AI Slop Code Risk Monitor

jackfrued/Python-100-Days

Name: jackfrued/Python-100-Days — Jupyter Notebook 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).

Python - 100天从新手到大师

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jackfrued/Python-100-Days, a Jupyter Notebook project with 187,603 GitHub stars. SynthScan examined 94,019 lines of code across 213 source files, recording 30 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-07-29

Last Push

187.6K

Stars

Jupyter Notebook

Language

94.0K

Lines of Code

213

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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 30 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 0MEDIUM 0LOW 30

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 30 distinct pattern matches across 5 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.

Unused Imports10 hits · 10 pts

Severity	File	Line	Context
LOW	Day31-35/code/example19.py	21	CODE
LOW	Day31-35/code/example08.py	9	CODE
LOW	Day31-35/code/example08.py	11	CODE
LOW	Day31-35/code/example08.py	12	CODE
LOW	Day31-35/code/example06.py	21	CODE
LOW	Day31-35/code/example15.py	5	CODE
LOW	Day31-35/code/example05.py	6	CODE
LOW	Day31-35/code/example05.py	7	CODE
LOW	Day31-35/code/example05.py	8	CODE
LOW	…ython程序员如何写代码/code/Python/opencourse/part04/example.py	1	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	Day31-35/34-35.玩转Linux操作系统.md	781	root ALL=(ALL) ALL	COMMENT
LOW	Day31-35/code/example19.py	21	from threading import Thread	COMMENT
LOW	Day31-35/code/example08.py	41	# str1 = '我爱你们！'	COMMENT
LOW	Day81-90/89.自然语言处理入门.md	201	# 用正则表达式对评论文本进行简单处理	COMMENT
LOW	Day46-60/54.RESTful架构和DRF入门.md	41		COMMENT
LOW	Day46-60/54.RESTful架构和DRF入门.md	61	# 'rest_framework.parsers.MultiPartParser',	COMMENT
LOW	番外篇/使用Hexo搭建自己的博客.md	181		COMMENT
LOW	Day91-100/95.使用Django开发商业项目.md	1101	# 配置默认页面大小	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	Day46-60/52.中间件的应用.md	93	def process_template_response(self, request, response):	CODE
LOW	Day91-100/95.使用Django开发商业项目.md	687	def process_template_response(request, response):	CODE
LOW	公开课/年薪50W+的Python程序员如何写代码/年薪50W+的Python程序员如何写代码.md	195	static class RequestHandler implements HttpHandler {	CODE
LOW	公开课/年薪50W+的Python程序员如何写代码/年薪50W+的Python程序员如何写代码.md	215	class RequestHandler(SimpleHTTPRequestHandler):	CODE
LOW	…hon程序员如何写代码/code/Python/opencourse/part01/example05.py	4	class RequestHandler(SimpleHTTPRequestHandler):	CODE
LOW	…ode/Java/opencourse/src/org/mobiletrain/Example05.java	19	static class RequestHandler implements HttpHandler {	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	Day31-35/code/example02.py	65	CODE
LOW	Day36-45/code/contact/main.py	125	CODE
LOW	Day36-45/code/contact/main.py	159	CODE
LOW	Day36-45/code/contact/main.py	173	CODE
LOW	公开课/第06次公开课-算法入门系列2-在水一方/code/example03.py	38	CODE

Structural Annotation Overuse1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	Day91-100/92.Docker容器技术详解.md	854	redis-master_1 \| 1:M 05 Dec 2019 11:57:26.831 # WARNING: The TCP backlog setting of 511 cannot be enforced because /	CODE