AI Slop Code RIsk Monitor

sidekiq/sidekiq

Simple, efficient background processing for Ruby

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for sidekiq/sidekiq, a Ruby project with 13,558 GitHub stars. SynthScan examined 33,954 lines of code across 264 source files, recording 105 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 4.2 (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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-09-29
Last Push
13.6K
Stars
Ruby
Language
34.0K
Lines of Code
264
Files
105
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 19.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 105 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 0.9/100 · LOW

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

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 105 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 16LOW 89

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 105 distinct pattern matches across 7 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 Block76 hits · 76 pts
SeverityFileLineSnippetContext
LOWmyapp/config/application.rb21 # Please, add to the `ignore` list any other `lib` subdirectories that doCOMMENT
LOWmyapp/config/puma.rb1# Puma can serve each request in a thread from an internal thread pool.COMMENT
LOWmyapp/config/puma.rb21#COMMENT
LOWmyapp/config/locales/en.yml1# Files in the config/locales directory are used for internationalizationCOMMENT
LOWmyapp/config/locales/en.yml21#COMMENT
LOWmyapp/config/environments/production.rb21 # config.require_master_key = trueCOMMENT
LOWmyapp/config/environments/production.rb61COMMENT
LOWmyapp/config/environments/test.rb1require "active_support/core_ext/integer/time"COMMENT
LOWmyapp/config/initializers/backtrace_silencers.rb1# Be sure to restart your server when you modify this file.COMMENT
LOWmyapp/config/initializers/wrap_parameters.rb1# Be sure to restart your server when you modify this file.COMMENT
LOWmyapp/config/initializers/content_security_policy.rb1# Be sure to restart your server when you modify this file.COMMENT
LOWmyapp/config/initializers/content_security_policy.rb21# config.content_security_policy_nonce_directives = %w(script-src style-src)COMMENT
LOWmyapp/config/initializers/secret_token.rb1# Be sure to restart your server when you modify this file.COMMENT
LOWmyapp/db/schema.rb1# This file is auto-generated from the current state of the database. InsteadCOMMENT
LOWmyapp/db/seeds.rb1# This file should contain all the record creation needed to seed the database with its default values.COMMENT
LOWexamples/config.yml1# Sample configuration file for Sidekiq.COMMENT
LOWlib/sidekiq.rb121 # within an arbitrary Ruby process. Notably it reduces concurrency byCOMMENT
LOWlib/sidekiq/manager.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/test_api.rb101 endCOMMENT
LOWlib/sidekiq/test_api.rb121 # {COMMENT
LOWlib/sidekiq/test_api.rb141 # "retry"=>true,COMMENT
LOWlib/sidekiq/test_api.rb161 # HardJob.perform_async(:something)COMMENT
LOWlib/sidekiq/test_api.rb201COMMENT
LOWlib/sidekiq/test_api.rb221 # require 'sidekiq/testing'COMMENT
LOWlib/sidekiq/test_api.rb241 #COMMENT
LOWlib/sidekiq/component.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/api.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/api.rb381 # :nodoc:COMMENT
LOWlib/sidekiq/api.rb1101 x ||= ""COMMENT
LOWlib/sidekiq/api.rb1241 #COMMENT
LOWlib/sidekiq/cli.rb181 #{w} `$$P,d$P' .,md$P"'COMMENT
LOWlib/sidekiq/scheduled.rb121 rescue => exCOMMENT
LOWlib/sidekiq/scheduled.rb141 # iteration could see each process sleep for 1 second, undercutting our average.COMMENT
LOWlib/sidekiq/scheduled.rb161COMMENT
LOWlib/sidekiq/processor.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/worker_compatibility_alias.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/job.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/job.rb21 # HardJob.perform_async(1, 2, 3)COMMENT
LOWlib/sidekiq/job.rb61 # Legal options:COMMENT
LOWlib/sidekiq/job.rb301COMMENT
LOWlib/sidekiq/job.rb321 # For finer-grained control, use `Sidekiq::Client.push_bulk` directly.COMMENT
LOWlib/sidekiq/job.rb361 ##COMMENT
LOWlib/sidekiq/sd_notify.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/sd_notify.rb21# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR INCOMMENT
LOWlib/sidekiq/sd_notify.rb121 # @param state [String]COMMENT
LOWlib/sidekiq/client.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/client.rb81 # args - an array of simple arguments to the perform method, must be JSON-serializableCOMMENT
LOWlib/sidekiq/client.rb121 # accepts either a single Numeric timestamp (or seconds-from-now) appliedCOMMENT
LOWlib/sidekiq/client.rb181 payloads.map { |payload| payload&.[]("jid") }COMMENT
LOWlib/sidekiq/job_retry.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/job_retry.rb21 # 5. After 6 months on the DJQ, Sidekiq will discard the job.COMMENT
LOWlib/sidekiq/job_retry.rb41 # * 'failed_at' - the first time it failedCOMMENT
LOWlib/sidekiq/config.rb241 # endCOMMENT
LOWlib/sidekiq/deploy.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/capsule.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/iterable_job.rb1# frozen_string_literal: trueCOMMENT
LOWlib/sidekiq/iterable_job.rb21#COMMENT
LOWlib/sidekiq/iterable_job.rb41 # def each_iteration(item, *args)COMMENT
LOWlib/sidekiq/metrics/shared.rb21 # A precise time histogram stores every time. Instead we break times into a set ofCOMMENT
LOWlib/sidekiq/middleware/chain.rb1# frozen_string_literal: trueCOMMENT
16 more matches not shown…
Self-Referential Comments11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMmyapp/config/initializers/wrap_parameters.rb3# This file contains settings for ActionController::ParamsWrapper whichCOMMENT
MEDIUMmyapp/config/initializers/content_security_policy.rb3# Define an application-wide content security policy.COMMENT
MEDIUMmyapp/db/schema.rb1# This file is auto-generated from the current state of the database. InsteadCOMMENT
MEDIUMmyapp/db/schema.rb5# This file is the source Rails uses to define your schema when running `bin/railsCOMMENT
MEDIUMlib/sidekiq/api.rb1069 # This method is not guaranteed accurate since it does not prune the setCOMMENT
MEDIUMlib/sidekiq/api.rb1188 # This method is *asynchronous* and it can take 5-10COMMENT
MEDIUMlib/sidekiq/api.rb1198 # This method is *asynchronous* and it can take 5-10COMMENT
MEDIUMlib/sidekiq/api.rb1209 # This method is *asynchronous* and it can take 5-10 seconds.COMMENT
MEDIUMlib/sidekiq/deploy.rb6# This file is designed to be required within the user'sCOMMENT
MEDIUMlib/sidekiq/fetch.rb74 # Creating the Redis#brpop command takes into account anyCOMMENT
MEDIUMlib/sidekiq/metrics/tracking.rb7# This file contains the components which track execution metrics within Sidekiq.COMMENT
Example Usage Blocks5 hits · 10 pts
SeverityFileLineSnippetContext
LOW⚡lib/sidekiq/client.rb220 # Example usage:COMMENT
LOW⚡lib/sidekiq/client.rb229 # Example usage:COMMENT
LOW⚡lib/sidekiq/client.rb236 # Example usage:COMMENT
LOWlib/sidekiq/client.rb250 # Example usage:COMMENT
LOWlib/sidekiq/deploy.rb8# Usage:COMMENT
Slop Phrases3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMexamples/webui-ext/lib/sidekiq-redis_info/web.rb31 # you can add your own middleware or additional settings hereCOMMENT
MEDIUMlib/sidekiq/client.rb21 # Sidekiq.client_middleware but you can change as necessary.COMMENT
MEDIUMlib/sidekiq/web/config.rb23 # about data security and wish to self-host, you can change these URLs.COMMENT
AI Slop Vocabulary3 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMlib/sidekiq/redis_client_adapter.rb24 # to be comprehensive, we use this as a performance enhancement toCOMMENT
MEDIUMlib/sidekiq/config.rb53 # Absolutely terrible API names. Not useful at all to have twoCOMMENT
LOWlib/sidekiq/middleware/chain.rb25 # To modify middleware for the server, just callCOMMENT
Hyper-Verbose Identifiers6 hits · 6 pts
SeverityFileLineSnippetContext
LOWlib/sidekiq/job.rb84 def sidekiq_retries_exhausted(&block)CODE
LOWlib/sidekiq/config.rb149 def reap_idle_redis_connections(timeout = 60)CODE
LOWlib/sidekiq/tui/tabs/home.rb96 def render_redis_info_section(tui, frame, area)CODE
LOWlib/sidekiq/job/iterable/enumerators.rb46 def active_record_records_enumerator(relation, cursor:, **options)CODE
LOWlib/sidekiq/job/iterable/enumerators.rb68 def active_record_batches_enumerator(relation, cursor:, **options)CODE
LOWlib/sidekiq/job/iterable/enumerators.rb90 def active_record_relations_enumerator(relation, cursor:, **options)CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWmyapp/config/environments/production.rb63 # Set this to true and configure the email server for immediate delivery to raise delivery errors.COMMENT