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AI Slop Code RIsk Monitor

YILING0013/AI_NovelGenerator

使用ai生成多章节的长篇小说，自动衔接上下文、伏笔

17.7 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for YILING0013/AI_NovelGenerator, a Python project with 6,182 GitHub stars. SynthScan examined 10,984 lines of code across 48 source files, recording 178 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 17.7 (Elevated pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

17.7
Adjusted Signal
17.7
Raw Pattern Score
100%
Time Factor
2026-08-01
Last Push
6.2K
Stars
Python
Language
11.0K
Lines of Code
48
Files
178
Pattern Hits
2026-10-12
Scan Date
0.10
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 24.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 72 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.5/100 · LOW

Are imports declared and package/API names verified? 35 finding(s).

Agent Over-Engineering Ratio 47.0/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 113 finding(s).

PR Review Velocity Impact 62.1/100 · HIGH

Which changes need focused human review? 178 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 5MEDIUM 5LOW 168

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 178 distinct pattern matches across 6 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.

Excessive Try-Catch Wrapping66 hits · 72 pts
SeverityFileLineSnippetContext
LOWllm_adapters.py230 except Exception as e:CODE
LOWllm_adapters.py280 except Exception as e:CODE
LOWllm_adapters.py315 except Exception as e:CODE
LOWllm_adapters.py349 except Exception as e:CODE
LOWllm_adapters.py388 except Exception as e:CODE
LOWconfig_manager.py254 except Exception:CODE
LOWconfig_manager.py286 except Exception as e:CODE
LOWconfig_manager.py313 except Exception as e:CODE
MEDIUMconfig_manager.py264def task():CODE
MEDIUMconfig_manager.py294def task():CODE
LOWutils.py14 except Exception as e:CODE
LOWutils.py42 except Exception as e:CODE
LOWutils.py51 except Exception as e:CODE
LOWembedding_adapters.py202 except Exception as e:CODE
LOWembedding_adapters.py221 except Exception as e:CODE
LOWui/main_window.py50 except Exception:CODE
LOWui/main_window.py411 except Exception as e:CODE
MEDIUMui/main_window.py195def safe_get_int(self, var, default=1):CODE
LOWui/other_settings.py59 except Exception as e:CODE
MEDIUMui/other_settings.py56def task():CODE
MEDIUMui/generation_handlers.py707def batch_task():CODE
LOW⚡ui/generation_handlers.py776 except Exception:CODE
LOW⚡ui/generation_handlers.py784 except Exception as e:CODE
LOWui/generation_handlers.py71 except Exception:CODE
LOWui/generation_handlers.py117 except Exception:CODE
LOWui/generation_handlers.py214 except Exception as e:CODE
LOWui/generation_handlers.py312 except Exception:CODE
LOWui/generation_handlers.py408 except Exception:CODE
LOWui/generation_handlers.py457 except Exception:CODE
LOWui/generation_handlers.py606 except Exception as e:CODE
LOWui/generation_handlers.py714 except Exception:CODE
LOWui/generation_handlers.py744 except Exception as e:CODE
LOWui/config_tab.py234 except Exception as e:CODE
LOWui/role_library.py301 except Exception as e:CODE
LOWui/role_library.py305 except Exception as e:CODE
LOWui/role_library.py425 except Exception as e:CODE
LOWui/role_library.py446 except Exception as e:CODE
LOWui/role_library.py521 except Exception as e:CODE
LOWui/role_library.py677 except Exception as e:CODE
LOWui/role_library.py717 except Exception as e:CODE
LOWui/role_library.py773 except Exception as e:CODE
LOWui/role_library.py804 except Exception as e:CODE
LOWui/role_library.py903 except Exception as e:CODE
LOWui/role_library.py1007 except Exception as e:CODE
LOWui/role_library.py1019 except Exception as e:CODE
LOWui/role_library.py1362 except Exception as e:CODE
LOWui/role_library.py1502 except Exception as e:CODE
LOWui/role_library.py1519 except Exception as e:CODE
LOWui/role_library.py1578 except Exception as e:CODE
LOWnovel_generator/chapter.py112 except Exception as e:CODE
LOWnovel_generator/chapter.py281 except Exception as e:CODE
LOWnovel_generator/chapter.py388 except Exception as e:CODE
LOWnovel_generator/chapter.py491 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py44 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py87 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py128 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py202 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py226 except Exception as e:CODE
LOWnovel_generator/vectorstore_utils.py242 except Exception as e:CODE
LOWnovel_generator/finalization.py32 except Exception:CODE
6 more matches not shown…
Hyper-Verbose Identifiers40 hits · 40 pts
SeverityFileLineSnippetContext
LOWchapter_directory_parser.py48def _strip_wrapping_punctuation(text: str) -> str:CODE
LOWchapter_directory_parser.py140def get_chapter_info_from_blueprint(blueprint_text: str, target_chapter_number: int):CODE
LOWprompt_definitions_en.py678def _inject_style_requirements(prompt_text):STRING
LOWui/main_window.py275 def show_character_import_window(self):CODE
LOWui/novel_params_tab.py101def build_optional_buttons_area(self, start_row=2):CODE
LOWui/novel_params_tab.py137def create_label_with_help_for_novel_params(self, parent, label_text, tooltip_key, row, column, font=None, sticky="e", pCODE
LOW⚡ui/generation_handlers.py788def clear_vectorstore_handler(self):CODE
LOWui/generation_handlers.py23def generate_novel_architecture_ui(self):CODE
LOWui/generation_handlers.py77def generate_chapter_blueprint_ui(self):CODE
LOWui/generation_handlers.py123def generate_chapter_draft_ui(self):CODE
LOWui/config_tab.py20def _sync_selected_llm_metadata(config_data, selected_name):CODE
LOWui/config_tab.py26def _replace_choose_config_references(config_data, old_name, new_name):CODE
LOWui/config_tab.py483def build_embeddings_config_tab(self):CODE
LOWui/config_tab.py484 def on_embedding_interface_changed(new_value):CODE
LOWui/role_library.py85 def _find_role_actual_category(self, role_name):CODE
LOWui/role_library.py680 def load_default_character_state(self, right_panel):CODE
LOWui/role_library.py836 def _check_role_name_conflict(self, new_name):CODE
LOWui/role_library.py1118 def _create_category_directory(self, category_name):CODE
LOWui/role_library.py1365 def _create_attribute_section(self, attr_name, items):CODE
LOWui/role_library.py1488 def _read_file_with_fallback_encoding(self, file_path):CODE
LOWnovel_generator/chapter.py42def summarize_recent_chapters(CODE
LOWnovel_generator/chapter.py116def extract_summary_from_response(response_text: str) -> str:CODE
LOWnovel_generator/chapter.py218def get_filtered_knowledge_context(CODE
LOWnovel_generator/vectorstore_utils.py144def split_text_for_vectorstore(chapter_text: str, max_length: int = 500, similarity_threshold: float = 0.7):CODE
LOWnovel_generator/vectorstore_utils.py206def get_relevant_context_from_vector_store(embedding_adapter, query: str, filepath: str, k: int = 2) -> str:CODE
LOWnovel_generator/vectorstore_utils.py231def _get_sentence_transformer(model_name: str = 'paraphrase-MiniLM-L6-v2'):CODE
LOWnovel_generator/architecture.py22def load_partial_architecture_data(filepath: str) -> dict:CODE
LOW⚡novel_generator/architecture.py38def save_partial_architecture_data(filepath: str, data: dict):CODE
LOWtests/test_common.py26 def test_remove_think_tags_strips_reasoning_blocks(self):CODE
LOWtests/test_common.py31 def test_invoke_with_cleaning_removes_think_tags_from_llm_output(self):CODE
LOWtests/test_chapter_directory_parser.py11 def test_parses_adjacent_chinese_chapters_without_blank_lines(self):CODE
LOWtests/test_chapter_directory_parser.py38 def test_parses_markdown_and_colon_style_chinese_output(self):CODE
LOWtests/test_chapter_directory_parser.py58 def test_parses_english_chapter_blueprint(self):CODE
LOWtests/test_chapter_directory_parser.py79 def test_returns_default_info_when_chapter_is_missing(self):CODE
LOWtests/test_text_utils.py20 def test_fallback_splits_chinese_sentences_without_spaces(self):CODE
LOWtests/test_text_utils.py27 def test_split_sentences_falls_back_when_nltk_is_unavailable(self):CODE
LOWtests/test_config_manager.py12 def test_default_config_uses_current_model_presets(self):CODE
LOWtests/test_config_manager.py28 def test_normalize_config_migrates_legacy_task_choices(self):CODE
LOWtests/test_config_manager.py51 def test_config_example_has_valid_task_references(self):CODE
LOWtests/test_config_manager.py60 def test_embedding_ui_options_match_supported_adapters(self):CODE
Unused Imports35 hits · 34 pts
SeverityFileLineSnippetContext
LOWllm_adapters.py12CODE
LOWutils.py3CODE
LOWui/main_window.py4CODE
LOWui/main_window.py8CODE
LOWui/main_window.py13CODE
LOWui/main_window.py14CODE
LOWui/main_window.py14CODE
LOWui/main_window.py14CODE
LOWui/main_window.py17CODE
LOWui/main_window.py18CODE
LOWui/main_window.py18CODE
LOWui/main_window.py36CODE
LOWui/novel_params_tab.py4CODE
LOWui/generation_handlers.py5CODE
LOWui/generation_handlers.py8CODE
LOWui/__init__.py2CODE
LOWui/main_tab.py4CODE
LOWui/role_library.py10CODE
LOWnovel_generator/chapter.py7CODE
LOWnovel_generator/vectorstore_utils.py9CODE
LOWnovel_generator/vectorstore_utils.py182CODE
LOWnovel_generator/vectorstore_utils.py182CODE
LOWnovel_generator/vectorstore_utils.py182CODE
LOWnovel_generator/__init__.py2CODE
LOWnovel_generator/__init__.py3CODE
LOWnovel_generator/__init__.py4CODE
LOWnovel_generator/__init__.py4CODE
LOWnovel_generator/__init__.py4CODE
LOWnovel_generator/__init__.py4CODE
LOWnovel_generator/__init__.py4CODE
LOWnovel_generator/__init__.py11CODE
LOWnovel_generator/__init__.py11CODE
LOWnovel_generator/__init__.py12CODE
LOWnovel_generator/__init__.py13CODE
LOWnovel_generator/architecture.py9CODE
Empty Error Handlers5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHui/main_window.py50except Exception:CODE
HIGHui/context_menu.py34except tk.TclError:CODE
HIGHui/context_menu.py41except tk.TclError:CODE
HIGHui/context_menu.py50except tk.TclError:CODE
HIGHui/generation_handlers.py773except:CODE
Deep Nesting30 hits · 20 pts
SeverityFileLineSnippetContext
LOWllm_adapters.py392CODE
LOWconfig_manager.py244CODE
LOWembedding_adapters.py284CODE
LOWui/main_window.py275CODE
LOWui/main_window.py389CODE
LOWui/other_settings.py284CODE
LOWui/generation_handlers.py123CODE
LOWui/generation_handlers.py462CODE
LOWui/generation_handlers.py720CODE
LOWui/generation_handlers.py129CODE
LOWui/generation_handlers.py551CODE
LOWui/generation_handlers.py726CODE
LOWui/generation_handlers.py187CODE
LOWui/config_tab.py483CODE
LOWui/config_tab.py484CODE
LOWui/role_library.py403CODE
LOWui/role_library.py503CODE
LOWui/role_library.py525CODE
LOWui/role_library.py720CODE
LOWui/role_library.py810CODE
LOWui/role_library.py836CODE
LOWui/role_library.py906CODE
LOWui/role_library.py1176CODE
LOWui/role_library.py1238CODE
LOWui/role_library.py1289CODE
LOWui/role_library.py1451CODE
LOWui/role_library.py1488CODE
LOWui/role_library.py1204CODE
LOWnovel_generator/chapter.py176CODE
LOWnovel_generator/chapter.py285CODE
AI Structural Patterns2 hits · 2 pts
SeverityFileLineSnippetContext
LOWnovel_generator/vectorstore_utils.py76CODE
LOWnovel_generator/vectorstore_utils.py119CODE