Visit homepage	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	140	// Step 2: Ensure "一句话生成" tab is selected (it's selected by default)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	165	// Step 4: Verify outline editor page loaded	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	172	// Step 5: Click generate outline (mocked)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	183	// Step 6: Verify UI shows outline (mocked data)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	192	// Step 7: Navigate to description editor	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	203	// Step 8: Test description generation UI (mocked)	COMMENT
LOW⚡	frontend/e2e/ui-full-flow-mocked.spec.ts	213	// Step 9: Navigate to image generation	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	151	// Step 3: Enter idea and click "Next"	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	224	// Step 10: Test image generation UI (mocked)	COMMENT
LOW	frontend/e2e/ui-full-flow-mocked.spec.ts	236	// Step 11: Test export UI	COMMENT
LOW⚡	backend/tests/integration/test_api_full_flow.py	188	# Step 1: Create project	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	227	# Step 2: Generate outline	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	240	# Step 3: Wait for outline completion	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	253	# Step 4: Generate descriptions	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	273	# Step 5: Generate images	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	310	# Step 6: Export PPT	COMMENT
LOW	backend/tests/integration/test_api_full_flow.py	325	# Step 7: Verify PPT can be downloaded	COMMENT
LOW⚡	backend/controllers/project_controller.py	686	# Step 1: Parse description to outline	COMMENT
LOW⚡	backend/controllers/project_controller.py	691	# Step 2: Split description into page descriptions	COMMENT
LOW⚡	backend/controllers/project_controller.py	696	# Step 3: Flatten outline to pages	COMMENT
LOW⚡	backend/controllers/project_controller.py	706	# Step 4: Delete existing pages (using ORM session to trigger cascades)	COMMENT
LOW⚡	backend/controllers/project_controller.py	711	# Step 5: Create pages with both outline and description	COMMENT
LOW⚡	backend/controllers/page_controller.py	902	# Step 2: AI extract structured content	COMMENT
LOW⚡	backend/controllers/page_controller.py	906	# Step 3: Optional layout caption	COMMENT
LOW⚡	backend/controllers/page_controller.py	921	# Step 4: Update page in database	COMMENT
LOW	backend/controllers/page_controller.py	881	# Step 1: Parse page PDF → markdown	COMMENT
LOW⚡	backend/services/export_service.py	1211	# Step 3: 合并结果	COMMENT
LOW	backend/services/export_service.py	1071	# Step 1: 收集所有文本元素	COMMENT
LOW	backend/services/export_service.py	1091	# Step 2: 并行执行两种识别	COMMENT
LOW⚡	backend/services/task_manager.py	1874	# Step 1: 准备工作	COMMENT
LOW⚡	backend/services/task_manager.py	1903	# Step 2: 创建文字属性提取器	COMMENT
LOW⚡	backend/services/task_manager.py	1908	# Step 3: 调用导出方法（使用项目的导出设置）	COMMENT
LOW	backend/services/task_manager.py	1555	# Step 1: Split PDF into per-page PDFs	COMMENT
LOW	backend/services/task_manager.py	1929	# Step 4: 标记任务完成	COMMENT
LOW⚡	backend/services/file_parser_service.py	187	# Step 1: Get upload URL	COMMENT
LOW⚡	backend/services/file_parser_service.py	195	# Step 2: Upload file	COMMENT
LOW⚡	backend/services/file_parser_service.py	203	# Step 3: Poll for parsing result	COMMENT
LOW⚡	backend/services/file_parser_service.py	211	# Step 4: Enhance markdown with image captions	COMMENT
LOW	backend/services/image_editability/inpaint_providers.py	377	# Step 1: 百度图像修复 - 精确去除文字	COMMENT
LOW	backend/services/image_editability/inpaint_providers.py	393	# Step 2: 生成式画质提升（可选）	COMMENT

Deep Nesting123 hits · 90 pts

Severity	File	Line	Context
LOW	backend/desktop_bootstrap.py	6	CODE
LOW	backend/app.py	62	CODE
LOW	backend/app.py	266	CODE
LOW	backend/tests/unit/test_api_project.py	237	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	86	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	104	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	351	CODE
LOW	backend/tests/integration/test_api_full_flow.py	42	CODE
LOW	backend/tests/integration/test_api_full_flow.py	94	CODE
LOW	backend/utils/pptx_builder.py	256	CODE
LOW	backend/utils/pptx_builder.py	703	CODE
LOW	backend/utils/pptx_math.py	309	CODE
LOW	backend/utils/path_utils.py	26	CODE
LOW	backend/utils/path_utils.py	142	CODE
LOW	backend/utils/mask_utils.py	59	CODE
LOW	backend/utils/mask_utils.py	109	CODE
LOW	backend/utils/mask_utils.py	274	CODE
LOW	backend/controllers/material_controller.py	44	CODE
LOW	backend/controllers/material_controller.py	380	CODE
LOW	backend/controllers/material_controller.py	510	CODE
LOW	backend/controllers/material_controller.py	819	CODE
LOW	backend/controllers/file_controller.py	155	CODE
LOW	backend/controllers/openai_oauth_controller.py	51	CODE
LOW	backend/controllers/reference_file_controller.py	41	CODE
LOW	backend/controllers/reference_file_controller.py	135	CODE
LOW	backend/controllers/reference_file_controller.py	300	CODE
LOW	backend/controllers/reference_file_controller.py	394	CODE
LOW	backend/controllers/export_controller.py	301	CODE
LOW	backend/controllers/project_controller.py	302	CODE
LOW	backend/controllers/project_controller.py	428	CODE
LOW	backend/controllers/project_controller.py	520	CODE
LOW	backend/controllers/project_controller.py	851	CODE
LOW	backend/controllers/project_controller.py	1238	CODE
LOW	backend/controllers/project_controller.py	1362	CODE
LOW	backend/controllers/project_controller.py	543	CODE
LOW	backend/controllers/project_controller.py	875	CODE
LOW	backend/controllers/page_controller.py	325	CODE
LOW	backend/controllers/page_controller.py	413	CODE
LOW	backend/controllers/page_controller.py	592	CODE
LOW	backend/controllers/page_controller.py	832	CODE
LOW	backend/controllers/page_controller.py	1081	CODE
LOW	backend/controllers/settings_controller.py	59	CODE
LOW	backend/controllers/settings_controller.py	220	CODE
LOW	backend/controllers/settings_controller.py	495	CODE
LOW	backend/controllers/settings_controller.py	569	CODE
LOW	backend/controllers/settings_controller.py	670	CODE
LOW	backend/controllers/settings_controller.py	854	CODE
LOW	backend/controllers/settings_controller.py	1121	CODE
LOW	backend/controllers/settings_controller.py	1187	CODE
LOW	backend/controllers/settings_controller.py	1293	CODE
LOW	backend/services/ai_service.py	346	CODE
LOW	backend/services/ai_service.py	393	CODE
LOW	backend/services/ai_service.py	927	CODE
LOW	backend/services/ai_service.py	450	CODE
LOW	backend/services/update_check_service.py	177	CODE
LOW	backend/services/update_check_service.py	217	CODE
LOW	backend/services/inpainting_service.py	87	CODE
LOW	backend/services/tts_video_service.py	375	CODE
LOW	backend/services/tts_video_service.py	824	CODE
LOW	backend/services/tts_video_service.py	1054	CODE
63 more matches not shown…

Modern Structural Boilerplate66 hits · 67 pts

Severity	File	Line	Snippet	Context
LOW	backend/utils/latex_utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	backend/utils/__init__.py	16	__all__ = [	CODE
LOW	backend/utils/pptx_builder.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/utils/pptx_builder.py	163	def _set_core_properties(prs: Presentation) -> None:	CODE
LOW	backend/utils/pptx_math.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/utils/path_utils.py	9	logger = logging.getLogger(__name__)	CODE
LOW	backend/utils/mask_utils.py	9	logger = logging.getLogger(__name__)	CODE
LOW	backend/models/project_template_asset.py	70	def set_analysis(self, data) -> None:	CODE
LOW	backend/models/__init__.py	30	__all__ = ['db', 'Project', 'Page', 'Task', 'UserTemplate', 'PageImageVersion', 'Material', 'ReferenceFile', 'Settings',	CODE
LOW	backend/controllers/material_controller.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/template_asset_controller.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/openai_oauth_controller.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/reference_file_controller.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/__init__.py	15	__all__ = ['project_bp', 'style_bp', 'page_bp', 'template_bp',	CODE
LOW	backend/controllers/export_controller.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/project_controller.py	34	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/page_controller.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/template_controller.py	11	logger = logging.getLogger(__name__)	CODE
LOW	backend/controllers/settings_controller.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_service.py	38	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/pdf_service.py	9	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/inpainting_service.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/__init__.py	6	__all__ = ['AIService', 'ProjectContext', 'FileService', 'ExportService']	CODE
LOW⚡	backend/services/tts_video_service.py	22	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/prompts.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_service_manager.py	28	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/export_service.py	29	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/task_manager.py	24	logger = logging.getLogger(__name__)	CODE
LOW⚡	backend/services/task_manager.py	2358	def _set_task_processing(task_id: str) -> None:	CODE
LOW	backend/services/pdf_image_service.py	13	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/file_parser_service.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/material_import_service.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/service.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…ervices/image_editability/text_attribute_extractors.py	17	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/extractors.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/inpaint_providers.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/__init__.py	90	__all__ = [	CODE
LOW	backend/services/image_editability/factories.py	25	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/hybrid_extractor.py	24	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/image_editability/helpers.py	15	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/genai_client.py	8	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/__init__.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/__init__.py	29	__all__ = [	CODE
LOW	…/services/ai_providers/ocr/baidu_table_ocr_provider.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…rvices/ai_providers/ocr/baidu_accurate_ocr_provider.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/ocr/__init__.py	12	__all__ = [	CODE
LOW	…s/ai_providers/image/volcengine_inpainting_provider.py	15	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/image/codex_provider.py	25	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/image/__init__.py	12	__all__ = [	CODE
LOW	…vices/ai_providers/image/gemini_inpainting_provider.py	13	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/image/openai_provider.py	23	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/image/genai_provider.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…kend/services/ai_providers/image/anthropic_provider.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…rvices/ai_providers/image/baidu_inpainting_provider.py	16	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/image/lazyllm_provider.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…vices/ai_providers/image/rmbg_segmentation_provider.py	18	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/text/codex_provider.py	19	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/text/__init__.py	9	__all__ = ['TextProvider', 'GenAITextProvider', 'OpenAITextProvider', 'AnthropicTextProvider', 'LazyLLMTextProvider', 'C	CODE
LOW	backend/services/ai_providers/text/openai_provider.py	11	logger = logging.getLogger(__name__)	CODE
LOW	backend/services/ai_providers/text/genai_provider.py	17	logger = logging.getLogger(__name__)	CODE
6 more matches not shown…

Redundant / Tautological Comments33 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	backend/run.sh	10	# Check if .env exists	COMMENT
LOW	backend/run.sh	18	# Check if virtual environment exists	COMMENT
LOW	backend/tests/integration/test_seedream5_real_api.py	13	# Check if lazyllm is available	COMMENT
LOW	backend/tests/integration/test_seedream5_real_api.py	66	# Check if it's the guidance_scale error	COMMENT
LOW	backend/utils/pptx_builder.py	192	# Check if dimensions exceed python-pptx limits and scale down if needed	COMMENT
LOW	backend/utils/pptx_builder.py	335	# Check if it fits	COMMENT
LOW	backend/utils/pptx_builder.py	382	# Check if we have colored segments (multi-color text)	COMMENT
LOW	backend/utils/pptx_builder.py	652	# Check if image exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	35	# Check if directory exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	39	# Check if file exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	106	# Check if directory exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	110	# Check if file exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	138	# Check if directory exists	COMMENT
LOW⚡	backend/controllers/file_controller.py	142	# Check if file exists	COMMENT
LOW	backend/controllers/file_controller.py	171	# Check if the path is trying to escape the root directory	COMMENT
LOW	backend/controllers/reference_file_controller.py	147	# Check if file is in request	COMMENT
LOW	backend/controllers/export_controller.py	421	# Check if pages have generated images	COMMENT
LOW	backend/controllers/project_controller.py	1270	# Check if pages have descriptions (允许没有描述，从空开始)	COMMENT
LOW	backend/controllers/page_controller.py	349	# Check if already generated	COMMENT
LOW	backend/controllers/page_controller.py	438	# Check if already generated	COMMENT
LOW	backend/controllers/template_controller.py	32	# Check if file is in request	COMMENT
LOW	backend/controllers/template_controller.py	125	# Check if file is in request	COMMENT
LOW	backend/controllers/settings_controller.py	739	# Check if reasoning configuration changed (requires AIService cache clear)	COMMENT
LOW	backend/services/export_service.py	711	# Check if this is a table with子元素 (cells from Baidu OCR)	COMMENT
LOW	backend/services/export_service.py	737	# Check if this is a table with HTML data (legacy)	COMMENT
LOW	backend/services/task_manager.py	276	# Check if task raised an exception	COMMENT
LOW⚡	backend/services/file_parser_service.py	172	# Check if it's a plain text file that doesn't need MinerU parsing	COMMENT
LOW⚡	backend/services/file_parser_service.py	179	# Check if it's a spreadsheet file (xlsx, csv) - use markitdown	COMMENT
LOW	backend/services/file_parser_service.py	241	# Read file content	COMMENT
LOW	backend/services/file_parser_service.py	249	# Check if content has markdown images	COMMENT
LOW	scripts/setup-env-from-secrets.sh	56	# Check if this configuration item exists in .env file	COMMENT
LOW	scripts/test_docker_environment.sh	255	# Check if project still exists	COMMENT
LOW	scripts/run-local-ci.sh	147	# Check if Docker is running	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	backend/services/ai_service.py	210	生成并解析JSON，如果解析失败则重新生成 Args: prompt: 生成提示词 thinking_budget: 思考预算（会根据 en	STRING
HIGH	backend/services/ai_service.py	242	带图片输入的JSON生成，如果解析失败则重新生成（最多重试3次） Args: prompt: 生成提示词 image_path: 图片文件路	STRING
HIGH	backend/services/ai_service.py	930	Generate image using configured image provider Based on gemini_genai.py gen_image() Ar	STRING
HIGH	backend/services/image_editability/service.py	92	将图片转换为可编辑结构（递归）线程安全：此方法可以被多个线程并行调用 Args: image_path: 图片路径	STRING
HIGH	backend/services/image_editability/factories.py	313	创建基于生成式大模型的Inpaint提供者使用生成式大模型（如Gemini图片编辑）通过自然语言指令移除图片中的文字和图标。适用于不需要精确bbox的场景，大模型自动理	STRING
HIGH	backend/services/image_editability/factories.py	506	从默认参数创建配置默认配置（推荐用于导出PPTX）： - 元素提取：混合提取器（MinerU版面分析 + 百度高精度OCR） - 背景生成：混合Inpai	STRING
HIGH	backend/services/image_editability/factories.py	702	创建基于Caption Model的文字属性提取器使用视觉语言模型（如Gemini）分析文字区域图像，通过生成JSON的方式获取字体颜色、是否粗体、是否斜体等属性。	STRING
HIGH	backend/services/image_editability/factories.py	730	创建文字属性提取器注册表支持动态注册新元素类型，不限于预定义类型。 Args: caption_extractor: Capti	STRING

Magic Placeholder Names7 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	257	GOOGLE_API_KEY=your-api-key-here	CODE
HIGH	README.md	262	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	README_EN.md	260	GOOGLE_API_KEY=your-api-key-here	CODE
HIGH	README_EN.md	267	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	backend/controllers/settings_controller.py	227	"api_key": "your-api-key",	STRING
HIGH	scripts/setup-env-from-secrets.sh	76	sed -i '/^GOOGLE_API_KEY=/s/your-api-key-here/mock-api-key/' "$ENV_FILE"	CODE
HIGH	v0_demo/lazyllm_genai.py	22	export BANANA_QWEN_API_KEY = "your-api-key"	STRING

Fake / Example Data21 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	frontend/e2e/settings-backfill.spec.ts	67	const placeholder = await apiKeyInput.getAttribute('placeholder')	CODE
LOW	frontend/e2e/settings-backfill.spec.ts	116	const placeholder = await apiKeyInput.getAttribute('placeholder')	CODE
LOW	…nd/e2e/settings-per-model-provider-integration.spec.ts	63	const placeholder = await apiKeyInput.getAttribute('placeholder')	CODE
LOW	frontend/e2e/file-preview-scrollbar.spec.ts	12	const LONG_MARKDOWN = '# Test Document\n\n' + 'Lorem ipsum dolor sit amet. '.repeat(200) +	CODE
LOW	frontend/e2e/file-preview-scrollbar.spec.ts	12	const LONG_MARKDOWN = '# Test Document\n\n' + 'Lorem ipsum dolor sit amet. '.repeat(200) +	CODE
LOW	frontend/e2e/per-model-startup-creds.spec.ts	100	const placeholder = await apiKeyInput.getAttribute('placeholder')	CODE
LOW	frontend/e2e/openai-oauth.spec.ts	76	json: { success: true, data: { ...base, openai_oauth_connected: true, openai_oauth_account_id: 'user@example	CODE
LOW	frontend/e2e/openai-oauth.spec.ts	387	json: { success: true, data: { ...base, openai_oauth_connected: true, openai_oauth_account_id: 'user@example	CODE
LOW	frontend/e2e/openai-oauth.spec.ts	432	json: { success: true, data: { message: 'Connected', account_id: 'user@example.com' } },	CODE
LOW	frontend/e2e/openai-oauth.spec.ts	439	json: { success: true, data: { connected: true, account_id: 'user@example.com' } },	CODE
LOW	frontend/e2e/openai-oauth.spec.ts	462	json: { success: true, data: { ...base, openai_oauth_connected: true, openai_oauth_account_id: 'user@example	CODE
LOW	frontend/src/components/shared/AccessCodeGuard.tsx	103	placeholder={t('placeholder')}	CODE
LOW⚡	backend/tests/unit/test_api_material.py	215	app.config['GOOGLE_API_KEY'] = 'fake-key'	STRING
LOW⚡	backend/tests/unit/test_api_settings_provider.py	497	settings.openai_oauth_account_id = 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	385	settings.openai_oauth_account_id = 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	451	settings.openai_oauth_account_id = 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	524	assert settings.openai_oauth_account_id == 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	542	settings.openai_oauth_account_id = 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	574	assert settings.openai_oauth_account_id == 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	592	settings.openai_oauth_account_id = 'user@example.com'	CODE
LOW	backend/tests/unit/test_api_settings_provider.py	617	assert settings.openai_oauth_account_id == 'user@example.com'	CODE

Self-Referential Comments5 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/tests/unit/test_api_material.py	180	# Create a temp image	STRING
MEDIUM	backend/tests/integration/test_api_full_flow.py	210	# Create a simple test template image	COMMENT
MEDIUM	backend/controllers/page_controller.py	700	# Create a temporary directory in the project's upload folder	COMMENT
MEDIUM	scripts/test_docker_environment.sh	236	# Create a project	COMMENT
MEDIUM⚡	v0_demo/lazyllm_genai.py	196	# Create a test image if it doesn't exist	COMMENT

AI Structural Patterns18 hits · 14 pts

Severity	File	Line	Context
LOW	backend/utils/latex_utils.py	158	CODE
LOW	backend/services/tts_video_service.py	824	CODE
LOW	backend/services/tts_video_service.py	941	CODE
LOW	backend/services/tts_video_service.py	1497	CODE
LOW	backend/services/export_service.py	1249	CODE
LOW	backend/services/task_manager.py	703	CODE
LOW	backend/services/task_manager.py	1329	CODE
LOW	backend/services/task_manager.py	2007	CODE
LOW	backend/services/file_parser_service.py	97	CODE
LOW	backend/services/image_editability/factories.py	494	CODE
LOW	backend/services/image_editability/data_models.py	106	CODE
LOW	…rvices/ai_providers/ocr/baidu_accurate_ocr_provider.py	82	CODE
LOW	cli/banana_cli/config.py	91	CODE
LOW	cli/banana_cli/commands/exports.py	93	CODE
LOW	cli/banana_cli/commands/workflows.py	149	CODE
LOW	cli/banana_cli/commands/projects.py	44	CODE
LOW	cli/banana_cli/commands/projects.py	73	CODE
LOW	v0_demo/lazyllm_genai.py	66	CODE

Cross-Language Confusion2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	backend/models/material.py	16	project_id = db.Column(db.String(36), db.ForeignKey('projects.id'), nullable=True) # Can be null, for global materi	CODE
HIGH	backend/services/prompts.py	1568	4. When unsure: prefer `status=undecided` (template_asset_id=null) over guessing. confidence<0.5 should be undecided	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/models/material.py	20	caption = db.Column(db.String(500), nullable=True) # AI-generated image description	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/services/ai_providers/image/openai_provider.py	161	# Build comprehensive extra_body that works with multiple providers	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/setup-env-from-secrets.sh	5	# Usage:	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/docker-publish.yml	321	# VERSION: ${{ inputs.version }}	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings