AI Slop Code Risk Monitor

Fechin/reference

Name: Fechin/reference — EJS 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).

⭕ Share quick reference cheat sheet for developers.

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Fechin/reference, a EJS project with 10,949 GitHub stars. SynthScan examined 107,208 lines of code across 275 source files, recording 43 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

10.9K

Stars

EJS

Language

107.2K

Lines of Code

275

Files

Pattern Hits

2026-10-31

Scan Date

0.02

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 24 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

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

PR Review Velocity Impact 4.3/100 · 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 3HIGH 2MEDIUM 7LOW 31

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 10 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 Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	source/_posts/django.md	928	from django.core.exceptions import ValidationError	CODE
CRITICAL	source/_posts/django.md	1213	from django.core.exceptions import ValidationError	CODE
CRITICAL	source/_posts/django.md	1319	from django.core.exceptions import ValidationError	CODE

Structural Annotation Overuse11 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	source/_posts/django.md	1565	#### Step 1: Install Celery Using pip	COMMENT
LOW	source/_posts/django.md	1588	#### Step 3: Import the Celery App to Django	COMMENT
LOW	source/_posts/django.md	1600	#### Step 4: Download and Run Redis as a Celery ‘broker’	COMMENT
LOW	source/_posts/django.md	1614	#### Step 5: Add Redis as a Dependency in the Django Project:	COMMENT
LOW	source/_posts/django.md	1620	#### Step 6: Celery Stuff Configure to the Django Settings File	COMMENT
LOW	source/_posts/django.md	1677	#### Step 1: Add tasks.py File to Your Django App.	COMMENT
LOW	source/_posts/django.md	1704	#### Step 2: Assign Task to the Celery.	COMMENT
LOW⚡	source/_posts/django.md	1756	#### Step 1: Install Supervisor on Ubuntu Server	COMMENT
LOW⚡	source/_posts/django.md	1762	#### Step 2: Add .conf File in Supervisor	COMMENT
LOW⚡	source/_posts/django.md	1770	#### Step 3: Add some Configure in app_name.conf	COMMENT
LOW	source/_posts/django.md	1811	#### Step 4: Inform Configuration to the Server	COMMENT

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	source/_posts/python.md	179	Lorem ipsum dolor sit amet,	CODE
LOW	source/_posts/python.md	179	Lorem ipsum dolor sit amet,	CODE
LOW	source/_posts/javascript.md	217	name: 'John Doe',	CODE
LOW	source/_posts/javascript.md	592	const [name, age] = ['John Doe', 8];	CODE
LOW	source/_posts/javascript.md	1093	name: 'John Doe',	CODE
LOW	source/_posts/django.md	1254	widget=forms.TextInput(attrs={'class': 'form-control', 'placeholder': 'Email'}), label='Email')	CODE
LOW	source/_posts/django.md	1256	widget=forms.PasswordInput(attrs={'class': 'form-control', 'placeholder': 'Password'}),label='Password')	CODE
LOW	source/_posts/django.md	1299	attrs={'class': 'form-control', 'placeholder': 'Password'}))	CODE
LOW	source/_posts/django.md	1302	attrs={'class': 'form-control', 'placeholder': 'Re-Enter Password'}))	CODE
LOW	source/_posts/django.md	1483	from_email = "test@test.com",	CODE

Excessive Try-Catch Wrapping5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	source/_posts/python.md	1118	except Exception as e:	CODE
MEDIUM	source/_posts/python.md	1119	return print(f"Error : {e}")	CODE
MEDIUM	source/_posts/python.md	1115	def wrapper(args, *kwargs):	CODE
MEDIUM	source/_posts/lua.md	376	print("Error loading file.")	CODE
MEDIUM	source/_posts/dart.md	503	print('Error: $e'); // Handle the exception first.	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	source/_posts/grok-cli.md	117	# AI-generated git commit and push	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	source/_posts/pytorch.md	161	# CTCLoss, NLLLoss, PoissonNLLLoss,	COMMENT
LOW	source/_posts/javascript.md	781	}	COMMENT
LOW	source/_posts/ruby.md	381	\| `first` \| `(1..5).first` => `1` \|	COMMENT
LOW	source/_posts/ruby.md	701		COMMENT
LOW	source/_posts/ruby.md	1661		COMMENT
LOW	source/_posts/ruby.md	1681	# output	COMMENT
LOW	source/_posts/ruby.md	2121	```ruby	COMMENT

Modern AI Meta-Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	source/_posts/claude-code.md	14	[Claude Code](https://code.claude.com) is an agentic AI coding tool by Anthropic — reads your codebase, edits files, r	CODE
MEDIUM	source/_posts/antigravity-cli.md	16	[Antigravity CLI (agy)](https://antigravity.google/docs/cli) is Google's AI-first terminal development assistant and a	CODE
MEDIUM	source/_posts/cursor-cli.md	14	[Cursor CLI](https://cursor.com/docs/cli/overview) (`agent`) is the terminal interface for Cursor's AI coding agent —	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	source/_posts/grok-cli.md	183	"apiKey": "your_api_key",	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	_config.yml	96	## Set per_page to 0 to disable pagination	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	themes/coo/scripts/markdown_plugin.js	164	function closeSectionsToCurrentNesting(nesting) {	CODE