AI Slop Code Risk Monitor

laradock/laradock

Name: laradock/laradock — 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).

Full PHP development environment for Docker. Run Laravel, Symfony, CodeIgniter, Phalcon, WordPress, Drupal, Magento, Moodle, or any PHP project with 70+ pre-configured services: Nginx, Apache, PHP-FPM, MySQL, PostgreSQL, MongoDB, Redis, Elasticsearch & more.

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for laradock/laradock, a Dockerfile project with 12,676 GitHub stars. SynthScan examined 91,768 lines of code across 523 source files, recording 29 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

12.7K

Stars

Dockerfile

Language

91.8K

Lines of Code

523

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 29 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 3.0/100 · LOW

Which changes need focused human review? 29 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 13LOW 16

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 29 distinct pattern matches across 4 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.

Modern AI Meta-Vocabulary11 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/docs/supported-php-projects/cms/statamic-on-docker.md	127	php please make:collection blog # scaffold a collection	CODE
MEDIUM	…/docs/supported-php-projects/cms/statamic-on-docker.md	128	php please make:blueprint post # scaffold a blueprint	CODE
MEDIUM	…ocs/supported-php-projects/frameworks/yii-on-docker.md	191	Then open [http://localhost/gii](http://localhost/gii) to scaffold models, CRUD controllers and forms.	CODE
MEDIUM	…upported-php-projects/frameworks/leaf-php-on-docker.md	20	[Leaf](https://leafphp.dev) is a modern, lightweight PHP framework built for simplicity and speed, in the same spirit as	CODE
MEDIUM	…upported-php-projects/frameworks/ubiquity-on-docker.md	20	[Ubiquity](https://github.com/phpMv/ubiquity) is a PHP MVC framework built around speed and a heavy code-generation devt	CODE
MEDIUM	…orted-php-projects/frameworks/codeigniter-on-docker.md	155	php spark make:controller Blog # scaffold a controller (also make:model, make:migration, ...)	CODE
MEDIUM	…supported-php-projects/frameworks/symfony-on-docker.md	114	composer require webapp # full-stack extras, skip for an API/microservice	CODE
MEDIUM	…supported-php-projects/frameworks/symfony-on-docker.md	333	php bin/console make:controller # MakerBundle scaffolding (composer require --dev maker)	CODE
MEDIUM	DOCUMENTATION/docs/services/ai-ml/litellm.md	19	[LiteLLM](https://litellm.ai) is an LLM proxy/gateway exposing one OpenAI-compatible endpoint that routes to any provide	CODE
MEDIUM	DOCUMENTATION/docs/services/ai-ml/n8n.md	19	[n8n](https://n8n.io) is a workflow-automation platform with first-class AI/agent nodes. Build agentic flows visually in	CODE
MEDIUM	DOCUMENTATION/static/llms.txt	47	- [n8n](https://laradock.io/docs/services/n8n): Run n8n in Laradock, a workflow-automation platform with first-class AI/	CODE

Over-Commented Block15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.multi-php.yml	1	# Run multiple PHP versions side by side. OPT-IN: changes nothing by default.	COMMENT
LOW	workspace/git-prompt.sh	1	# shellcheck shell=bash	COMMENT
LOW	postgres/docker-entrypoint-initdb.d/init_keycloak_db.sh	1	#!/bin/bash	COMMENT
LOW	postgres/docker-entrypoint-initdb.d/init_keycloak_db.sh	21	# EOSQL	COMMENT
LOW	…tgres/docker-entrypoint-initdb.d/init_confluence_db.sh	1	#!/bin/bash	COMMENT
LOW	…tgres/docker-entrypoint-initdb.d/init_confluence_db.sh	21	# EOSQL	COMMENT
LOW	…stgres/docker-entrypoint-initdb.d/init_sonarqube_db.sh	1	#!/bin/bash	COMMENT
LOW	…stgres/docker-entrypoint-initdb.d/init_sonarqube_db.sh	21	# EOSQL	COMMENT
LOW	postgres/docker-entrypoint-initdb.d/init_gitlab_db.sh	1	#!/bin/bash	COMMENT
LOW	postgres/docker-entrypoint-initdb.d/init_gitlab_db.sh	21	# EOSQL	COMMENT
LOW	production/smoke-test-k8s.sh	1	#!/usr/bin/env bash	COMMENT
LOW	production/kubernetes.yaml	1	# Laradock — Kubernetes reference manifests (a STARTING POINT, not a distro).	COMMENT
LOW	production/smoke-test.sh	1	#!/usr/bin/env bash	COMMENT
LOW	production/providers/heroku.yml	1	# Laradock on Heroku (container stack) — copy to `heroku.yml` at your root.	COMMENT
LOW	multi-php/compose.yml	1	# Alternate-version PHP services. Each inherits the REAL php-fpm / workspace	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	workspace/aliases.sh	122	# Create a new directory and enter it	COMMENT
MEDIUM	apache2/startup.sh	4	# Create a development certificate only when both files are absent.	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	clickhouse/config.xml	20	Regexps are not aligned: don't forget to add ^ and $. Also don't forget to escape dot (.) metacharacter	CODE