0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.0K

Stars

HTML

Language

926.7K

Lines of Code

3.7K

Files

302

Pattern Hits

2026-10-31

Scan Date

0.01

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 127 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 49 finding(s).

Agent Over-Engineering Ratio 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 165 finding(s).

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 302 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 23MEDIUM 117LOW 162

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 302 distinct pattern matches across 12 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.

Decorative Section Separators85 hits · 272 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/financial_rigor.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/financial_rigor.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/financial_rigor.py	329	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/financial_rigor.py	331	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	220	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	222	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	297	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	376	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/financial_rigor.py	378	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/momentum_backtest.py	15	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	17	# ============================================================	COMMENT
MEDIUM⚡	tools/momentum_backtest.py	50	# ============================================================	COMMENT
MEDIUM⚡	tools/momentum_backtest.py	53	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	108	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	110	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	148	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	150	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	203	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	205	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	327	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest.py	329	# ============================================================	COMMENT
MEDIUM⚡	tools/terminal_value.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/terminal_value.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/terminal_value.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	135	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	152	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	247	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	249	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/terminal_value.py	692	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	17	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	19	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	67	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	69	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	88	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	90	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	115	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	117	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	162	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	164	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	248	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	250	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	337	# ============================================================	COMMENT
MEDIUM	tools/momentum_backtest_v2.py	339	# ============================================================	COMMENT
MEDIUM	tools/report_audit.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/report_audit.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/report_audit.py	256	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/report_audit.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/report_audit.py	418	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/report_audit.py	420	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/ashare_data.py	51	# ---------------------------------------------------------------------------	COMMENT
25 more matches not shown…

Modern AI Meta-Vocabulary30 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	reports/RSI-survey-20260906/research/evidence-ledger.md	10	\| DGM's archive maintenance and parent selection are fixed \| [Zhang et al., v3](https://arxiv.org/html/2505.22954v3), se	CODE
MEDIUM	reports/Mastercard/最终报告.md	118	- [Mastercard 代理商务布局](https://www.pymnts.com/earnings/2026/mastercard-leans-into-agentic-commerce-stablecoins-while-card	CODE
MEDIUM	reports/Mastercard/04-风险管理层评估-李录视角.md	75	来源：[Mastercard 代理商务与稳定币战略](https://www.pymnts.com/earnings/2026/mastercard-leans-into-agentic-commerce-stablecoins-while	CODE
MEDIUM	reports/Mastercard/《看懂万事达卡》/05-估值判断-为确定性付多少溢价（终章）.md	218	- [Mastercard 代理商务布局](https://www.pymnts.com/earnings/2026/mastercard-leans-into-agentic-commerce-stablecoins-while-card	CODE
MEDIUM	reports/Mastercard/《看懂万事达卡》/03-增长空间-三条曲线与天花板.md	124	数据来源：[Mastercard 代理商务布局](https://www.pymnts.com/earnings/2026/mastercard-leans-into-agentic-commerce-stablecoins-while-c	CODE
MEDIUM	reports/腾讯/腾讯-技术与颠覆风险深度研究-20260702.md	630	- [Tencent to Double AI Spending](https://aibusiness.com/agentic-ai/tencent-to-double-ai-spending-to-more-than-5b)	CODE
MEDIUM	…/腾讯/腾讯-AI利润研究-20260924/腾讯-investment-team-AI利润与竞争格局.md	317	- [S11 华为系统级Agent架构，2026年9月](https://www.huawei.com/cn/news/2026/9/hc-agentic-era-harmonyos)	CODE
MEDIUM	…enrouter/openrouter-model-ranking-analysis-20260702.md	243	- [CodeSOTA Agent Leaderboard](https://www.codesota.com/agentic/openrouter-models)（主数据源，46个 Agent 应用30天快照）	CODE
MEDIUM	reports/Booking/最终报告.md	123	- [Skift - Google AI Plans](https://skift.com/2025/11/20/google-agentic-ai-travel-booking-no-intention-become-ota/)	CODE
MEDIUM	reports/Booking/03-行业竞争分析-芒格视角.md	40	数据来源：[Skift - Google Clarifies AI Booking Plans](https://skift.com/2025/11/20/google-agentic-ai-travel-booking-no-intent	CODE
MEDIUM	reports/AI产业研究/AI估值洼地-Salesforce-Adobe-20260605.md	40	（数据来源：[TechHQ](https://techhq.com/news/salesforce-agentforce-enterprise-agentic-ai/)、[AI Automation Global](https://aiau	CODE
MEDIUM	reports/AI产业研究/AI估值洼地-Salesforce-Adobe-20260605.md	77	（数据来源：[Smartbridge](https://smartbridge.com/salesforce-agentforce-vs-microsoft-copilot-studio-2026-comparison/)、[Cloud W	CODE
MEDIUM	reports/英伟达/段永平雪球发言-NVDA相关.md	593	回复@大道无形我有型: 老黄显然比我懂ai，你要不信他，你也不需要到处问那些还没他懂的人们吧？//@大道无形我有型:回复@大道无形我有型:黄仁勋这两个月是站出来“护盘”软件股、直接反对“AI 会杀死微软这类软件生意”的那一派观点的。[reu	CODE
MEDIUM	reports/英伟达/《看懂英伟达》-20260714/research/06-管理层与估值.md	327	来源：https://www.thestreet.com/investing/stocks/top-analyst-drops-jaw-dropping-price-target-on-nvidia-stock ；https://247	CODE
MEDIUM	reports/英伟达/《看懂英伟达》-20260714/research/05-AI资本开支周期.md	131	- 谷歌：月度token处理量2024年4月约9.7万亿→2025年5月480万亿→2026年5月超3200万亿（3.2 quadrillion），同比7倍；API吞吐190亿token/分钟；Gemini月活9亿；375家云客户年	CODE
MEDIUM	…全景对比-20260906/evidence/openai__gpt-oss-120b__README.md	22	Welcome to the gpt-oss series, [OpenAI’s open-weight models](https://openai.com/open-models) designed for powerful reaso	CODE
MEDIUM	…全景对比-20260906/evidence/stepfun-ai__Step-3.5-Flash.json	7	"Step 3.5 Flash ([visit website](https://static.stepfun.com/blog/step-3.5-flash/)) is our most capable open-sour	CODE
MEDIUM	…dia__NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16__README.md	669	# Step 1: generate the reasoning trace up to the budget	COMMENT
MEDIUM	…dia__NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16__README.md	686	# Step 2: continue from the closed reasoning trace	COMMENT
MEDIUM	…景对比-20260906/evidence/MiniMaxAI__MiniMax-M2__README.md	116	>- Multi-SWE-Bench & SWE-bench Multilingual: All scores are averaged across 8 runs using the [claude-code](https://githu	CODE
MEDIUM	…0260906/evidence/stepfun-ai__Step-3.5-Flash__README.md	32	Step 3.5 Flash ([visit website](https://static.stepfun.com/blog/step-3.5-flash/)) is our most capable open-source fo	CODE
MEDIUM	…orts/大模型全景对比-20260906/evidence/tencent__Hy3__README.md	139	# reasoning_effort: "no_think" (default, direct response), "low", "high" (deep chain-of-thought)	COMMENT
MEDIUM	…ts/大模型全景对比-20260906/evidence/zai-org__GLM-5__README.md	34	Reinforcement learning aims to bridge the gap between competence and excellence in pre-trained models. However, deployin	CODE
MEDIUM	…vidence/Qwen__Qwen3-235B-A22B-Instruct-2507__README.md	150	Qwen3 excels in tool calling capabilities. We recommend using [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) to make	CODE
MEDIUM	…20260906/evidence/XiaomiMiMo__MiMo-V2.5-Pro__README.md	146	For post-training, MiMo-V2.5-Pro adopts the three-stage post-training paradigm introduced in [MiMo-V2-Flash](https://git	CODE
MEDIUM	…-20260906/evidence/upstage__Solar-Open-100B__README.md	24	Solar Open is Upstage's flagship 102B-parameter large language model, trained entirely from scratch and rele	CODE
MEDIUM	…evidence/mistralai__Mistral-Medium-3.5-128B__README.md	649	# Setting `skip_special_tokens=False` to visualize reasoning trace between [THINK] [/THINK] tags.	COMMENT
MEDIUM	…dia__NVIDIA-Nemotron-3-Super-120B-A12B-BF16__README.md	489	# Step 1: generate the reasoning trace up to the budget	COMMENT
MEDIUM	…dia__NVIDIA-Nemotron-3-Super-120B-A12B-BF16__README.md	506	# Step 2: continue from the closed reasoning trace	COMMENT
MEDIUM	reports/大模型技术/mid-train技术综述-基模团队实践指南-20260629.md	1299	\| OLMo 2 Technical Report: <https://arxiv.org/abs/2501.00656> \| 报告明确使用 mid-training 分层，并披露数据混合、mid-training、post-trainin	CODE

Empty Error Handlers10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	tools/financial_rigor.py	66	except Exception:	CODE
HIGH	tools/terminal_value.py	77	except Exception:	CODE
HIGH	tools/report_audit.py	431	except Exception:	CODE
HIGH	tools/ashare_data.py	221	except Exception:	CODE
HIGH	tools/ashare_data.py	252	except Exception:	CODE
HIGH	tools/ashare_data.py	261	except Exception:	CODE
HIGH	tools/xueqiu_scraper.py	87	except Exception:	CODE
HIGH	tools/xueqiu_scraper.py	183	except Exception:	CODE
HIGH	tools/twstock_data.py	204	except Exception:	CODE
HIGH	tools/twstock_data.py	243	except Exception:	CODE

Hyper-Verbose Identifiers39 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	tools/stock_screener.py	98	def update_fundamental_interactive(ticker):	CODE
LOW	tests/test_reports_index.py	53	def test_local_drafts_ignored_files_and_intent_to_add_are_not_published(self):	CODE
LOW	tests/test_reports_index.py	65	def test_staged_report_is_included_and_unstaging_invalidates_index(self):	CODE
LOW⚡	tests/test_reports_index.py	79	def test_removing_report_from_git_excludes_remaining_working_copy(self):	CODE
LOW⚡	tests/test_reports_index.py	88	def test_git_failure_does_not_overwrite_published_index(self):	CODE
LOW⚡	tests/test_reports_index.py	96	def test_chinese_git_date_is_independent_of_quote_path_config(self):	CODE
LOW	tests/test_report_audit.py	42	def test_ascii_plus_is_stripped(self):	CODE
LOW⚡	tests/test_report_audit.py	57	def test_negative_with_thousands_separator(self):	CODE
LOW⚡	tests/test_report_audit.py	60	def test_negative_with_fullwidth_comma(self):	CODE
LOW⚡	tests/test_report_audit.py	63	def test_garbage_returns_none(self):	CODE
LOW	tests/test_report_audit.py	87	def test_extracts_negative_percentages(self):	CODE
LOW	tests/test_report_audit.py	99	def test_plus_sign_normalised_to_positive(self):	CODE
LOW	tests/test_report_audit.py	111	def test_huge_negative_is_filtered(self):	CODE
LOW	tests/test_report_audit.py	137	def test_extract_under_gbk_console(self):	CODE
LOW	tests/test_terminal_value.py	35	def test_covers_cost_of_capital(self):	CODE
LOW⚡	tests/test_terminal_value.py	71	def test_flip_inside_band_is_reported(self):	CODE
LOW⚡	tests/test_terminal_value.py	80	def test_no_band_keeps_all_tiers(self):	CODE
LOW⚡	tests/test_terminal_value.py	87	def test_stable_when_always_fail(self):	CODE
LOW⚡	tests/test_terminal_value.py	96	def test_delta_must_be_positive(self):	CODE
LOW	tests/test_terminal_value.py	107	def test_flip_cli_out_of_band_tiers_excluded(self):	CODE
LOW	tests/test_terminal_value.py	122	def test_flip_cli_reports_flip_inside_band(self):	CODE
LOW⚡	tests/test_terminal_value.py	133	def test_flip_cli_requires_currency(self):	CODE
LOW⚡	tests/test_terminal_value.py	138	def test_flip_cli_base_r_out_of_band_rejected(self):	CODE
LOW⚡	tests/test_terminal_value.py	143	def test_flip_cli_unknown_company(self):	CODE
LOW⚡	tests/test_terminal_value.py	149	def test_flip_cli_inline_params_match_preset(self):	CODE
LOW⚡	tests/test_terminal_value.py	166	def test_flip_cli_inline_params_incomplete(self):	CODE
LOW⚡	tests/test_terminal_value.py	172	def test_flip_cli_inline_probs_must_sum_to_one(self):	CODE
LOW⚡	tests/test_terminal_value.py	179	def test_flip_cli_config_file(self):	CODE
LOW	tests/test_financial_rigor.py	42	def test_pass_path_prints_check_mark(self):	CODE
LOW	tests/test_financial_rigor.py	51	def test_fail_path_prints_cross_mark(self):	CODE
LOW⚡	tests/test_financial_rigor.py	64	def test_warn_path_prints_warning_sign(self):	CODE
LOW⚡	tests/test_financial_rigor.py	74	def test_cross_validate_under_gbk(self):	CODE
LOW⚡	tests/test_financial_rigor.py	82	def test_three_scenario_under_gbk(self):	CODE
LOW	tests/test_financial_rigor.py	98	def test_tolerates_non_reconfigurable_stream(self):	CODE
LOW	tests/test_financial_rigor.py	110	def test_exact_match_returns_true(self):	CODE
LOW	tests/test_financial_rigor.py	113	def test_gross_mismatch_returns_false(self):	CODE
LOW	reports/快手/审计-20260906/etnet.html	1687	async function loadPortfolioPersonalizationRadar() {	CODE
LOW	reports/美团/审计-20260906/etnet.html	1687	async function loadPortfolioPersonalizationRadar() {	CODE
LOW	…型全景对比-20260906/evidence/moonshotai__Kimi-K3__README.md	634	def chat_with_preserved_thinking(client: openai.OpenAI, model_name: str):	CODE

Unused Imports39 hits · 39 pts

Severity	File	Line	Context
LOW	tools/wechat_archive.py	28	CODE
LOW	tools/financial_rigor.py	22	CODE
LOW	tools/momentum_backtest.py	10	CODE
LOW	tools/momentum_backtest.py	11	CODE
LOW	tools/momentum_backtest_v2.py	12	CODE
LOW	tools/report_audit.py	30	CODE
LOW	tools/build_site.py	18	CODE
LOW	tools/ashare_data.py	21	CODE
LOW	tools/stock_screener.py	25	CODE
LOW	scripts/sync-codex-prompts.py	8	CODE
LOW	scripts/sync-codex-skills.py	4	CODE
LOW	reports/快手/快手可灵深度研究-20261016/利润与估值模型.py	10	CODE
LOW	reports/RSI-survey-20260906/build.py	3	CODE
LOW	…rts/RSI-survey-20260906/research/build_bibliography.py	1	CODE
LOW	reports/RSI-survey-20260906/research/collect_sources.py	7	CODE
LOW	reports/腾讯/《看懂腾讯》-20260906/证据/逐篇审计.py	2	CODE
LOW	reports/美股七姐妹-20261019/谷歌/recalculate.py	5	CODE
LOW	reports/美股七姐妹-20261019/Meta/audit_meta.py	6	CODE
LOW	reports/美股七姐妹-20261019/Meta/model.py	5	CODE
LOW	reports/美股七姐妹-20261019/英伟达/model.py	3	CODE
LOW	reports/美股七姐妹-20261019/苹果/recalculate.py	2	CODE
LOW	reports/MINIMAX/审计-20260906/抽检脚本.py	4	CODE
LOW	reports/MINIMAX/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/MINIMAX/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/MINIMAX/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/腾讯快手比较/估值-20261025/stress.py	4	CODE
LOW	reports/腾讯快手比较/估值-20261025/engine_crosscheck.py	4	CODE
LOW	reports/泡泡玛特/审计-20260906/抽检脚本.py	4	CODE
LOW	reports/泡泡玛特/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/泡泡玛特/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/泡泡玛特/审计-20260906/补充模型脚本.py	3	CODE
LOW	reports/七公司投资研究-20261002/腾讯/计算模型.py	2	CODE
LOW	reports/七公司投资研究-20261002/腾讯/计算模型.py	2	CODE
LOW	reports/七公司投资研究-20261002/腾讯/验证命令.py	1	CODE
LOW	reports/七公司投资研究-20261002/拼多多/计算模型.py	2	CODE
LOW	reports/七公司投资研究-20261002/拼多多/计算模型.py	2	CODE
LOW	reports/七公司投资研究-20261002/拼多多/验证命令.py	1	CODE
LOW	reports/七公司投资研究-20261002/泡泡玛特/计算.py	3	CODE
LOW	reports/持仓估值分位与未来盈利-20260912/十公司估值计算.py	12	CODE

Cross-Language Confusion8 hits · 36 pts

Severity	File	Line	Snippet	Context
HIGH	tools/build_site.py	384	(function(){var h=document.documentElement,g=function(k){try{return localStorage.getItem(k)}catch(e){return null}};	CODE
HIGH	tools/build_site.py	466	var t=null;addEventListener('scroll',function(){clearTimeout(t);t=setTimeout(function(){var m=el.scrollHeight-el.client	CODE
HIGH	tools/build_site.py	469	var r0=d[page]\|\|{};r0.t=Date.now();r0.title=b.getAttribute('data-title');if(r0.p==null)r0.p=0;d[page]=r0;put(d)}	CODE
HIGH	tools/build_site.py	822	"<script>var D=null;function esc(s){return s.replace(/[&<>\"]/g,function(c){return{'&':'&','<':'<','>	CODE
HIGH	tools/build_site.py	829	"window._hmt.push(['_trackEvent','站内搜索',r.length?'有结果':'无结果',q])}},1500)}"	CODE
HIGH	tools/xueqiu_scraper.py	79	return {{_error: e.toString()}};	CODE
HIGH	tools/xueqiu_scraper.py	128	"Object.defineProperty(navigator,'webdriver',{get:()=>undefined})"	STRING
HIGH⚡	tools/xueqiu_scraper.py	168	"Object.defineProperty(navigator,'webdriver',{get:()=>undefined})"	STRING

Excessive Try-Catch Wrapping31 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	tools/reports_index.py	74	except Exception:	CODE
LOW	tools/reports_index.py	106	except Exception:	CODE
MEDIUM	tools/reports_index.py	99	def read_head(path, n=40):	CODE
LOW⚡	tools/financial_rigor.py	66	except Exception:	CODE
LOW⚡	tools/financial_rigor.py	324	except Exception as e:	CODE
LOW⚡	tools/momentum_backtest.py	45	except Exception as e:	CODE
LOW⚡	tools/terminal_value.py	77	except Exception:	CODE
LOW	tools/morningstar_fair_value.py	71	except Exception as e:	CODE
LOW	tools/report_audit.py	431	except Exception:	CODE
LOW	tools/ashare_data.py	124	except Exception:	CODE
LOW	tools/ashare_data.py	221	except Exception:	CODE
LOW	tools/ashare_data.py	252	except Exception:	CODE
LOW	tools/ashare_data.py	261	except Exception:	CODE
LOW⚡	tools/stock_screener.py	76	except Exception as e:	CODE
LOW	tools/xueqiu_scraper.py	50	except Exception:	CODE
LOW	tools/xueqiu_scraper.py	87	except Exception:	STRING
LOW	tools/xueqiu_scraper.py	98	except Exception:	STRING
LOW	tools/xueqiu_scraper.py	141	except Exception as e:	STRING
LOW⚡	tools/xueqiu_scraper.py	177	except Exception as e:	STRING
LOW⚡	tools/xueqiu_scraper.py	183	except Exception:	STRING
LOW	tools/xueqiu_scraper.py	203	except Exception as e:	STRING
LOW	tools/xueqiu_scraper.py	260	except Exception as e:	STRING
LOW	tools/xueqiu_scraper.py	279	except Exception as e:	STRING
MEDIUM	tools/xueqiu_scraper.py	47	def parse_ts(ts):	CODE
LOW	tools/twstock_data.py	110	except Exception:	CODE
LOW	tools/twstock_data.py	166	except Exception:	CODE
LOW	tools/twstock_data.py	204	except Exception:	CODE
LOW	tools/twstock_data.py	243	except Exception:	CODE
LOW	reports/RSI-survey-20260906/research/collect_sources.py	119	except Exception as e: out['fulltext_error']=str(e)	CODE
LOW	reports/RSI-survey-20260906/research/collect_sources.py	121	except Exception as e:	CODE
LOW	reports/持仓估值分位与未来盈利-20260912/十公司估值计算.py	147	except Exception: return None	CODE

Over-Commented Block30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tools/terminal_value.py	81	_force_utf8_stdio()	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	21		COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	41	#DivChannelMenuc{width:590px; position:absolute; top:49px; left:371px; text-align:right; font-weight:bold; display:flex;	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	121	.hotArticle table{font-size:13px;}	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	401	.StkRank3{background:#808285;}	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	481	/* New CSS for Stock Index Bar */	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	661		COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	701	@media screen and (-ms-high-contrast: active),(-ms-high-contrast: none){#StkTrans .ColorBox{margin-top:3px;}}	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	721	#StkTrans #Overview li div{float:left; font-size:10px; height:16px; line-height:16px; display:inline-block; border:1px s	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	741	#StkSlider{width:131px; clear:both;}	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	761	.StkRSStock .down2{padding-left:15px; background:url(../../common/images/arrow_down2_M.gif) 0px 4px no-repeat; color:#FF	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	801	.StkDetailChartNav #TabC{left:160px; width:130px; text-align: center;z-index: 2; }	COMMENT
LOW	reports/七公司投资研究-20261002/MiniMax/证据/etnet行情.txt	821	#StkTSTop .BidPM{background:#7fc5de;}	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	21		COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	41	#DivChannelMenuc{width:590px; position:absolute; top:49px; left:371px; text-align:right; font-weight:bold; display:flex;	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	121	.hotArticle table{font-size:13px;}	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	401	.StkRank3{background:#808285;}	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	481	/* New CSS for Stock Index Bar */	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	661		COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	701	@media screen and (-ms-high-contrast: active),(-ms-high-contrast: none){#StkTrans .ColorBox{margin-top:3px;}}	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	721	#StkTrans #Overview li div{float:left; font-size:10px; height:16px; line-height:16px; display:inline-block; border:1px s	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	741	#StkSlider{width:131px; clear:both;}	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	761	.StkRSStock .down2{padding-left:15px; background:url(../../common/images/arrow_down2_M.gif) 0px 4px no-repeat; color:#FF	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	801	.StkDetailChartNav #TabC{left:160px; width:130px; text-align: center;z-index: 2; }	COMMENT
LOW	reports/七公司投资研究-20261002/泡泡玛特/证据/etnet行情.txt	821	#StkTSTop .BidPM{background:#7fc5de;}	COMMENT
LOW	…比-20260906/evidence/Qwen__Qwen3.5-397B-A17B__README.md	1221	'enable_thinking': True	COMMENT
LOW	…ce/mistralai__Devstral-2-123B-Instruct-2512__README.md	181	},	COMMENT
LOW	…ce/mistralai__Devstral-2-123B-Instruct-2512__README.md	281	# Devstral 2 supports tool calling. If you want to use tools, follow this:	COMMENT
LOW	…比-20260906/evidence/Qwen__Qwen3.5-122B-A10B__README.md	1201		COMMENT
LOW	…ence/mistralai__Pixtral-Large-Instruct-2411__README.md	461	#- May: 31 days	COMMENT

Deep Nesting19 hits · 18 pts

Severity	File	Line	Context
LOW	tools/reports_index.py	170	CODE
LOW	tools/reports_index.py	251	CODE
LOW	tools/reports_index.py	298	CODE
LOW	tools/wechat_archive.py	135	CODE
LOW	tools/financial_rigor.py	380	CODE
LOW	tools/terminal_value.py	574	CODE
LOW	tools/star_history_chart.py	157	CODE
LOW	tools/report_audit.py	129	CODE
LOW	tools/report_audit.py	270	CODE
LOW	tools/build_site.py	221	CODE
LOW	tools/build_site.py	550	CODE
LOW	tools/build_site.py	601	CODE
LOW	tools/build_site.py	561	CODE
LOW	tools/stock_screener.py	256	CODE
LOW	tools/stock_screener.py	283	CODE
LOW	tools/stock_screener.py	332	CODE
LOW	reports/腾讯快手比较/估值-20261025/independent_check.py	94	CODE
LOW	reports/大模型全景对比-20260906/evidence/fetch_cards.py	11	CODE
LOW	reports/持仓估值分位与未来盈利-20260912/十公司估值计算.py	55	CODE

Synthetic Comment Markers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	reports/RSI-survey-20260906/research/sources.json	842	"title": "Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Ge	CODE
HIGH	reports/RSI-survey-20260906/research/source_register.md	37	\| evalplus2023 \| 2023 \| [Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models	CODE
HIGH	…SI-survey-20260906/research/bibliography_metadata.json	932	"title": "Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Ge	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…0260906/evidence/stepfun-ai__Step-3.5-Flash__README.md	147	api_key="YOUR_API_KEY",	CODE
HIGH	…比-20260906/evidence/Qwen__Qwen3.8-2.4T-A95B__README.md	379	export OPENAI_API_KEY='your-api-key'	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…dia__NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16__README.md	669	# Step 1: generate the reasoning trace up to the budget	COMMENT
LOW	…dia__NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16__README.md	686	# Step 2: continue from the closed reasoning trace	COMMENT
LOW	…vidence/Qwen__Qwen3-235B-A22B-Instruct-2507__README.md	207	#### Step 1: Update Configuration File	COMMENT
LOW	…vidence/Qwen__Qwen3-235B-A22B-Instruct-2507__README.md	218	#### Step 2: Launch Model Server	COMMENT
LOW	…dia__NVIDIA-Nemotron-3-Super-120B-A12B-BF16__README.md	489	# Step 1: generate the reasoning trace up to the budget	COMMENT
LOW	…dia__NVIDIA-Nemotron-3-Super-120B-A12B-BF16__README.md	506	# Step 2: continue from the closed reasoning trace	COMMENT

xbtlin/ai-berkshire

Open-Source Code Quality, Security and Technical Debt Review