AI Slop Code RIsk Monitor

carrierwaveuploader/carrierwave

Classier solution for file uploads for Rails, Sinatra and other Ruby web frameworks

6.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for carrierwaveuploader/carrierwave, a Ruby project with 8,769 GitHub stars. SynthScan examined 22,266 lines of code across 106 source files, recording 127 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 6.4 (Moderate 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.

6.4
Adjusted Signal
6.4
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
8.8K
Stars
Ruby
Language
22.3K
Lines of Code
106
Files
127
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 26.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 122 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 26.5/100 · MEDIUM

Which changes need focused human review? 127 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 5LOW 122

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 127 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 Block105 hits · 105 pts
SeverityFileLineSnippetContext
LOWlib/carrierwave/mount.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/mount.rb21 @uploaders ||= superclass.respond_to?(:uploaders) ? superclass.uploaders.dup : {}COMMENT
LOWlib/carrierwave/mount.rb41 if uploader_options[column].has_key?(option)COMMENT
LOWlib/carrierwave/mount.rb61 #COMMENT
LOWlib/carrierwave/mount.rb81 #COMMENT
LOWlib/carrierwave/mount.rb101 #COMMENT
LOWlib/carrierwave/mount.rb121 # class DataCOMMENT
LOWlib/carrierwave/mount.rb201 # PostgreSQL JSON column. You can assign and retrieve files like this:COMMENT
LOWlib/carrierwave/mount.rb221 # [images] Returns an array of uploaders for each uploaded fileCOMMENT
LOWlib/carrierwave/mount.rb241 # [image_download_errors] Returns error objects of files which failed to be downloadedCOMMENT
LOWlib/carrierwave/mount.rb261 # Mounting uploaders on different columns.COMMENT
LOWlib/carrierwave/sanitized_file.rb81 # Returns the full path to the file. If the file has no path, it will return nil.COMMENT
LOWlib/carrierwave/sanitized_file.rb181 # Helper to move file to new path.COMMENT
LOWlib/carrierwave/sanitized_file.rb261 #COMMENT
LOWlib/carrierwave/uploader.rb21COMMENT
LOWlib/carrierwave/compatibility/paperclip.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/compatibility/paperclip.rb21 #COMMENT
LOWlib/carrierwave/uploader/dimension.rb21 # def width_rangeCOMMENT
LOWlib/carrierwave/uploader/processing.rb21 # or a list of such methods, or a hash where the key is a method and the value isCOMMENT
LOWlib/carrierwave/uploader/processing.rb41 #COMMENT
LOWlib/carrierwave/uploader/mountable.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/uploader/mountable.rb21 #COMMENT
LOWlib/carrierwave/uploader/versions.rb41 def self.enable_processing(value=nil)COMMENT
LOWlib/carrierwave/uploader/versions.rb141 # === ExamplesCOMMENT
LOWlib/carrierwave/uploader/versions.rb201 @versionsCOMMENT
LOWlib/carrierwave/uploader/versions.rb261 ##COMMENT
LOWlib/carrierwave/uploader/direct_upload.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/uploader/extension_denylist.rb21 #COMMENT
LOWlib/carrierwave/uploader/content_type_denylist.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/uploader/extension_allowlist.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/uploader/extension_allowlist.rb21 #COMMENT
LOWlib/carrierwave/uploader/cache.rb61 #COMMENT
LOWlib/carrierwave/uploader/cache.rb101 #COMMENT
LOWlib/carrierwave/uploader/cache.rb121 #COMMENT
LOWlib/carrierwave/uploader/cache.rb181 #COMMENT
LOWlib/carrierwave/uploader/cache.rb201 self.cache_id, self.original_filename = cache_name.to_s.split('/', 2)COMMENT
LOWlib/carrierwave/uploader/proxy.rb41 ##COMMENT
LOWlib/carrierwave/uploader/proxy.rb61 def temporary_identifierCOMMENT
LOWlib/carrierwave/uploader/proxy.rb81 # [Integer] size of the fileCOMMENT
LOWlib/carrierwave/uploader/metadata.rb1require "active_support/core_ext/hash/keys"COMMENT
LOWlib/carrierwave/uploader/configuration.rb61COMMENT
LOWlib/carrierwave/uploader/configuration.rb101COMMENT
LOWlib/carrierwave/uploader/content_type_allowlist.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/uploader/store.rb41 # loaded correctly.COMMENT
LOWlib/carrierwave/uploader/store.rb61COMMENT
LOWlib/carrierwave/uploader/store.rb121 # for the identifierCOMMENT
LOWlib/carrierwave/processing/vips.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/processing/vips.rb21 # process :resize_to_fit => [200, 200]COMMENT
LOWlib/carrierwave/processing/vips.rb41 # endCOMMENT
LOWlib/carrierwave/processing/vips.rb81COMMENT
LOWlib/carrierwave/processing/vips.rb101 vips! do |builder|COMMENT
LOWlib/carrierwave/processing/vips.rb121 width, height = resolve_dimensions(width, height)COMMENT
LOWlib/carrierwave/processing/vips.rb141 width, height = resolve_dimensions(width, height)COMMENT
LOWlib/carrierwave/processing/vips.rb161 width, height = resolve_dimensions(width, height)COMMENT
LOWlib/carrierwave/processing/vips.rb181 # [background (List, nil)] the color of the background as a RGB, like [0, 255, 255], nil indicates transparentCOMMENT
LOWlib/carrierwave/processing/vips.rb221 # === ReturnsCOMMENT
LOWlib/carrierwave/processing/vips.rb241 # method will build a "convert" vips command and execute it on theCOMMENT
LOWlib/carrierwave/processing/rmagick.rb1module CarrierWaveCOMMENT
LOWlib/carrierwave/processing/rmagick.rb21 # process :resize_to_fit => [200, 200]COMMENT
LOWlib/carrierwave/processing/rmagick.rb41 #COMMENT
45 more matches not shown…
Self-Referential Comments3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMspec/uploader/versions_spec.rb221 # Create a fresh uploader class with a conditional versionCOMMENT
MEDIUMlib/carrierwave/compatibility/paperclip.rb20 # This file contains code taken from PaperclipCOMMENT
MEDIUMlib/carrierwave/uploader/versions.rb39 # Define the enable_processing method for versions so they get theCOMMENT
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOW⚡spec/spec_helper.rb82 def change_locale_and_store_translations(locale, translations, &block)CODE
LOWspec/spec_helper.rb97 def change_and_enforce_available_locales(locale, available_locales, &block)CODE
LOWlib/carrierwave/sanitized_file.rb328 def first_declared_content_type(content_type)CODE
LOWlib/carrierwave/compatibility/paperclip.rb98 def interpolate_paperclip_path(path)CODE
LOWlib/carrierwave/uploader/store.rb197 def show_warning_when_filename_is_unavailable(_)CODE
LOWlib/carrierwave/test/matchers.rb98 def have_directory_permissions(expected)CODE
LOWlib/carrierwave/processing/rmagick.rb102 def resize_to_geometry_string(geometry_string)CODE
LOWlib/carrierwave/processing/rmagick.rb256 def resize_to_geometry_string(geometry_string)CODE
Fake / Example Data5 hits · 8 pts
SeverityFileLineSnippetContext
LOW⚡spec/spec_helper.rb53 def stub_tempfile(filename, mime_type=nil, fake_name=nil)CODE
LOW⚡spec/spec_helper.rb58 allow(tempfile).to receive_messages(:original_filename => fake_name || filename,CODE
LOW⚡spec/spec_helper.rb65 def stub_stringio(filename, mime_type=nil, fake_name=nil)CODE
LOW⚡spec/spec_helper.rb69 :original_filename => filename || fake_name,CODE
LOW⚡spec/spec_helper.rb74 def stub_file(filename, mime_type=nil, fake_name=nil)CODE
AI Slop Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMlib/carrierwave/sanitized_file.rb12 # It's probably needlessly comprehensive and complex. Help is appreciated.COMMENT
LOWlib/carrierwave/uploader/configuration.rb69 # If no argument is given, it will simply return the currently used storage engine.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMlib/carrierwave/uploader.rb35 # Once you have an uploader you can use it in isolation:COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWlib/carrierwave/storage/fog.rb369 # Check if the file exists on the remote serviceCOMMENT
LOWlib/carrierwave/storage/fog.rb379 # Write file to serviceCOMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlib/carrierwave/processing/mini_magick.rb269 # NOTE: This method exists mostly for backwards compatibility, you shouldCOMMENT