AI Slop Code Risk Monitor

jaywcjlove/reference

Name: jaywcjlove/reference — Dockerfile Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

面向开发者的技术速查清单（Cheat Sheets）集合，整理常见技术、工具与开发流程，帮助快速查阅关键信息，提高开发效率。

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jaywcjlove/reference, a Dockerfile project with 15,247 GitHub stars. SynthScan examined 140,266 lines of code across 224 source files, recording 68 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.6 (Low 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.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

15.2K

Stars

Dockerfile

Language

140.3K

Lines of Code

224

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 38 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

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

PR Review Velocity Impact 3.0/100 · LOW

Which changes need focused human review? 68 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 1MEDIUM 7LOW 60

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 68 distinct pattern matches across 6 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.

Over-Commented Block37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	docs/cisco-devices.md	301	### 默认网关（需与IP地址同段，假设为：192.168.1.254）	COMMENT
LOW	docs/cisco-devices.md	321	no shutdown	COMMENT
LOW	docs/cisco-devices.md	361	# 然后进入交换机创建 vlan （假设 vlan 为 1）	COMMENT
LOW	docs/cisco-devices.md	421	# OSPF 路由进程	COMMENT
LOW	docs/cisco-devices.md	461	## 一台交换机只能加入一个 VTP域	COMMENT
LOW	docs/cisco-devices.md	481	vtp mode client	COMMENT
LOW	docs/cisco-devices.md	501	```	COMMENT
LOW	docs/cisco-devices.md	561	# 进入创建的vlan当中	COMMENT
LOW	docs/cisco-devices.md	581	## 设置默认网关 IP-Address 为可自定义的IP地址	COMMENT
LOW	docs/xpath.md	181	```bash	COMMENT
LOW	docs/xpath.md	321		COMMENT
LOW	docs/nginx.md	661	# 用于拦截请求，匹配任何以 /api/开头的地址，	COMMENT
LOW	docs/huawei-devices.md	301	# 接口每秒传输数据量	COMMENT
LOW	docs/huawei-devices.md	401	# 系统视图下	COMMENT
LOW	docs/huawei-devices.md	481	三层交换机可充当 DHCP 服务器，能动态分配 IP 地址及 DNS 服务地址等网络参数	COMMENT
LOW	docs/huawei-devices.md	501	# 建立地址池 V10 V10 为自定义的合法地址池名称	COMMENT
LOW	docs/huawei-devices.md	561	# 与三层交换机相连的接口配置 trunk 放通 vlan	COMMENT
LOW	docs/huawei-devices.md	701	# 如掩码 255.0.0.0	COMMENT
LOW	docs/glances.md	561	# 设置两个导出之间的间隔（以秒为单位）	COMMENT
LOW	docs/laravel.md	41	# 将应用程序置于维护模式	COMMENT
LOW	docs/laravel.md	61	# 为缓存数据库表创建迁移	COMMENT
LOW	docs/laravel.md	81	# 创建一个新的事件处理程序类	COMMENT
LOW	docs/laravel.md	101	# 新建一个中间件类	COMMENT
LOW	docs/laravel.md	121	$ php artisan migrate:install [--database[="..."]]	COMMENT
LOW	docs/laravel.md	141	$ php artisan queue:listen [--queue[="..."]] [--delay[="..."]] [--memory[="..."]] [--timeout[="..."]] [--sleep[="..."]]	COMMENT
LOW	docs/laravel.md	161	# --daemon 以守护进程模式运行worker	COMMENT
LOW	docs/git.md	341	# Commands:	COMMENT
LOW	docs/ruby.md	521	`first(3)` \| `('A'..'Z').first(2)` => `["A", "B"]`	COMMENT
LOW	docs/ruby.md	861	```ruby	COMMENT
LOW	docs/ruby.md	1681	# 输出	COMMENT
LOW	docs/ruby.md	1861	# 9	COMMENT
LOW	docs/ruby.md	1881	# 5	COMMENT
LOW	docs/ruby.md	2321	```	COMMENT
LOW	.github/FUNDING.yml	1	github: [jaywcjlove]	COMMENT
LOW	.github/workflows/ci.yml	161	# uses: docker/login-action@v2	COMMENT
LOW	.github/workflows/ci.yml	181	# platforms: linux/amd64,linux/arm64	COMMENT
LOW	.github/workflows/ci.yml	201	# # Create Docker Image	COMMENT

Fake / Example Data20 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	.refsrc.json	7	"placeholder": "搜索备忘清单",	CODE
LOW	docs/react-native.md	289	Lorem ipsum dolor sit amet, consectetur adipiscing elit,	CODE
LOW	docs/react-native.md	289	Lorem ipsum dolor sit amet, consectetur adipiscing elit,	CODE
LOW	docs/dockerfile.md	47	ENV MY_NAME="John Doe" MY_DOG=Rex\ The\ Dog \	CODE
LOW	docs/python.md	169	Lorem ipsum dolor sit amet,	CODE
LOW	docs/python.md	169	Lorem ipsum dolor sit amet,	CODE
LOW	docs/cs.md	829	return (123, "John Doe", 95.5);	STRING
LOW⚡	docs/json.md	299	'Lorem ipsum dolor sit amet, \	CODE
LOW⚡	docs/json.md	299	'Lorem ipsum dolor sit amet, \	CODE
LOW⚡	docs/json.md	306	'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'	CODE
LOW⚡	docs/json.md	306	'Lorem ipsum dolor sit amet, consectetur adipiscing elit.'	CODE
LOW	docs/nextjs.md	1213	res.status(200).json({ name:'John Doe' })	CODE
LOW	docs/nextjs.md	1232	res.status(200).json({ name:'John Doe' })	CODE
LOW	docs/electron.md	37	"author": "Jane Doe",	CODE
LOW	docs/laravel.md	778	Form::password('password', array('placeholder' => 'Password'));	CODE
LOW	docs/nix.md	780	email_result = emailValidator "user@example.com";	CODE
LOW	docs/quickreference.md	150	"placeholder": "搜索备忘清单",	CODE
LOW	docs/vue2.md	608	author: 'Jane Doe',	CODE
LOW	docs/fastapi.md	587	"full_name": "John Doe",	CODE
LOW	docs/flask.md	155	print(url_for('profile', username='John Doe'))	CODE

Decorative Section Separators4 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	docs/sdkman.md	314	# ---------------------------	COMMENT
MEDIUM⚡	docs/sdkman.md	317	# --------------------------	COMMENT
MEDIUM⚡	docs/sdkman.md	323	# --------------------------	COMMENT
MEDIUM⚡	docs/sdkman.md	329	# ---------------------------	COMMENT

Excessive Try-Catch Wrapping5 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/dart.md	821	print('Error: $e'); // 先处理异常	CODE
LOW	docs/flask.md	200	except Exception as e:	CODE
LOW	docs/flask.md	217	except Exception as e:	CODE
MEDIUM	docs/flask.md	197	def getImg():	CODE
MEDIUM	docs/flask.md	214	def getvideo():	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/grok-cli.md	180	"apiKey": "your_api_key",	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/fastapi.md	492	def query_or_cookie_extractor(	CODE