2.5

Adjusted Signal

2.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.1K

Stars

PHP

Language

39.8K

Lines of Code

1.6K

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 10.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 11.6/100 · LOW

Which changes need focused human review? 72 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 59

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 72 distinct pattern matches across 8 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 Block52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	rust/mq-bridge/Cargo.toml	1	# the-benchmarker/web-frameworks entry for mq-bridge (Rust).	COMMENT
LOW	rust/mq-bridge/src/main.rs	1	//! the-benchmarker/web-frameworks server for mq-bridge (Rust).	COMMENT
LOW	rust/reinhardt-web/settings/local.toml	1	# Local Development Settings for server	COMMENT
LOW	rust/reinhardt-web/settings/staging.toml	1	# Staging Environment Settings for server	COMMENT
LOW	rust/reinhardt-web/settings/staging.toml	21	# [core.security]	COMMENT
LOW	rust/reinhardt-web/settings/production.toml	1	# Production Environment Settings for server	COMMENT
LOW	rust/reinhardt-web/settings/production.toml	21	# [core.security]	COMMENT
LOW	rust/reinhardt-web/src/apps.rs	1	//! Application registry for server	COMMENT
LOW	rust/reinhardt-web/src/bin/manage.rs	1	//! Reinhardt Project Management CLI for server	COMMENT
LOW	rust/reinhardt-web/src/config/settings.rs	1	//! Settings module for server	COMMENT
LOW	rust/reinhardt-web/src/config/settings.rs	21	//! ## Environment Selection	COMMENT
LOW	rust/reinhardt-web/src/config/settings.rs	41	//! `pool_size = "${DB_POOL_SIZE:-10}"` resolves directly to the field's	COMMENT
LOW	rust/reinhardt-web/src/config/settings.rs	61	/// use server::config::settings::get_settings;	COMMENT
LOW	rust/reinhardt-web/src/apps/benchmark/services.rs	1	//! Service functions for benchmark.	COMMENT
LOW	rust/salvo/src/main.rs	21	// let mut server = Server::new(acceptor);	COMMENT
LOW	java/light-4j/src/main/resources/config/server.yml	41	# Dynamic port is used in situation that multiple services will be deployed on the same host and normally	COMMENT
LOW	java/light-4j/src/main/resources/config/handler.yml	1	--- #----------------------------------------	COMMENT
LOW	java/light-4j/src/main/resources/config/handler.yml	21	# -- format: fully qualified handler class name@optional:given name	COMMENT
LOW	java/light-4j/src/main/resources/config/handler.yml	41	# Light-framework cross-cutting concerns implemented in the microservice	COMMENT
LOW	java/light-4j/src/main/resources/config/handler.yml	61	# - com.networknt.metrics.prometheus.PrometheusGetHandler@getprometheus	COMMENT
LOW	php/codeigniter4/app/Config/Logger.php	141	// 'handles' => ['critical', 'alert', 'emergency', 'debug', 'error', 'info', 'notice', 'warning'],	COMMENT
LOW	php/codeigniter4/app/Config/UserAgents.php	121	*/	COMMENT
LOW	php/codeigniter4/app/Config/Database.php	61	// 'DBPrefix' => '',	COMMENT
LOW	php/codeigniter4/app/Config/Database.php	81	// 'hostname' => 'localhost',	COMMENT
LOW	php/codeigniter4/app/Config/Database.php	101	// /**	COMMENT
LOW	php/codeigniter4/app/Config/Database.php	121	// 'port' => 1433,	COMMENT
LOW	php/codeigniter4/app/Config/Database.php	141	// 'DSN' => 'localhost:1521/XEPDB1',	COMMENT
LOW	php/codeigniter4/app/Config/Validation.php	41	// --------------------------------------------------------------------	COMMENT
LOW	php/laminas/config/application.config.php	41	'module_map_cache_enabled' => true,	COMMENT
LOW	php/mezzio/config/pipeline.php	21		COMMENT
LOW	php/mezzio/config/pipeline.php	41	// i.e., path of "/api/member/profile" only passes "/member/profile" to $apiMiddleware	COMMENT
LOW	php/mezzio/config/pipeline.php	61	$app->pipe(UrlHelperMiddleware::class);	COMMENT
LOW	php/fastsitephp/public/index.php	1	<?php	COMMENT
LOW	.tasks/latency_rate.rb	1	# frozen_string_literal: true	COMMENT
LOW	.tasks/saturation.rb	1	# Measurement-validity probe.	COMMENT
LOW	objc/criollo/server_objc_criollo/main.m	1	//	COMMENT
LOW	ruby/rails-api/config/application.rb	21	# Please, add to the `ignore` list any other `lib` subdirectories that do	COMMENT
LOW	ruby/rails-api/config/locales/en.yml	1	# Files in the config/locales directory are used for internationalization and	COMMENT
LOW	ruby/rails-api/config/locales/en.yml	21	#	COMMENT
LOW	ruby/rails-api/config/environments/production.rb	21	# config.require_master_key = true	COMMENT
LOW	ruby/rails-api/config/environments/production.rb	61	# Use a real queuing backend for Active Job (and separate queues per environment).	COMMENT
LOW	ruby/rails-api/config/environments/production.rb	81	# /.*\.example\.com/ # Allow requests from subdomains like `www.example.com`	COMMENT
LOW	ruby/rails/config/application.rb	21	module Benchmark	COMMENT
LOW	ruby/rails/config/locales/en.yml	1	# Files in the config/locales directory are used for internationalization and	COMMENT
LOW	ruby/rails/config/locales/en.yml	21	#	COMMENT
LOW	ruby/rails/config/environments/production.rb	21	# config.require_master_key = true	COMMENT
LOW	ruby/rails/config/environments/production.rb	61	# Use a real queuing backend for Active Job (and separate queues per environment).	COMMENT
LOW	ruby/rails/config/environments/production.rb	81	# /.*\.example\.com/ # Allow requests from subdomains like `www.example.com`	COMMENT
LOW	ruby/rails/config/environments/test.rb	1	require "active_support/core_ext/integer/time"	COMMENT
LOW	…y/rails/config/initializers/content_security_policy.rb	1	# Be sure to restart your server when you modify this file.	COMMENT
LOW	…y/rails/config/initializers/content_security_policy.rb	21	# config.content_security_policy_nonce_directives = %w(script-src style-src)	COMMENT
LOW	ruby/rails/config/initializers/inflections.rb	1	# Be sure to restart your server when you modify this file.	COMMENT

Modern AI Meta-Vocabulary4 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	java/light-4j/src/main/resources/config/server.yml	38	# dyanmicPort should be enabled if any orchestration tool is used like Kubernetes.	COMMENT
MEDIUM⚡	java/light-4j/src/main/resources/config/handler.yml	19	# handlers -- list of handlers to be used across chains in this microservice	COMMENT
MEDIUM⚡	java/light-4j/src/main/resources/config/handler.yml	25	# paths -- list all the paths to be used for routing within the microservice	COMMENT
MEDIUM	java/light-4j/src/main/resources/config/handler.yml	41	# Light-framework cross-cutting concerns implemented in the microservice	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	rust/reinhardt-web/settings/base.toml	3	# This file contains the base configuration that is common across all environments.	COMMENT
MEDIUM	julia/merly/Manifest.toml	1	# This file is machine-generated - editing it directly is not advised	COMMENT
MEDIUM	c/cwist/config.yaml	2	# This file is maintained here and mirrored into the benchmark repository as	COMMENT
MEDIUM	…y/rails/config/initializers/content_security_policy.rb	3	# Define an application-wide content security policy.	COMMENT

Decorative Section Separators3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	java/light-4j/src/main/resources/config/handler.yml	1	--- #----------------------------------------	CODE
MEDIUM⚡	java/light-4j/src/main/resources/config/handler.yml	14	#------------------------------------------------------------------------------	COMMENT
MEDIUM	java/light-4j/src/main/resources/config/handler.yml	39	#------------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	run.sh	12	ZRK_MIN=2.4.0 # --closed needs 2.2.0; 2.4.x is what the harness was validated on and	CODE
MEDIUM	rust/hyperlane/Cargo.toml	9	description = """A lightweight, high-performance, and cross-platform Rust HTTP server library built on Tokio. It simplif	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	python/masonite/app/controllers/UserController.py	3	CODE
LOW	python/masonite/config/session.py	1	CODE
LOW	python/mq-bridge-py/server.py	20	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ruby/rails-api/config/environments/production.rb	68	# Set this to true and configure the email server for immediate delivery to raise delivery errors.	COMMENT
LOW	ruby/rails/config/environments/production.rb	68	# Set this to true and configure the email server for immediate delivery to raise delivery errors.	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	php/codeigniter4/app/Config/Session.php	69	* WARNING: If you're using the database driver, don't forget to update	COMMENT
LOW	php/codeigniter4/public/index.php	9	$minPhpVersion = '8.1'; // If you update this, don't forget to update `spark`.	CODE

the-benchmarker/web-frameworks

Open-Source Code Quality, Security and Technical Debt Review