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666ghj/BettaFish

微舆：人人可用的多Agent舆情分析助手，打破信息茧房，还原舆情原貌，预测未来走向，辅助决策！从0实现，不依赖任何框架。

27.3 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for 666ghj/BettaFish, a Python project with 42,380 GitHub stars. SynthScan examined 88,993 lines of code across 248 source files, recording 1480 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 27.3 (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.

27.3
Adjusted Signal
27.3
Raw Pattern Score
100%
Time Factor
2026-10-01
Last Push
42.4K
Stars
Python
Language
89.0K
Lines of Code
248
Files
1.5K
Pattern Hits
2026-10-12
Scan Date
1.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 23.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 466 finding(s).

Hallucinated Dependency & Supply Chain Risk 39.9/100 · MEDIUM

Are imports declared and package/API names verified? 485 finding(s).

Agent Over-Engineering Ratio 52.1/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 797 finding(s).

PR Review Velocity Impact 79.7/100 · CRITICAL

Which changes need focused human review? 1480 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 1HIGH 264MEDIUM 15LOW 1200

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 1480 distinct pattern matches across 18 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.

Cross-Language Confusion132 hits · 532 pts
SeverityFileLineSnippetContext
HIGH⚡ReportEngine/renderers/html_renderer.py5403 if (typeof color !== 'string') return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5405 if (!(normalized.length === 3 || normalized.length === 6)) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5405 if (!(normalized.length === 3 || normalized.length === 6)) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5408 if (Number.isNaN(intVal)) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5413 if (typeof color !== 'string') return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5415 if (!match) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5417 if (parts.length < 3) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5422 if (typeof color !== 'string') return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5424 if (!raw) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5429 if (!match) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5441 return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5445 if (rawAlpha !== null) return rawAlpha;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5450 if (normalizedAlpha !== null) return normalizedAlpha;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5453 return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5463 if (!rgb) return null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5489 if (lum !== null && lum < 0.12) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5498 if (!rgbA && !rgbB) return colorA || colorB;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5501 const t = Math.min(1, Math.max(0, amount || 0));CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5507 const styleRef = styles || getComputedStyle(document.body);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5510 if (val && val.trim()) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5573 if (alpha === 0 || isInvisible) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5576 const baseColor = (!normalizedRaw || isInvisible) ? fallbackColor : normalizedRaw;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5582 normalizedColors.push(normalizedColor);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5589 changes.push(changeLabel);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5595 changes.push(`dataset${idx}: 补全边框色`);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5610 : null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5612 if (typeAlpha !== null) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5613 if (bgIsArray && dataset.backgroundColor.length) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5619 if (dataset.fill || type !== 'line') {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5620 changes.push(`dataset${idx}: 应用淡化填充以避免遮挡`);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5697 const explicit = payload && payload.props && payload.props.type;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5698 const widgetType = payload && payload.widgetType ? payload.widgetType : 'chart.js/bar';CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5699 const derived = widgetType && widgetType.includes('/') ? widgetType.split('/').pop() : widgetType;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5700 const extra = Array.isArray(payload && payload.preferredTypes) ? payload.preferredTypes : [];CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5705 result.push(type);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5753 const props = payload && payload.props;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5754 const dataField = payload && payload.data;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5757 if (props[key]) sources.push(props[key]);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5761 sources.push(dataField);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5805 items.sort((a, b) => (b.weight || 0) - (a.weight || 0));CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5812 const base = WORDCLOUD_CATEGORY_COLORS[key] || palette.accent || palette.secondary || '#334155';CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5820 const wrapper = canvas.parentElement && canvas.parentElement.classList && canvas.parentElement.classList.contains('chaCODE
HIGH⚡ReportEngine/renderers/html_renderer.py5822 : null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5844 const clampedWeight = Math.max(0.5, (item.weight || 1));CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5845 const normalized = Math.min(1, clampedWeight / (maxWeight || 1));CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5851 if (item.weight !== undefined && item.weight !== null) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5851 if (item.weight !== undefined && item.weight !== null) {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5853 meta.textContent = item.weight >= 0 && item.weight <= 1.5CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5875 const maxWeight = items.reduce((max, item) => Math.max(max, item.weight || 0), 1);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5885 const container = canvas.parentElement && canvas.parentElement.classList && canvas.parentElement.classList.contains('cCODE
HIGH⚡ReportEngine/renderers/html_renderer.py5887 : null;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5897 const dpr = Math.max(1, window.devicePixelRatio || 1);CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5898 const width = Math.max(260, (container ? container.clientWidth : canvas.clientWidth || canvas.width || 320));CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5907 const cardEl = card || container || document.body;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5912 if (val && val.trim() && val.trim() !== 'transparent') return val.trim();CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5914 if (style.backgroundColor && style.backgroundColor !== 'rgba(0, 0, 0, 0)') return style.backgroundColor;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5918 if (val && val.trim() && val.trim() !== 'transparent') return val.trim();CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5920 if (bodyStyle.backgroundColor && bodyStyle.backgroundColor !== 'rgba(0, 0, 0, 0)') {CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5927 const maxWeight = items.reduce((max, item) => Math.max(max, item.weight || 0), 0) || 1;CODE
HIGH⚡ReportEngine/renderers/html_renderer.py5931 weightLookup.set(it.word, it.weight || 1);CODE
72 more matches not shown…
Cross-File Repetition90 hits · 450 pts
SeverityFileLineSnippetContext
HIGHMediaEngine/agent.py0验证日期格式是否为yyyy-mm-dd args: date_str: 日期字符串 returns: 是否为有效格式STRING
HIGHQueryEngine/agent.py0验证日期格式是否为yyyy-mm-dd args: date_str: 日期字符串 returns: 是否为有效格式STRING
HIGHInsightEngine/agent.py0验证日期格式是否为yyyy-mm-dd args: date_str: 日期字符串 returns: 是否为有效格式STRING
HIGHMediaEngine/agent.py0执行深度研究 args: query: 研究查询 save_report: 是否保存报告到文件 returns: 最终报告内容STRING
HIGHQueryEngine/agent.py0执行深度研究 args: query: 研究查询 save_report: 是否保存报告到文件 returns: 最终报告内容STRING
HIGHInsightEngine/agent.py0执行深度研究 args: query: 研究查询 save_report: 是否保存报告到文件 returns: 最终报告内容STRING
HIGHMediaEngine/nodes/search_node.py0调用llm生成搜索查询和理由 args: input_data: 包含title和content的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reasoning的字典STRING
HIGHQueryEngine/nodes/search_node.py0调用llm生成搜索查询和理由 args: input_data: 包含title和content的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reasoning的字典STRING
HIGHInsightEngine/nodes/search_node.py0调用llm生成搜索查询和理由 args: input_data: 包含title和content的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reasoning的字典STRING
HIGHMediaEngine/nodes/search_node.py0处理llm输出，提取搜索查询和推理 args: output: llm原始输出 returns: 包含search_query和reasoning的字典STRING
HIGHQueryEngine/nodes/search_node.py0处理llm输出，提取搜索查询和推理 args: output: llm原始输出 returns: 包含search_query和reasoning的字典STRING
HIGHInsightEngine/nodes/search_node.py0处理llm输出，提取搜索查询和推理 args: output: llm原始输出 returns: 包含search_query和reasoning的字典STRING
HIGHMediaEngine/nodes/search_node.py0调用llm反思并生成搜索查询 args: input_data: 包含title、content和paragraph_latest_state的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reSTRING
HIGHQueryEngine/nodes/search_node.py0调用llm反思并生成搜索查询 args: input_data: 包含title、content和paragraph_latest_state的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reSTRING
HIGHInsightEngine/nodes/search_node.py0调用llm反思并生成搜索查询 args: input_data: 包含title、content和paragraph_latest_state的字符串或字典 **kwargs: 额外参数 returns: 包含search_query和reSTRING
HIGHMediaEngine/nodes/formatting_node.py0调用llm生成markdown格式报告 args: input_data: 包含所有段落信息的列表 **kwargs: 额外参数 returns: 格式化的markdown报告STRING
HIGHQueryEngine/nodes/formatting_node.py0调用llm生成markdown格式报告 args: input_data: 包含所有段落信息的列表 **kwargs: 额外参数 returns: 格式化的markdown报告STRING
HIGHInsightEngine/nodes/formatting_node.py0调用llm生成markdown格式报告 args: input_data: 包含所有段落信息的列表 **kwargs: 额外参数 returns: 格式化的markdown报告STRING
HIGHMediaEngine/nodes/formatting_node.py0处理llm输出，清理markdown格式 args: output: llm原始输出 returns: 清理后的markdown报告STRING
HIGHQueryEngine/nodes/formatting_node.py0处理llm输出，清理markdown格式 args: output: llm原始输出 returns: 清理后的markdown报告STRING
HIGHInsightEngine/nodes/formatting_node.py0处理llm输出，清理markdown格式 args: output: llm原始输出 returns: 清理后的markdown报告STRING
HIGHMediaEngine/nodes/formatting_node.py0手动格式化报告（备用方法） args: paragraphs_data: 段落数据列表 report_title: 报告标题 returns: 格式化的markdown报告STRING
HIGHQueryEngine/nodes/formatting_node.py0手动格式化报告（备用方法） args: paragraphs_data: 段落数据列表 report_title: 报告标题 returns: 格式化的markdown报告STRING
HIGHInsightEngine/nodes/formatting_node.py0手动格式化报告（备用方法） args: paragraphs_data: 段落数据列表 report_title: 报告标题 returns: 格式化的markdown报告STRING
HIGHMediaEngine/nodes/report_structure_node.py0调用llm生成报告结构 args: input_data: 输入数据（这里不使用，使用初始化时的query） **kwargs: 额外参数 returns: 报告结构列表STRING
HIGHQueryEngine/nodes/report_structure_node.py0调用llm生成报告结构 args: input_data: 输入数据（这里不使用，使用初始化时的query） **kwargs: 额外参数 returns: 报告结构列表STRING
HIGHInsightEngine/nodes/report_structure_node.py0调用llm生成报告结构 args: input_data: 输入数据（这里不使用，使用初始化时的query） **kwargs: 额外参数 returns: 报告结构列表STRING
HIGHMediaEngine/nodes/report_structure_node.py0处理llm输出，提取报告结构 args: output: llm原始输出 returns: 处理后的报告结构列表STRING
HIGHQueryEngine/nodes/report_structure_node.py0处理llm输出，提取报告结构 args: output: llm原始输出 returns: 处理后的报告结构列表STRING
HIGHInsightEngine/nodes/report_structure_node.py0处理llm输出，提取报告结构 args: output: llm原始输出 returns: 处理后的报告结构列表STRING
HIGHMediaEngine/nodes/report_structure_node.py0将报告结构写入状态 args: input_data: 输入数据 state: 当前状态，如果为none则创建新状态 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHQueryEngine/nodes/report_structure_node.py0将报告结构写入状态 args: input_data: 输入数据 state: 当前状态，如果为none则创建新状态 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHInsightEngine/nodes/report_structure_node.py0将报告结构写入状态 args: input_data: 输入数据 state: 当前状态，如果为none则创建新状态 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHMediaEngine/nodes/summary_node.py0调用llm生成段落总结 args: input_data: 包含title、content、search_query和search_results的数据 **kwargs: 额外参数 returns: 段落总结内容STRING
HIGHQueryEngine/nodes/summary_node.py0调用llm生成段落总结 args: input_data: 包含title、content、search_query和search_results的数据 **kwargs: 额外参数 returns: 段落总结内容STRING
HIGHInsightEngine/nodes/summary_node.py0调用llm生成段落总结 args: input_data: 包含title、content、search_query和search_results的数据 **kwargs: 额外参数 returns: 段落总结内容STRING
HIGHMediaEngine/nodes/summary_node.py0更新段落的最新总结到状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHQueryEngine/nodes/summary_node.py0更新段落的最新总结到状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHInsightEngine/nodes/summary_node.py0更新段落的最新总结到状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHMediaEngine/nodes/summary_node.py0调用llm更新段落内容 args: input_data: 包含完整反思信息的数据 **kwargs: 额外参数 returns: 更新后的段落内容STRING
HIGHQueryEngine/nodes/summary_node.py0调用llm更新段落内容 args: input_data: 包含完整反思信息的数据 **kwargs: 额外参数 returns: 更新后的段落内容STRING
HIGHInsightEngine/nodes/summary_node.py0调用llm更新段落内容 args: input_data: 包含完整反思信息的数据 **kwargs: 额外参数 returns: 更新后的段落内容STRING
HIGHMediaEngine/nodes/summary_node.py0处理llm输出，提取更新后的段落内容 args: output: llm原始输出 returns: 更新后的段落内容STRING
HIGHQueryEngine/nodes/summary_node.py0处理llm输出，提取更新后的段落内容 args: output: llm原始输出 returns: 更新后的段落内容STRING
HIGHInsightEngine/nodes/summary_node.py0处理llm输出，提取更新后的段落内容 args: output: llm原始输出 returns: 更新后的段落内容STRING
HIGHMediaEngine/nodes/summary_node.py0将更新后的总结写入状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHQueryEngine/nodes/summary_node.py0将更新后的总结写入状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHInsightEngine/nodes/summary_node.py0将更新后的总结写入状态 args: input_data: 输入数据 state: 当前状态 paragraph_index: 段落索引 **kwargs: 额外参数 returns: 更新后的状态STRING
HIGHMediaEngine/nodes/base_node.py0执行节点处理逻辑 args: input_data: 输入数据 **kwargs: 额外参数 returns: 处理结果STRING
HIGHQueryEngine/nodes/base_node.py0执行节点处理逻辑 args: input_data: 输入数据 **kwargs: 额外参数 returns: 处理结果STRING
HIGHReportEngine/nodes/base_node.py0执行节点处理逻辑 args: input_data: 输入数据 **kwargs: 额外参数 returns: 处理结果STRING
HIGHInsightEngine/nodes/base_node.py0执行节点处理逻辑 args: input_data: 输入数据 **kwargs: 额外参数 returns: 处理结果STRING
HIGHMediaEngine/nodes/base_node.py0修改状态 args: input_data: 输入数据 state: 当前状态 **kwargs: 额外参数 returns: 修改后的状态STRING
HIGHQueryEngine/nodes/base_node.py0修改状态 args: input_data: 输入数据 state: 当前状态 **kwargs: 额外参数 returns: 修改后的状态STRING
HIGHInsightEngine/nodes/base_node.py0修改状态 args: input_data: 输入数据 state: 当前状态 **kwargs: 额外参数 returns: 修改后的状态STRING
HIGHMediaEngine/utils/text_processing.py0提取并清理响应中的json内容 args: text: 原始响应文本 returns: 解析后的json字典STRING
HIGHQueryEngine/utils/text_processing.py0提取并清理响应中的json内容 args: text: 原始响应文本 returns: 解析后的json字典STRING
HIGHInsightEngine/utils/text_processing.py0提取并清理响应中的json内容 args: text: 原始响应文本 returns: 解析后的json字典STRING
HIGHMediaEngine/utils/text_processing.py0修复不完整的json响应 args: text: 原始文本 returns: 修复后的json文本，如果无法修复则返回空字符串STRING
HIGHQueryEngine/utils/text_processing.py0修复不完整的json响应 args: text: 原始文本 returns: 修复后的json文本，如果无法修复则返回空字符串STRING
30 more matches not shown…
Unused Imports348 hits · 344 pts
SeverityFileLineSnippetContext
LOWconfig.py14CODE
LOWapp.py18CODE
LOWMediaEngine/__init__.py6CODE
LOWMediaEngine/__init__.py6CODE
LOWMediaEngine/__init__.py6CODE
LOWMediaEngine/__init__.py7CODE
LOWMediaEngine/agent.py6CODE
LOWMediaEngine/agent.py10CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/__init__.py6CODE
LOWMediaEngine/tools/search.py27CODE
LOWMediaEngine/nodes/__init__.py6CODE
LOWMediaEngine/nodes/__init__.py7CODE
LOWMediaEngine/nodes/__init__.py8CODE
LOWMediaEngine/nodes/__init__.py8CODE
LOWMediaEngine/nodes/__init__.py9CODE
LOWMediaEngine/nodes/__init__.py9CODE
LOWMediaEngine/nodes/__init__.py10CODE
LOWMediaEngine/nodes/summary_node.py7CODE
LOWMediaEngine/nodes/summary_node.py7CODE
LOWMediaEngine/nodes/summary_node.py14CODE
LOWMediaEngine/nodes/summary_node.py14CODE
LOWMediaEngine/nodes/base_node.py7CODE
LOWMediaEngine/nodes/base_node.py7CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py6CODE
LOWMediaEngine/utils/__init__.py15CODE
LOWMediaEngine/utils/__init__.py15CODE
LOWMediaEngine/state/__init__.py6CODE
LOWMediaEngine/state/__init__.py6CODE
LOWMediaEngine/state/__init__.py6CODE
LOWMediaEngine/state/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/prompts/__init__.py6CODE
LOWMediaEngine/llms/__init__.py5CODE
LOWMindSpider/main.py8CODE
LOWMindSpider/main.py17CODE
LOWMindSpider/main.py18CODE
LOWMindSpider/main.py30CODE
LOWMindSpider/DeepSentimentCrawling/keyword_manager.py10CODE
288 more matches not shown…
Excessive Try-Catch Wrapping339 hits · 324 pts
SeverityFileLineSnippetContext
LOWreport_engine_only.py74 except Exception as e:CODE
LOWreport_engine_only.py192 except Exception as e:CODE
LOWreport_engine_only.py301 except Exception as e:CODE
LOWreport_engine_only.py358 except Exception as e:CODE
LOWreport_engine_only.py405 except Exception as e:CODE
LOWreport_engine_only.py565 except Exception as e:CODE
LOWexport_pdf.py55 except Exception as e:CODE
MEDIUMapp.py41def _patch_eventlet_disconnect_logging():CODE
MEDIUMapp.py915def _cleanup_and_exit():CODE
LOW⚡app.py44 except Exception as exc: # pragma: no cover - 仅在生产环境有效CODE
LOW⚡app.py50 except Exception as exc: # pragma: no coverCODE
LOW⚡app.py873 except Exception:CODE
LOW⚡app.py878 except Exception:CODE
LOW⚡app.py894 except Exception as exc: # pragma: no coverCODE
LOW⚡app.py1055 except Exception as e:CODE
LOW⚡app.py1065 except Exception as e:CODE
LOWapp.py63 except Exception:CODE
LOWapp.py151 except Exception as exc:CODE
LOWapp.py282 except Exception as exc: # pragma: no cover - 安全捕获CODE
LOWapp.py312 except Exception as exc: # pragma: no cover - 保底捕获CODE
LOWapp.py325 except Exception as exc: # pragma: no coverCODE
LOWapp.py336 except Exception: # pragma: no coverCODE
LOWapp.py358 except Exception as e:CODE
LOWapp.py373 except Exception as e:CODE
LOWapp.py384 except Exception as e:CODE
LOWapp.py490 except Exception as e:CODE
LOWapp.py542 except Exception as e:CODE
LOWapp.py559 except Exception as e:CODE
LOWapp.py628 except Exception as e:CODE
LOWapp.py703 except Exception as e:CODE
LOWapp.py718 except Exception:CODE
LOWapp.py740 except Exception as e:CODE
LOWapp.py783 except Exception as exc:CODE
LOWapp.py813 except Exception as exc:CODE
LOWapp.py829 except Exception: # pragma: no coverCODE
LOWapp.py918 except Exception as exc: # pragma: no coverCODE
LOWapp.py958 except Exception as exc: # pragma: no coverCODE
LOWapp.py991 except Exception as exc: # pragma: no coverCODE
LOWapp.py1013 except Exception as e:CODE
LOWapp.py1098 except Exception as e:CODE
LOWapp.py1149 except Exception as e:CODE
LOWapp.py1190 except Exception as e:CODE
LOWapp.py1209 except Exception as exc:CODE
LOWapp.py1233 except Exception as exc:CODE
LOWapp.py1269 except Exception as exc: # pragma: no cover - 保底捕获CODE
LOWapp.py1314 except Exception as exc: # pragma: no cover - 兜底捕获CODE
LOWregenerate_latest_pdf.py87 except Exception as e:CODE
LOWregenerate_latest_pdf.py132 except Exception as e:CODE
LOWregenerate_latest_md.py78 except Exception as exc:CODE
LOWregenerate_latest_html.py78 except Exception as exc:CODE
LOW⚡MediaEngine/agent.py168 except Exception as e:CODE
LOWMediaEngine/agent.py389 except Exception as e:CODE
LOWMediaEngine/tools/search.py207 except Exception as e:CODE
LOWMediaEngine/tools/search.py329 except Exception as e:CODE
LOWMediaEngine/tools/search.py518 except Exception as e:CODE
LOWMediaEngine/nodes/search_node.py77 except Exception as e:CODE
LOWMediaEngine/nodes/search_node.py136 except Exception as e:CODE
LOWMediaEngine/nodes/search_node.py212 except Exception as e:CODE
LOWMediaEngine/nodes/search_node.py271 except Exception as e:CODE
LOWMediaEngine/nodes/formatting_node.py83 except Exception as e:CODE
279 more matches not shown…
Hyper-Verbose Identifiers264 hits · 254 pts
SeverityFileLineSnippetContext
LOWreport_engine_only.py79def get_latest_engine_reports() -> Dict[str, str]:CODE
LOWreport_engine_only.py198def extract_query_from_reports(latest_files: Dict[str, str]) -> str:CODE
LOW⚡app.py41def _patch_eventlet_disconnect_logging():CODE
LOW⚡app.py888def _schedule_server_shutdown(delay_seconds: float = 0.1):CODE
LOW⚡app.py1046def start_forum_monitoring_api():CODE
LOW⚡app.py1059def stop_forum_monitoring_api():CODE
LOWapp.py268def initialize_system_components():CODE
LOWapp.py517def _describe_running_children():CODE
LOWapp.py753def _healthcheck_grace_active(app_name: str) -> bool:CODE
LOWapp.py834def cleanup_processes_concurrent(timeout: float = 6.0):CODE
LOWregenerate_latest_pdf.py91def generate_pdf_with_vector_charts(document_ir, output_path, ir_file_path=None):CODE
LOW⚡MediaEngine/agent.py174 def _generate_report_structure(self, query: str):CODE
LOWMediaEngine/agent.py209 def _initial_search_and_summary(self, paragraph_index: int):CODE
LOWMediaEngine/tools/search.py238 def search_for_structured_data(self, query: str) -> BochaResponse:CODE
LOWMediaEngine/nodes/search_node.py141 def _get_default_search_query(self) -> Dict[str, str]:CODE
LOWMediaEngine/nodes/search_node.py276 def _get_default_reflection_query(self) -> Dict[str, str]:CODE
LOWMediaEngine/nodes/report_structure_node.py149 def _generate_default_structure(self) -> List[Dict[str, str]]:CODE
LOWMediaEngine/utils/text_processing.py48def remove_reasoning_from_output(text: str) -> str:CODE
LOWMediaEngine/utils/text_processing.py222def update_state_with_search_results(search_results: List[Dict[str, Any]],CODE
LOWMediaEngine/utils/text_processing.py288def format_search_results_for_prompt(search_results: List[Dict[str, Any]],CODE
LOW⚡MediaEngine/state/state.py210 def get_completed_paragraphs_count(self) -> int:CODE
LOW⚡MediaEngine/state/state.py214 def get_total_paragraphs_count(self) -> int:CODE
LOW⚡MediaEngine/state/state.py218 def is_all_paragraphs_completed(self) -> bool:CODE
LOWMindSpider/main.py72 def check_database_connection(self) -> bool:CODE
LOWMindSpider/main.py221 def _install_mediacrawler_dependencies(self) -> bool:CODE
LOWMindSpider/main.py269 def run_broad_topic_extraction(self, extract_date: date = None, keywords_count: int = 100) -> bool:CODE
LOWMindSpider/main.py308 def run_deep_sentiment_crawling(self, target_date: date = None, platforms: list = None,CODE
LOWMindSpider/DeepSentimentCrawling/keyword_manager.py192 def get_all_keywords_for_platforms(self, platforms: List[str], target_date: date = None,CODE
LOWMindSpider/DeepSentimentCrawling/keyword_manager.py213 def get_keywords_for_platform(self, platform: str, target_date: date = None,CODE
LOWMindSpider/DeepSentimentCrawling/keyword_manager.py231 def _filter_keywords_by_platform(self, keywords: List[str], platform: str) -> List[str]:CODE
LOWMindSpider/DeepSentimentCrawling/platform_crawler.py46 def configure_mediacrawler_db(self):CODE
LOWMindSpider/DeepSentimentCrawling/platform_crawler.py369 def run_multi_platform_crawl_by_keywords(self, keywords: List[str], platforms: List[str],STRING
LOWMindSpider/BroadTopicExtraction/get_today_news.py274 def _print_collection_summary(self, data: Dict):CODE
LOWMindSpider/BroadTopicExtraction/topic_extractor.py36 def extract_keywords_and_summary(self, news_list: List[Dict], max_keywords: int = 100) -> Tuple[List[str], str]:CODE
LOWMindSpider/BroadTopicExtraction/main.py188 def get_keywords_for_crawling(self, extract_date: date = None) -> List[str]:CODE
LOW⚡tests/test_monitor.py28 def test_is_target_log_line_old_format(self):CODE
LOW⚡tests/test_monitor.py37 def test_is_target_log_line_new_format(self):CODE
LOW⚡tests/test_monitor.py46 def test_is_json_start_line_old_format(self):CODE
LOW⚡tests/test_monitor.py52 def test_is_json_start_line_new_format(self):CODE
LOW⚡tests/test_monitor.py65 def test_extract_json_content_old_format_single_line(self):CODE
LOW⚡tests/test_monitor.py72 def test_extract_json_content_new_format_single_line(self):CODE
LOW⚡tests/test_monitor.py79 def test_extract_json_content_old_format_multiline(self):CODE
LOW⚡tests/test_monitor.py86 def test_extract_json_content_new_format_multiline(self):CODE
LOW⚡tests/test_monitor.py93 def test_extract_json_content_updated_priority(self):CODE
LOW⚡tests/test_monitor.py100 def test_extract_json_content_paragraph_only(self):CODE
LOW⚡tests/test_monitor.py128 def test_extract_node_content_old_format(self):CODE
LOW⚡tests/test_monitor.py135 def test_extract_node_content_new_format(self):CODE
LOW⚡tests/test_monitor.py142 def test_process_lines_for_json_old_format(self):CODE
LOW⚡tests/test_monitor.py224 def test_process_lines_for_json_real_query_engine(self):CODE
LOW⚡tests/test_monitor.py230 def test_process_lines_for_json_real_insight_engine(self):CODE
LOW⚡tests/test_monitor.py237 def test_process_lines_for_json_real_media_engine(self):CODE
LOW⚡tests/test_monitor.py246 def test_filter_search_node_output(self):CODE
LOW⚡tests/test_monitor.py254 def test_filter_search_node_output_single_line(self):CODE
LOW⚡tests/test_monitor.py262 def test_search_node_vs_summary_node_mixed(self):CODE
LOWtests/test_monitor.py154 def test_process_lines_for_json_new_format(self):CODE
LOWtests/test_monitor.py167 def test_process_lines_for_json_mixed_format(self):CODE
LOWtests/test_monitor.py185 def test_extract_json_content_real_query_engine(self):CODE
LOWtests/test_monitor.py193 def test_extract_json_content_real_insight_engine(self):CODE
LOWtests/test_monitor.py207 def test_extract_json_content_real_media_engine(self):CODE
LOWtests/test_monitor.py282 def test_filter_error_logs_from_summary_node(self):CODE
204 more matches not shown…
Empty Error Handlers37 hits · 182 pts
SeverityFileLineSnippetContext
HIGHMediaEngine/utils/text_processing.py102except JSONDecodeError:CODE
HIGHMediaEngine/utils/text_processing.py154except JSONDecodeError:CODE
HIGHMediaEngine/utils/text_processing.py110except JSONDecodeError:CODE
HIGHMediaEngine/utils/text_processing.py119except JSONDecodeError:CODE
HIGHMediaEngine/utils/text_processing.py128except JSONDecodeError:CODE
HIGHMindSpider/DeepSentimentCrawling/platform_crawler.py349except:CODE
HIGHMindSpider/DeepSentimentCrawling/platform_crawler.py357except:CODE
HIGHtests/test_fetch_star_count.py30except BrokenPipeError:CODE
HIGHQueryEngine/utils/text_processing.py102except JSONDecodeError:CODE
HIGHQueryEngine/utils/text_processing.py154except JSONDecodeError:CODE
HIGHQueryEngine/utils/text_processing.py110except JSONDecodeError:CODE
HIGHQueryEngine/utils/text_processing.py119except JSONDecodeError:CODE
HIGHQueryEngine/utils/text_processing.py128except JSONDecodeError:CODE
HIGHReportEngine/flask_interface.py59except Exception:CODE
HIGHReportEngine/flask_interface.py68except Exception:CODE
HIGHReportEngine/flask_interface.py107except Exception:CODE
HIGHReportEngine/agent.py260except Exception:CODE
HIGHReportEngine/agent.py269except Exception:CODE
HIGHReportEngine/renderers/html_renderer.py2380except Exception:CODE
HIGHReportEngine/renderers/markdown_renderer.py787except json.JSONDecodeError:CODE
HIGHReportEngine/utils/dependency_check.py154except OSError as e:CODE
HIGHReportEngine/utils/dependency_check.py186except Exception:CODE
HIGHInsightEngine/utils/text_processing.py102except JSONDecodeError:CODE
HIGHInsightEngine/utils/text_processing.py154except JSONDecodeError:CODE
HIGHInsightEngine/utils/text_processing.py110except JSONDecodeError:CODE
HIGHInsightEngine/utils/text_processing.py119except JSONDecodeError:CODE
HIGHInsightEngine/utils/text_processing.py128except JSONDecodeError:CODE
HIGHscripts/star_history.py890except OverflowError:CODE
HIGHscripts/star_history.py894except OverflowError:CODE
HIGHscripts/star_history.py1323except OSError:CODE
HIGH…tAnalysisModel/BertTopicDetection_Finetuned/predict.py60except Exception:CODE
HIGHSingleEngineApp/insight_engine_streamlit_app.py24except locale.Error:CODE
HIGHSingleEngineApp/query_engine_streamlit_app.py24except locale.Error:CODE
HIGHSingleEngineApp/media_engine_streamlit_app.py24except locale.Error:CODE
HIGHForumEngine/monitor.py764except json.JSONDecodeError:CODE
HIGHForumEngine/monitor.py294except json.JSONDecodeError:CODE
HIGHForumEngine/monitor.py268except json.JSONDecodeError:CODE
Deep Nesting167 hits · 136 pts
SeverityFileLineSnippetContext
LOWreport_engine_only.py198CODE
LOWreport_engine_only.py224CODE
LOWreport_engine_only.py250CODE
LOWapp.py170CODE
LOWapp.py268CODE
LOWapp.py432CODE
LOWapp.py563CODE
LOWapp.py767CODE
LOWapp.py834CODE
LOWapp.py1102CODE
LOWregenerate_latest_pdf.py43CODE
LOWregenerate_latest_md.py172CODE
LOWregenerate_latest_html.py172CODE
LOWMediaEngine/agent.py98CODE
LOWMediaEngine/tools/search.py125CODE
LOWMediaEngine/nodes/search_node.py81CODE
LOWMediaEngine/nodes/search_node.py216CODE
LOWMediaEngine/nodes/report_structure_node.py67CODE
LOWMediaEngine/nodes/summary_node.py60CODE
LOWMediaEngine/nodes/summary_node.py118CODE
LOWMediaEngine/nodes/summary_node.py228CODE
LOWMediaEngine/nodes/summary_node.py286CODE
LOWMediaEngine/llms/base.py89CODE
LOWMindSpider/main.py481CODE
LOWMindSpider/DeepSentimentCrawling/platform_crawler.py158CODE
LOWMindSpider/DeepSentimentCrawling/platform_crawler.py331CODE
LOWMindSpider/DeepSentimentCrawling/platform_crawler.py369CODE
LOWMindSpider/schema/db_manager.py100CODE
LOWMindSpider/schema/db_manager.py228CODE
LOWMindSpider/BroadTopicExtraction/database_manager.py75CODE
LOWMindSpider/BroadTopicExtraction/get_today_news.py209CODE
LOWMindSpider/BroadTopicExtraction/topic_extractor.py172CODE
LOWMindSpider/BroadTopicExtraction/main.py236CODE
LOWutils/forum_reader.py95CODE
LOWQueryEngine/agent.py100CODE
LOWQueryEngine/agent.py307CODE
LOWQueryEngine/nodes/search_node.py81CODE
LOWQueryEngine/nodes/search_node.py216CODE
LOWQueryEngine/nodes/report_structure_node.py67CODE
LOWQueryEngine/nodes/summary_node.py60CODE
LOWQueryEngine/nodes/summary_node.py118CODE
LOWQueryEngine/nodes/summary_node.py228CODE
LOWQueryEngine/nodes/summary_node.py286CODE
LOWQueryEngine/llms/base.py86CODE
LOWReportEngine/flask_interface.py436CODE
LOWReportEngine/flask_interface.py750CODE
LOWReportEngine/flask_interface.py988CODE
LOWReportEngine/flask_interface.py1041CODE
LOWReportEngine/flask_interface.py787CODE
LOWReportEngine/agent.py405CODE
LOWReportEngine/agent.py1493CODE
LOWReportEngine/renderers/html_renderer.py706CODE
LOWReportEngine/renderers/html_renderer.py828CODE
LOWReportEngine/renderers/html_renderer.py899CODE
LOWReportEngine/renderers/html_renderer.py944CODE
LOWReportEngine/renderers/html_renderer.py980CODE
LOWReportEngine/renderers/html_renderer.py1319CODE
LOWReportEngine/renderers/html_renderer.py1622CODE
LOWReportEngine/renderers/html_renderer.py1878CODE
LOWReportEngine/renderers/html_renderer.py2135CODE
107 more matches not shown…
Modern Structural Boilerplate51 hits · 48 pts
SeverityFileLineSnippetContext
LOWMediaEngine/__init__.py12__all__ = ["DeepSearchAgent", "AnspireSearchAgent", "create_agent", "Settings"]CODE
LOWMediaEngine/tools/__init__.py17__all__ = [CODE
LOWMediaEngine/nodes/__init__.py12__all__ = [CODE
LOWMediaEngine/utils/__init__.py17__all__ = [CODE
LOWMediaEngine/state/__init__.py8__all__ = ["State", "Paragraph", "Research", "Search"]CODE
LOWMediaEngine/prompts/__init__.py21__all__ = [CODE
LOWMediaEngine/llms/__init__.py7__all__ = ["LLMClient"]CODE
LOWMindSpider/schema/models_sa.py18__all__ = [CODE
LOWMindSpider/schema/__init__.py4__all__ = ["BDBase", "SABase"]CODE
LOWutils/github_issues.py74__all__ = [CODE
LOWQueryEngine/__init__.py12__all__ = ["DeepSearchAgent", "create_agent", "Settings"]CODE
LOWQueryEngine/tools/__init__.py14__all__ = [CODE
LOWQueryEngine/nodes/__init__.py12__all__ = [CODE
LOWQueryEngine/utils/__init__.py17__all__ = [CODE
LOWQueryEngine/state/__init__.py8__all__ = ["State", "Paragraph", "Research", "Search"]CODE
LOWQueryEngine/prompts/__init__.py21__all__ = [CODE
LOWQueryEngine/llms/__init__.py7__all__ = ["LLMClient"]CODE
LOWReportEngine/__init__.py13__all__ = ["ReportAgent", "create_agent"]CODE
LOWReportEngine/renderers/html_renderer.py6536__all__ = ["HTMLRenderer"]STRING
LOWReportEngine/renderers/__init__.py21__all__ = [CODE
LOWReportEngine/renderers/chart_to_svg.py1214__all__ = ["ChartToSVGConverter", "create_chart_converter"]CODE
LOWReportEngine/renderers/pdf_layout_optimizer.py1400__all__ = [STRING
LOWReportEngine/renderers/pdf_renderer.py1609__all__ = ["PDFRenderer"]STRING
LOWReportEngine/renderers/markdown_renderer.py994__all__ = ["MarkdownRenderer"]CODE
LOWReportEngine/core/__init__.py12__all__ = [CODE
LOWReportEngine/core/template_parser.py302__all__ = ["TemplateSection", "parse_template_sections"]CODE
LOWReportEngine/core/stitcher.py133__all__ = ["DocumentComposer"]CODE
LOWReportEngine/core/chapter_storage.py290__all__ = ["ChapterStorage", "ChapterRecord"]CODE
LOWReportEngine/nodes/word_budget_node.py126__all__ = ["WordBudgetNode"]CODE
LOWReportEngine/nodes/chapter_generation_node.py2027__all__ = [CODE
LOWReportEngine/nodes/__init__.py18__all__ = [CODE
LOWReportEngine/nodes/document_layout_node.py208__all__ = ["DocumentLayoutNode"]CODE
LOWReportEngine/ir/validator.py338__all__ = ["IRValidator"]CODE
LOWReportEngine/ir/__init__.py18__all__ = [CODE
LOWReportEngine/ir/schema.py538__all__ = [CODE
LOWReportEngine/utils/chart_review_service.py625__all__ = [CODE
LOWReportEngine/utils/__init__.py23__all__ = [CODE
LOWReportEngine/utils/table_validator.py509__all__ = [CODE
LOWReportEngine/utils/json_parser.py763__all__ = ["RobustJSONParser", "JSONParseError"]CODE
LOWReportEngine/state/__init__.py9__all__ = ["ReportState", "ReportMetadata"]CODE
LOWReportEngine/prompts/__init__.py25__all__ = [CODE
LOWReportEngine/llms/__init__.py9__all__ = ["LLMClient"]CODE
LOWInsightEngine/__init__.py12__all__ = ["DeepSearchAgent", "create_agent", "settings", "Settings"]CODE
LOWInsightEngine/tools/__init__.py25__all__ = [CODE
LOWInsightEngine/nodes/__init__.py12__all__ = [CODE
LOWInsightEngine/utils/db.py18__all__ = [CODE
LOWInsightEngine/utils/__init__.py15__all__ = [CODE
LOWInsightEngine/state/__init__.py8__all__ = ["State", "Paragraph", "Research", "Search"]CODE
LOWInsightEngine/prompts/__init__.py21__all__ = [CODE
LOWInsightEngine/llms/__init__.py8__all__ = ["LLMClient"]CODE
LOWForumEngine/__init__.py7__all__ = ['LogMonitor']CODE
Decorative Section Separators12 hits · 48 pts
SeverityFileLineSnippetContext
MEDIUMrequirements.txt1# ========================================COMMENT
MEDIUMrequirements.txt4# ========================================COMMENT
MEDIUM⚡MindSpider/requirements.txt4# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt6# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt15# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt17# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt24# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt26# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt36# ===============================COMMENT
MEDIUM⚡MindSpider/requirements.txt38# ===============================COMMENT
MEDIUMMindSpider/requirements.txt57# ===============================COMMENT
MEDIUMMindSpider/requirements.txt59# ===============================COMMENT
Verbosity Indicators12 hits · 27 pts
SeverityFileLineSnippetContext
LOW⚡MediaEngine/agent.py149 # Step 1: 生成报告结构COMMENT
LOW⚡MediaEngine/agent.py152 # Step 2: 处理每个段落COMMENT
LOW⚡MediaEngine/agent.py155 # Step 3: 生成最终报告COMMENT
LOW⚡MediaEngine/agent.py158 # Step 4: 保存报告COMMENT
LOW⚡QueryEngine/agent.py157 # Step 1: 生成报告结构COMMENT
LOW⚡QueryEngine/agent.py160 # Step 2: 处理每个段落COMMENT
LOW⚡QueryEngine/agent.py163 # Step 3: 生成最终报告COMMENT
LOW⚡QueryEngine/agent.py166 # Step 4: 保存报告COMMENT
LOW⚡InsightEngine/agent.py528 # Step 1: 生成报告结构COMMENT
LOW⚡InsightEngine/agent.py531 # Step 2: 处理每个段落COMMENT
LOW⚡InsightEngine/agent.py534 # Step 3: 生成最终报告COMMENT
LOW⚡InsightEngine/agent.py537 # Step 4: 保存报告COMMENT
Structural Annotation Overuse12 hits · 27 pts
SeverityFileLineSnippetContext
LOW⚡MediaEngine/agent.py149 # Step 1: 生成报告结构COMMENT
LOW⚡MediaEngine/agent.py152 # Step 2: 处理每个段落COMMENT
LOW⚡MediaEngine/agent.py155 # Step 3: 生成最终报告COMMENT
LOW⚡MediaEngine/agent.py158 # Step 4: 保存报告COMMENT
LOW⚡QueryEngine/agent.py157 # Step 1: 生成报告结构COMMENT
LOW⚡QueryEngine/agent.py160 # Step 2: 处理每个段落COMMENT
LOW⚡QueryEngine/agent.py163 # Step 3: 生成最终报告COMMENT
LOW⚡QueryEngine/agent.py166 # Step 4: 保存报告COMMENT
LOW⚡InsightEngine/agent.py528 # Step 1: 生成报告结构COMMENT
LOW⚡InsightEngine/agent.py531 # Step 2: 处理每个段落COMMENT
LOW⚡InsightEngine/agent.py534 # Step 3: 生成最终报告COMMENT
LOW⚡InsightEngine/agent.py537 # Step 4: 保存报告COMMENT
Docstring Block Structure3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHMindSpider/DeepSentimentCrawling/platform_crawler.py160 创建MediaCrawler的基础配置 Args: platform: 平台名称 keywords: 关键词列表 cSTRING
HIGHMindSpider/DeepSentimentCrawling/platform_crawler.py240 运行爬虫 Args: platform: 平台名称 keywords: 关键词列表 login_type: 登录方式STRING
HIGHMindSpider/DeepSentimentCrawling/main.py104 执行单个平台的爬取任务 Args: platform: 平台名称 target_date: 目标日期 max_keySTRING
Hallucination Indicators1 hit · 15 pts
SeverityFileLineSnippetContext
CRITICALReportEngine/renderers/libs/jspdf.umd.min.js86 */var P={print:4,modify:8,copy:16,"annot-forms":32};function k(t,e,r,n){this.v=1,this.r=2;var i=192;t.forEach((functiCOMMENT
Magic Placeholder Names2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHREADME.md578>client = OpenAI(api_key="your_api_key",CODE
HIGHREADME-EN.md573>client = OpenAI(api_key="your_api_key",CODE
AI Structural Patterns4 hits · 4 pts
SeverityFileLineSnippetContext
LOWMindSpider/DeepSentimentCrawling/main.py141CODE
LOW…ysisModel/WeiboSentiment_MachineLearning/bert_train.py51CODE
LOW…tAnalysisModel/WeiboSentiment_MachineLearning/utils.py65CODE
LOW…ysisModel/WeiboSentiment_MachineLearning/lstm_train.py79CODE
Fake / Example Data2 hits · 3 pts
SeverityFileLineSnippetContext
LOW⚡tests/test_insight_database_url.py46 monkeypatch.setattr(db_module.settings, "DB_USER", "user@example.com")CODE
LOW⚡tests/test_insight_database_url.py53 assert parsed.username == "user@example.com"CODE
Over-Commented Block3 hits · 2 pts
SeverityFileLineSnippetContext
LOWREADME-EN.md381DB_HOST=your_db_hostCOMMENT
LOWReportEngine/renderers/html_renderer.py6461 // 旧版 Web Component 主题按钮（已注释）COMMENT
LOWReportEngine/ir/validator.py181 # score = item.get("score")COMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMREADME-EN.md272├── docker-compose.yml # Docker multi-service orchestration configCODE