3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

55.8K

Lines of Code

527

Files

161

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 81 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

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

Agent Over-Engineering Ratio 7.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 71 finding(s).

PR Review Velocity Impact 17.5/100 · LOW

Which changes need focused human review? 161 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 10MEDIUM 2LOW 149

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 161 distinct pattern matches across 13 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 Wrapping38 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/routers/common_router.py	54	except Exception as e:	CODE
LOW	backend/app/routers/common_router.py	108	except Exception as e:	CODE
LOW	backend/app/routers/ws_router.py	70	except Exception as e:	CODE
LOW	backend/app/routers/ws_router.py	108	except Exception as e:	CODE
LOW	backend/app/routers/ws_router.py	116	except Exception as e:	CODE
LOW	backend/app/routers/modeling_router.py	112	except Exception as e:	CODE
LOW	backend/app/routers/modeling_router.py	143	except Exception as e:	CODE
LOW	backend/app/routers/modeling_router.py	183	except Exception as e:	CODE
LOW	backend/app/routers/modeling_router.py	256	except Exception as e:	CODE
LOW	backend/app/routers/modeling_router.py	335	except Exception as e:	CODE
LOW	backend/app/tools/openalex_scholar.py	116	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	52	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	78	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	82	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	292	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	323	except Exception as e:	CODE
LOW⚡	backend/app/tools/e2b_interpreter.py	334	except Exception as e:	CODE
LOW⚡	backend/app/tools/e2b_interpreter.py	341	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	386	except Exception as e:	CODE
LOW	backend/app/tools/e2b_interpreter.py	392	except Exception as e:	CODE
LOW	backend/app/tools/local_interpreter.py	161	except Exception:	CODE
LOW	backend/app/core/workflow.py	93	except Exception as e:	CODE
LOW	backend/app/core/llm/llm.py	103	except Exception as e:	CODE
LOW	backend/app/core/agents/agent.py	123	except Exception as e:	CODE
LOW	backend/app/core/agents/agent.py	209	except Exception as e:	CODE
LOW	backend/app/core/agents/coder_agent.py	215	except Exception as e:	CODE
LOW	backend/app/core/agents/writer_agent.py	136	except Exception as e:	CODE
LOW	backend/app/core/agents/writer_agent.py	184	except Exception as e:	CODE
LOW	backend/app/utils/data_recorder.py	84	except Exception as e:	CODE
LOW	backend/app/utils/common_utils.py	61	except Exception as e:	CODE
LOW	backend/app/utils/common_utils.py	90	except Exception as e:	CODE
LOW	backend/app/services/redis_manager.py	32	except Exception as e:	CODE
LOW	backend/app/services/redis_manager.py	66	except Exception as e:	CODE
LOW	backend/app/services/redis_manager.py	82	except Exception as e:	CODE
LOW	skills/doctor/SKILL.md	93	except Exception:	CODE
LOW	skills/6verity/scripts/writing_check.sh	236	except Exception:	CODE
LOW	skills/6verity/scripts/writing_check.sh	604	except Exception as exc:	CODE
MEDIUM	skills/6verity/scripts/writing_check.sh	227	def read(path):	CODE

Structural Annotation Overuse24 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	skills/3coding-visual/SKILL.md	22	### Step 1: 代码结构	COMMENT
LOW	skills/3coding-visual/SKILL.md	27	### Step 2: 逐子问题实现	COMMENT
LOW	skills/3coding-visual/SKILL.md	42	### Step 3: 结果文件格式	COMMENT
LOW	skills/3coding-visual/SKILL.md	65	### Step 4: 生成数据驱动图表	COMMENT
LOW	skills/2analysis-modeling/SKILL.md	27	### Step 1: 子问题拆解	COMMENT
LOW	skills/2analysis-modeling/SKILL.md	46	### Step 2: 假设敏感性预检	COMMENT
LOW	skills/2analysis-modeling/SKILL.md	71	### Step 3: 数据理解与建模路线	COMMENT
LOW	skills/2analysis-modeling/SKILL.md	86	### Step 4: 建模报告	COMMENT
LOW	skills/2analysis-modeling/SKILL.md	122	### Step 5: 给代码阶段的接口	COMMENT
LOW	skills/6verity/SKILL.md	38	### Step 1: 运行文本质量门禁	COMMENT
LOW	skills/6verity/SKILL.md	62	### Step 2: 章节数量和标题顺序	COMMENT
LOW	skills/6verity/SKILL.md	82	### Step 3: 图表和章节匹配	COMMENT
LOW	skills/6verity/SKILL.md	104	### Step 4: 写作质量和泄露检查	COMMENT
LOW	skills/6verity/SKILL.md	114	### Step 5: 数值和结果一致性	COMMENT
LOW	skills/6verity/SKILL.md	125	### Step 6: 引用和模板规范	COMMENT
LOW	skills/6verity/SKILL.md	136	### Step 7: 编译	COMMENT
LOW	skills/6verity/SKILL.md	154	### Step 8: PDF 视觉检查	COMMENT
LOW	skills/6verity/SKILL.md	188	### Step 9: 写验收报告	COMMENT
LOW	skills/4drawio/SKILL.md	41	### Step 1: 盘点已有图表和需求	COMMENT
LOW	skills/4drawio/SKILL.md	59	### Step 2: 判定图类型	COMMENT
LOW	skills/4drawio/SKILL.md	80	### Step 3: 生成 DrawIO 源文件	COMMENT
LOW	skills/4drawio/SKILL.md	112	### Step 4: 导出 PDF	COMMENT
LOW	skills/4drawio/SKILL.md	127	### Step 5: 自检和修复	COMMENT
LOW	skills/4drawio/SKILL.md	141	### Step 6: 写生成记录	COMMENT

Docstring Block Structure6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/routers/common_router.py	18	验证并返回安全的任务 ID。 Args: task_id: 待验证的任务 ID。 Returns: 验证通过的任务 ID。 Raises: HTTPExcepti	STRING
HIGH	backend/app/tools/interpreter_factory.py	20	创建代码解释器实例。 Args: kind: 解释器类型，"remote" 使用 E2B 沙箱，"local" 使用本地 Jupyter。 task_id: 任务 ID。 work_	STRING
HIGH	backend/app/tools/base.py	14	工具注册装饰器，为函数生成工具 schema。 Args: name: 工具名称。 description: 工具描述。 parameters: 工具参数定义。 re	STRING
HIGH	backend/app/tools/base.py	90	调用指定的工具函数。 Args: function_name: 工具函数名称。 **kwargs: 传递给工具的参数。 Returns:	STRING
HIGH	backend/app/utils/common_utils.py	26	验证任务 ID 的合法性，防止路径遍历攻击。 Args: task_id: 待验证的任务 ID。 Returns: 验证通过的任务 ID。 Raises: Val	STRING
HIGH	backend/app/utils/common_utils.py	95	获取指定任务的工作目录路径。 Args: task_id: 任务 ID。 Returns: 工作目录路径。 Raises: FileNotFoundError:	STRING

Unused Imports29 hits · 29 pts

Severity	File	Line	Context
LOW	backend/app/tools/matplotlib_setup.py	3	CODE
LOW	backend/app/core/llm/providers/__init__.py	3	CODE
LOW	backend/app/core/llm/providers/__init__.py	4	CODE
LOW	backend/app/core/llm/providers/__init__.py	5	CODE
LOW	backend/app/core/llm/providers/__init__.py	6	CODE
LOW	backend/app/core/agents/__init__.py	1	CODE
LOW	backend/app/core/agents/__init__.py	2	CODE
LOW	backend/app/core/agents/__init__.py	3	CODE
LOW	backend/app/core/agents/__init__.py	4	CODE
LOW	backend/app/core/prompts/__init__.py	1	CODE
LOW	backend/app/core/prompts/__init__.py	1	CODE
LOW	backend/app/core/prompts/__init__.py	2	CODE
LOW	backend/app/core/prompts/__init__.py	3	CODE
LOW	backend/app/core/prompts/__init__.py	4	CODE
LOW	backend/app/core/prompts/__init__.py	5	CODE
LOW	backend/app/core/prompts/__init__.py	5	CODE
LOW	…/mathmodel-figure-templates/scripts/render_template.py	2	CODE
LOW	…tes/scripts/templates/make_prediction_marginal_grid.py	1	CODE
LOW	…ure-templates/scripts/templates/make_taylor_diagram.py	1	CODE
LOW	…plates/scripts/templates/make_multiclass_shap_combo.py	1	CODE
LOW	…ure-templates/scripts/templates/make_rf_tpe_surface.py	1	CODE
LOW	…l-figure-templates/scripts/templates/make_cv_roc_ci.py	1	CODE
LOW	…tes/scripts/templates/make_grouped_circular_heatmap.py	1	CODE
LOW	…mplates/scripts/templates/make_nature_chord_diagram.py	1	CODE
LOW	…e-templates/scripts/templates/make_paired_raincloud.py	1	CODE
LOW	…es/scripts/templates/make_grouped_corr_split_violin.py	1	CODE
LOW	…mplates/scripts/templates/make_correlation_pairgrid.py	1	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	1	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	16	CODE

Hyper-Verbose Identifiers23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/routers/common_router.py	35	async def _load_task_messages_from_file(task_id: str) -> list[dict]:	CODE
LOW⚡	backend/app/tools/e2b_interpreter.py	345	async def download_all_files_from_sandbox(self) -> None:	CODE
LOW	backend/app/tools/notebook_serializer.py	55	def add_code_cell_to_notebook(self, code):	CODE
LOW	backend/app/tools/notebook_serializer.py	60	def add_code_cell_output_to_notebook(self, output):	CODE
LOW	backend/app/tools/notebook_serializer.py	79	def add_code_cell_error_to_notebook(self, error):	CODE
LOW	backend/app/tools/notebook_serializer.py	103	def add_markdown_segmentation_to_notebook(self, content, segmentation):	CODE
LOW	backend/app/tools/notebook_serializer.py	115	def get_notebook_output_content(self, segmentation):	CODE
LOW	backend/app/tools/base_interpreter.py	80	def delete_color_control_char(self, string):	CODE
LOW	backend/app/tools/matplotlib_setup.py	20	def build_matplotlib_init_code(	CODE
LOW	backend/app/core/llm/llm.py	110	def _validate_and_fix_tool_calls(self, history: list) -> list:	CODE
LOW	backend/app/core/agents/agent.py	218	def _find_safe_preserve_point(self) -> int:	CODE
LOW	backend/app/core/agents/agent.py	267	def _get_safe_fallback_history(self) -> list:	CODE
LOW	backend/app/core/agents/agent.py	293	def _format_history_for_summary(self, history: list[dict]) -> str:	CODE
LOW	backend/app/core/prompts/shared.py	34	def get_completion_check_prompt(prompt, text_to_gpt) -> str:	STRING
LOW	backend/app/utils/log_util.py	18	def __ensure_log_directory_exists(self):	CODE
LOW	backend/app/models/user_output.py	77	def replace_references_with_uuid(self, text: str) -> str:	CODE
LOW	backend/app/services/ws_manager.py	22	async def send_personal_message_json(self, message: dict, websocket: WebSocket):	CODE
LOW	…plates/scripts/templates/make_multiclass_shap_combo.py	144	def plot_multiclass_shap_combo(	CODE
LOW	…l-figure-templates/scripts/templates/make_cv_roc_ci.py	74	def make_empirical_fold_curve(	CODE
LOW	…e-templates/scripts/templates/make_paired_raincloud.py	41	def synthetic_sepal_width_data(seed: int = 20260624) -> dict[tuple[str, str], np.ndarray]:	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	129	def simulate_city_metric_data(seed: int = 20260629) -> dict[str, list[np.ndarray]]:	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	272	def draw_vertical_boxplot_panel(ax: plt.Axes, metric: str, metric_data: list[np.ndarray]) -> None:	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	313	def add_city_and_legend_panel(ax: plt.Axes) -> None:	CODE

Deep Nesting18 hits · 18 pts

Severity	File	Line	Context
LOW	backend/app/routers/ws_router.py	34	CODE
LOW	backend/app/routers/modeling_router.py	118	CODE
LOW	backend/app/routers/modeling_router.py	223	CODE
LOW	backend/app/tools/e2b_interpreter.py	56	CODE
LOW	backend/app/tools/e2b_interpreter.py	113	CODE
LOW	backend/app/tools/e2b_interpreter.py	327	CODE
LOW	backend/app/tools/e2b_interpreter.py	345	CODE
LOW	backend/app/tools/local_interpreter.py	68	CODE
LOW	backend/app/tools/local_interpreter.py	145	CODE
LOW	backend/app/core/llm/llm.py	110	CODE
LOW	backend/app/core/llm/providers/openai_responses.py	11	CODE
LOW	backend/app/core/llm/providers/openai_responses.py	62	CODE
LOW	backend/app/core/agents/agent.py	235	CODE
LOW	backend/app/core/agents/coder_agent.py	45	CODE
LOW	backend/app/utils/common_utils.py	149	CODE
LOW	…ure-templates/scripts/templates/make_rf_tpe_surface.py	45	CODE
LOW	…mplates/scripts/templates/make_correlation_pairgrid.py	154	CODE
LOW	…tes/scripts/templates/make_urban_park_cooling_combo.py	129	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	backend/app/core/agents/modeler_agent.py	30	except json.JSONDecodeError:	CODE
HIGH	backend/app/core/agents/modeler_agent.py	42	except (json.JSONDecodeError, re.error):	CODE
HIGH	backend/app/core/agents/modeler_agent.py	51	except re.error:	CODE

Fake / Example Data6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	skills/typst-author/docs/tutorial/making-a-template.md	65	#let blind-text = [_Lorem ipsum_ dolor sit amet]	COMMENT
LOW	skills/typst-author/docs/tutorial/making-a-template.md	65	#let blind-text = [_Lorem ipsum_ dolor sit amet]	COMMENT
LOW	skills/typst-author/docs/tutorial/formatting.md	142	This example also uses the [`lorem`](/docs/reference/text/lorem/) function to generate some placeholder text. This funct	CODE
LOW	skills/typst-author/docs/reference/model/par.md	143	Lorem ipsum \	CODE
LOW	skills/typst-author/docs/reference/model/par.md	144	dolor sit amet	CODE
LOW	skills/typst-author/docs/reference/text/lorem.md	7	This function yields a Latin-like _Lorem Ipsum_ blind text with the given number of words. The sequence of words generat	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	backend/pyproject.toml	121		COMMENT
LOW	skills/typst-author/docs/tutorial/making-a-template.md	61	Variables are not limited to storing content: they can store any data type Typst knows about. Throughout this tutorial,	COMMENT
LOW	skills/typst-author/docs/reference/context.md	121	#set text(lang: "de")	COMMENT
LOW	skills/typst-author/docs/reference/foundations/calc.md	661	Note that this function will return the same type as the operand. That is, applying `round` to a [`float`](/docs/referen	COMMENT
LOW	skills/3coding-visual/SKILL.md	41		COMMENT

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	skills/typst-author/docs/guides/for-latex-users.md	241	The [`import`](/docs/reference/scripting/#modules) statement makes [functions](/docs/reference/foundations/function/) (a	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/app/core/llm/providers/__init__.py	8	__all__ = [	CODE
LOW	backend/app/core/agents/__init__.py	6	__all__ = [	CODE
LOW	backend/app/core/prompts/__init__.py	7	__all__ = [	CODE
LOW	backend/app/utils/data_recorder.py	151	def update_token_usage(self, completion: Any, agent_name: str) -> None:	CODE

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	backend/app/core/llm/llm.py	67	CODE
LOW	…/mathmodel-figure-templates/scripts/render_template.py	70	CODE
LOW	…mplates/scripts/templates/make_correlation_pairgrid.py	58	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/app/config/setting.py	85	# RAG 知识库配置	COMMENT

jihe520/MathModelAgent

Open-Source Code Quality, Security and Technical Debt Review