AI Slop Code RIsk Monitor

Shopify/liquid

Liquid markup language. Safe, customer facing template language for flexible web apps.

4.4 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Shopify/liquid, a Ruby project with 11,904 GitHub stars. SynthScan examined 22,653 lines of code across 166 source files, recording 93 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.4 (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.

4.4
Adjusted Signal
4.4
Raw Pattern Score
100%
Time Factor
2026-09-24
Last Push
11.9K
Stars
Ruby
Language
22.7K
Lines of Code
166
Files
93
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 15.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 75 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 19.3/100 · LOW

Which changes need focused human review? 93 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 2LOW 91

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 93 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.

Over-Commented Block61 hits · 58 pts
SeverityFileLineSnippetContext
LOW.rubocop_todo.yml1# This configuration was generated byCOMMENT
LOWtest/unit/condition_unit_test.rb201 #COMMENT
LOWlib/liquid.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/drop.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/profiler.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/profiler.rb21 # inside of <tt>{% include %}</tt> tags.COMMENT
LOWlib/liquid/file_system.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/file_system.rb21 endCOMMENT
LOWlib/liquid/template.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/template.rb121 endCOMMENT
LOWlib/liquid/environment.rb21COMMENT
LOWlib/liquid/variable.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/context.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tablerowloop_drop.rb21 # @liquid_return [number]COMMENT
LOWlib/liquid/tablerowloop_drop.rb61 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb61 # @liquid_syntax variable | sizeCOMMENT
LOWlib/liquid/standardfilters.rb81 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb101 # @liquid_type filterCOMMENT
LOWlib/liquid/standardfilters.rb121 endCOMMENT
LOWlib/liquid/standardfilters.rb141 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb181 # @liquid_type filterCOMMENT
LOWlib/liquid/standardfilters.rb261 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb321 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb341COMMENT
LOWlib/liquid/standardfilters.rb381 # @liquid_public_docsCOMMENT
LOWlib/liquid/standardfilters.rb461 # @liquid_type filterCOMMENT
LOWlib/liquid/standardfilters.rb481 # @liquid_return [boolean]COMMENT
LOWlib/liquid/standardfilters.rb501 # @liquid_category arrayCOMMENT
LOWlib/liquid/standardfilters.rb541 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb601 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb661 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb681 # @liquid_type filterCOMMENT
LOWlib/liquid/standardfilters.rb721 string + inputCOMMENT
LOWlib/liquid/standardfilters.rb741 # @liquid_descriptionCOMMENT
LOWlib/liquid/standardfilters.rb761 # %U - Week number of the current year,COMMENT
LOWlib/liquid/standardfilters.rb781COMMENT
LOWlib/liquid/standardfilters.rb801 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb821 endCOMMENT
LOWlib/liquid/standardfilters.rb841 def minus(input, operand)COMMENT
LOWlib/liquid/standardfilters.rb901 # @liquid_summaryCOMMENT
LOWlib/liquid/standardfilters.rb941 # @liquid_category mathCOMMENT
LOWlib/liquid/standardfilters.rb961 # - [`false`](/docs/api/liquid/basics#truthy-and-falsy)COMMENT
LOWlib/liquid/forloop_drop.rb21 # @liquid_return [number]COMMENT
LOWlib/liquid/self_drop.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/table_row.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/echo.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/if.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/break.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/for.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/assign.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/doc.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/case.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/include.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/capture.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/decrement.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/unless.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/increment.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/comment.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/raw.rb1# frozen_string_literal: trueCOMMENT
LOWlib/liquid/tags/render.rb1# frozen_string_literal: trueCOMMENT
1 more matches not shown…
Fake / Example Data18 hits · 23 pts
SeverityFileLineSnippetContext
LOWperformance/shopify/vision.database.yml556 <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore CODE
LOWperformance/shopify/vision.database.yml556 <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore CODE
LOWperformance/shopify/vision.database.yml593 <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore CODE
LOWperformance/shopify/vision.database.yml593 <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore CODE
LOW⚡performance/shopify/vision.database.yml858 content: <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOW⚡performance/shopify/vision.database.yml858 content: <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOW⚡performance/shopify/vision.database.yml867 content: <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOW⚡performance/shopify/vision.database.yml867 content: <p>Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et CODE
LOW⚡performance/shopify/vision.database.yml884 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOW⚡performance/shopify/vision.database.yml884 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOWperformance/shopify/vision.database.yml896 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOWperformance/shopify/vision.database.yml896 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOWperformance/shopify/vision.database.yml920 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOWperformance/shopify/vision.database.yml920 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOW⚡performance/shopify/vision.database.yml937 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOW⚡performance/shopify/vision.database.yml937 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOW⚡performance/shopify/vision.database.yml943 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
LOW⚡performance/shopify/vision.database.yml943 content: Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore etCODE
Hyper-Verbose Identifiers11 hits · 11 pts
SeverityFileLineSnippetContext
LOWtest/test_helper.rb58 def assert_match_syntax_error(match, template, error_mode: nil)CODE
LOWtest/unit/condition_unit_test.rb382 def assert_evaluates_argument_error(left, op, right)CODE
LOWlib/liquid/parser_switching.rb13 def strict_parse_with_error_mode_fallback(markup)CODE
LOWlib/liquid/parser_switching.rb32 def parse_with_selected_parser(markup)CODE
LOWlib/liquid/parser_switching.rb66 def strict_parse_with_error_context(markup)CODE
LOWlib/liquid/tokenizer.rb156 def next_tag_token_with_start(start)CODE
LOWlib/liquid/variable.rb140 def lax_parse_filter_expressions(filter_name, unparsed_args)CODE
LOWlib/liquid/variable.rb196 def evaluate_filter_expressions(context, filter_args, filter_kwargs)CODE
LOWlib/liquid/context.rb271 def try_variable_find_in_environments(key, raise_on_not_found:)CODE
LOWlib/liquid/block_body.rb266 def raise_missing_tag_terminator(token, parse_context)CODE
LOWlib/liquid/block_body.rb271 def raise_missing_variable_terminator(token, parse_context)CODE
Slop Phrases3 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMlib/liquid/tags/echo.rb12 # bracket method, you can use the `echo` tag inside [`liquid` tags](/docs/api/liquid/tags/liquid).COMMENT
MEDIUMlib/liquid/tags/unless.rb14 # > Similar to the [`if` tag](/docs/api/liquid/tags/if), you can use `elsif` to add more conditions to an `unless` tCOMMENT
LOW⚡performance/shopify/vision.database.yml879 content: <p><strong>Welcome to your Shopify store! The jaded Pixel crew is really glad you decided to take ShopiCODE