1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

4.4K

Stars

Kotlin

Language

121.2K

Lines of Code

661

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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 2.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 6.2/100 · LOW

Which changes need focused human review? 53 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 6HIGH 3MEDIUM 17LOW 27

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 53 distinct pattern matches across 11 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.

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	…in/kotlin/com/github/zly2006/zhihu/ui/ArticleScreen.kt	522	com.github.zly2006.zhihu.navigation.Person(	CODE
CRITICAL	…in/kotlin/com/github/zly2006/zhihu/ui/ArticleScreen.kt	911	com.github.zly2006.zhihu.navigation.Person(	CODE
CRITICAL	…/github/zly2006/zhihu/account/ZhihuIdentityProtocol.kt	60	internal fun io.ktor.client.request.HttpRequestBuilder.applyIdentityHeaders(session: ZhihuAccountSession) {	CODE
CRITICAL	…b/zly2006/zhihu/viewmodel/NotificationViewModelTest.kt	378	com.github.zly2006.zhihu.data.ZhihuPrivateMessage(	CODE
CRITICAL	…ly2006/zhihu/navigation/QuestionAnswerNavigatorTest.kt	351	private fun Article.toCachedContent() = com.github.zly2006.zhihu.viewmodel.ArticleViewModel.CachedAnswerContent(	CODE
CRITICAL	…b/zly2006/zhihu/viewmodel/PaginationEnvironment.jvm.kt	201	com.github.zly2006.zhihu.viewmodel.filter.BlockedQuestionAuthor(	CODE

Decorative Section Separators15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	…in/kotlin/com/github/zly2006/zhihu/ui/ArticleScreen.kt	600	// ── 主视觉：按钮式投票与操作区 ────────────────────────	COMMENT
MEDIUM	…in/kotlin/com/github/zly2006/zhihu/ui/ArticleScreen.kt	711	// ── duo3：药丸式动画投票与操作区 ────────────────────	COMMENT
MEDIUM	…lin/com/github/zly2006/zhihu/ui/components/FeedCard.kt	312	// ── 新排版（duo3）────────────────────────────────────────────────────	COMMENT
MEDIUM	…lin/com/github/zly2006/zhihu/ui/components/FeedCard.kt	429	// ── 原始排版（master）────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	402	// ── 主题 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	636	// ── 阅读 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	721	// ── 信息流 ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	803	// ── 回答页 ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	1090	// ── 底部导航栏 ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	1477	// ── 交互 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	1532	// ── 搜索 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	1564	// ── 导航 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ly2006/zhihu/ui/subscreens/AppearanceSettingsScreen.kt	1597	// ── 123duo3 UI 改进 ─────────────────────────────────────────────────	COMMENT
MEDIUM	…com/github/zly2006/zhihu/navigation/AnswerNavigator.kt	98	// ── 历史记录 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…com/github/zly2006/zhihu/navigation/AnswerNavigator.kt	161	// ── 预取 ──────────────────────────────────────────────────────────────────	COMMENT

Deep Nesting10 hits · 10 pts

Severity	File	Line	Context
LOW	.agents/skills/ui-test/llm_test_helper.py	244	CODE
LOW	…-pp-ai-slop-cleaner/scripts/scan_low_call_functions.py	116	CODE
LOW	…-pp-ai-slop-cleaner/scripts/scan_low_call_functions.py	197	CODE
LOW	…-pp-ai-slop-cleaner/scripts/scan_low_call_functions.py	209	CODE
LOW	…-pp-ai-slop-cleaner/scripts/scan_low_call_functions.py	224	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	144	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	231	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	243	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	258	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	330	CODE

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/launch-on-device/SKILL.md	31	### Step 1: Check ADB Connection	COMMENT
LOW⚡	.agents/skills/launch-on-device/SKILL.md	50	### Step 2: Build the APK	COMMENT
LOW⚡	.agents/skills/launch-on-device/SKILL.md	59	### Step 3: Install APK to Device	COMMENT
LOW⚡	.agents/skills/launch-on-device/SKILL.md	68	### Step 4: Launch the App	COMMENT

Cross-Language Confusion3 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	misc/install-avd-system-cert.py	244	persistent_error="$(cat /data/local/tmp/avd-cert-write-error 2>/dev/null \|\| true)"	STRING
HIGH	misc/install-avd-system-cert.py	268	chcon u:object_r:system_file:s0 "$cert_dir"/* 2>/dev/null \|\| true	STRING
HIGH	misc/install-avd-system-cert.py	273	ls -lZ "$cert_dir/$cert_name" 2>/dev/null \|\| ls -l "$cert_dir/$cert_name"	STRING

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	misc/htk-inject-system-cert.sh	2	# Create a separate temp directory, to hold the current certificates	COMMENT
MEDIUM	misc/htk-inject-system-cert.sh	7	# Create the in-memory mount on top of the system certs folder	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	misc/tampermonkey.js	1	// ==UserScript==	COMMENT
LOW	.agents/skills/ui-review-memory/memory_store.py	1	#!/usr/bin/env python3	COMMENT
LOW	.agents/skills/background-ui-debug/agents/openai.yaml	1	# Zhihu++ - Free & Ad-Free Zhihu client for all platforms.	COMMENT
LOW	…ckground-ui-debug/scripts/start_background_ui_debug.sh	1	#!/bin/zsh	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	misc/repack_release_apk.py	11	CODE
LOW	.agents/skills/ui-review-memory/memory_store.py	17	CODE
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	8	CODE

Hyper-Verbose Identifiers4 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/ui-test/llm_test_helper.py	93	def find_ancestor_containing_text(	CODE
LOW	.agents/skills/ui-review-memory/memory_store.py	135	def find_issue_by_fingerprint(	CODE
LOW	…-pp-ai-slop-cleaner/scripts/scan_low_call_functions.py	116	def mask_comments_and_strings(text: str) -> str:	STRING
LOW	…-slop-cleaner/scripts/find_similar_kotlin_functions.py	144	def mask_comments_and_literals(text: str, keep_literal_tokens: bool = True) -> str:	STRING

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/launch-on-device/deploy.sh	12	# Check if APK was built	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	misc/emoji.py	10	mapping = {item['placeholder']: 'emoji_' + item['id'] + '.png' for item in jojo}	CODE

zly2006/zhihu-plus-plus

Open-Source Code Quality, Security and Technical Debt Review