0.1

Adjusted Signal

0.1

Raw Pattern Score

100%

Time Factor

2026-08-23

Last Push

6.3K

Stars

XML

Language

607.3K

Lines of Code

894

Files

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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 0.8/100 · LOW

Which changes need focused human review? 43 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 8MEDIUM 10LOW 25

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 43 distinct pattern matches across 8 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.

Synthetic Comment Markers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	src/科学与社会/items.json	215	"title": "Fabrication and Errors in the Bibliographic Citations Generated by ChatGPT",	CODE
HIGH	src/科学与社会/metadata.json	28	"bibliography": "<div class=\"csl-bib-body maxoffset-5 second-field-align-flush hangingindent-false\">\n <div class=\	CODE
HIGH	src/科学与社会/metadata.json	29	"test_result": "<div class=\"csl-bib-body maxoffset-5 second-field-align-flush hangingindent-false\">\n <div class=\"	CODE
HIGH	src/科学与社会/index.md	79	<div class="csl-left-margin">[9] </div><div class="csl-right-inline">WALTERS W H, WILDER E I. Fabrication and Errors	CODE
HIGH	src/科学与社会/index.md	197	<div class="csl-left-margin">[9] </div><div class="csl-right-inline">WALTERS W H, WILDER E I. Fabrication and Errors	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/check_style.py	564	except:	CODE
HIGH	scripts/check_style.py	571	except:	CODE
HIGH	scripts/check_style.py	581	except:	CODE

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	scripts/check_style.py	197	CODE
LOW	scripts/check_style.py	239	CODE
LOW	scripts/check_style.py	306	CODE
LOW	scripts/check_style.py	367	CODE
LOW	scripts/check_style.py	424	CODE
LOW	scripts/check_style.py	512	CODE
LOW	scripts/csl_style.py	266	CODE
LOW	scripts/csl_style.py	62	CODE
LOW	scripts/check_links.py	35	CODE
LOW	scripts/make_bilingual_style.py	107	CODE
LOW	scripts/make_fullwidth_style.py	54	CODE
LOW	scripts/make_fullwidth_style.py	184	CODE

Slop Phrases6 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/GB-T-7714—2025（注释，双语）/items.json	1086	"title": "Word associations as a language model for generative and creative tasks",	CODE
MEDIUM	src/GB-T-7714—2025（注释，双语）/metadata.json	22	"test_result": "<sup>1</sup> 博伯尔. 银行业的未来与人工智能[M]. 徐超，译. 北京：清华大学出版社，2023：35.<br>\n<sup>2</sup> 図書館用語辞典編集委員会. 最新図書館用語大辞典	CODE
MEDIUM	src/GB-T-7714—2025（顺序编码，双语）/items.json	1086	"title": "Word associations as a language model for generative and creative tasks",	CODE
MEDIUM	src/GB-T-7714—2025（顺序编码，双语）/metadata.json	22	"test_result": "<div class=\"csl-bib-body maxoffset-5 second-field-align-flush hangingindent-false\">\n <div class=\"	CODE
MEDIUM	src/GB-T-7714—2025（著者-出版年，双语）/items.json	1086	"title": "Word associations as a language model for generative and creative tasks",	CODE
MEDIUM	src/GB-T-7714—2025（著者-出版年，双语）/metadata.json	22	"test_result": "<div class=\"csl-bib-body maxoffset-0 second-field-align-false hangingindent-true\">\n <div class=\"c	CODE

AI Slop Vocabulary4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/GB-T-7714—2025（注释，双语）/metadata.json	22	"test_result": "<sup>1</sup> 博伯尔. 银行业的未来与人工智能[M]. 徐超，译. 北京：清华大学出版社，2023：35.<br>\n<sup>2</sup> 図書館用語辞典編集委員会. 最新図書館用語大辞典	CODE
MEDIUM	src/GB-T-7714—2025（顺序编码，双语）/metadata.json	22	"test_result": "<div class=\"csl-bib-body maxoffset-5 second-field-align-flush hangingindent-false\">\n <div class=\"	CODE
MEDIUM	src/中国冶金/items.json	1	[{"id":"http://zotero.org/users/4181482/items/G9DZUTDI","type":"article-journal","abstract":"Deep neural network (DNN)\n	CODE
MEDIUM	src/GB-T-7714—2025（著者-出版年，双语）/metadata.json	22	"test_result": "<div class=\"csl-bib-body maxoffset-0 second-field-align-false hangingindent-true\">\n <div class=\"c	CODE

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	scripts/csl_style.py	254	def _make_contributor_element(self, root, elem_name, contributor):	CODE
LOW	scripts/make_bilingual_style.py	13	def find_all_macro_dependencies(elements, macro_dict):	CODE
LOW	scripts/make_bilingual_style.py	43	def find_reversed_dependencies(elements, macro_dict, reverse_macro_dependencies):	CODE
LOW	lib/types/citeproc.d.ts	1335	export function stripXmlProcessingInstruction(xml: any): any;	CODE
LOW	lib/types/citeproc.d.ts	1341	export function titlecaseSentenceOrNormal(	CODE
LOW	lib/types/citeproc.d.ts	1390	function convertDateObjectToString(thedate: any): any;	CODE
LOW	lib/data/index.ts	44	export function getAllDefaultCitationItems(citation_format: string): {	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	.vitepress/config.ts	121	.map((p) => `${dir}/${p}`)[0];	COMMENT
LOW	.vitepress/config.ts	141	// } catch (e) {	COMMENT
LOW	scripts/check_style.py	21		COMMENT
LOW	scripts/check_style.py	541	# Possible improvements:	COMMENT
LOW	scripts/check_style.py	581	except:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/csl_style.py	35	self.author = {"name": "John Doe", "email": "john_doe@gmail.com"}	CODE

zotero-chinese/styles

Open-Source Code Quality, Security and Technical Debt Review