AI Slop Code RIsk Monitor

sferik/twitter-ruby

A Ruby interface to the Twitter API.

10.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for sferik/twitter-ruby, a Ruby project with 4,570 GitHub stars. SynthScan examined 29,924 lines of code across 197 source files, recording 302 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 10.3 (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.

10.3
Adjusted Signal
10.3
Raw Pattern Score
100%
Time Factor
2026-10-02
Last Push
4.6K
Stars
Ruby
Language
29.9K
Lines of Code
197
Files
302
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 40.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 302 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 5.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 40.0/100 · MEDIUM

Which changes need focused human review? 302 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 300

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 302 distinct pattern matches across 5 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 Block259 hits · 255 pts
SeverityFileLineSnippetContext
LOWlib/twitter/variant.rb1require "twitter/base"COMMENT
LOWlib/twitter/base.rb21COMMENT
LOWlib/twitter/base.rb61COMMENT
LOWlib/twitter/base.rb101 endCOMMENT
LOWlib/twitter/identity.rb1require "equalizer"COMMENT
LOWlib/twitter/saved_search.rb1require "twitter/creatable"COMMENT
LOWlib/twitter/saved_search.rb21 # @return [String]COMMENT
LOWlib/twitter/cursor.rb21 # @api publicCOMMENT
LOWlib/twitter/headers.rb1require "uri"COMMENT
LOWlib/twitter/headers.rb21 @bearer_token_request = options.delete(:bearer_token_request)COMMENT
LOWlib/twitter/entities.rb21 endCOMMENT
LOWlib/twitter/entities.rb61 #COMMENT
LOWlib/twitter/entities.rb81 memoize :symbolsCOMMENT
LOWlib/twitter/entities.rb101 def urisCOMMENT
LOWlib/twitter/entities.rb121 uris.any?COMMENT
LOWlib/twitter/direct_message_event.rb41 # Normalizes the response attributesCOMMENT
LOWlib/twitter/language.rb1require "twitter/base"COMMENT
LOWlib/twitter/language.rb21 #COMMENT
LOWlib/twitter/geo_results.rb21 # @exampleCOMMENT
LOWlib/twitter/rate_limit.rb21 #COMMENT
LOWlib/twitter/rate_limit.rb41 endCOMMENT
LOWlib/twitter/settings.rb1require "twitter/base"COMMENT
LOWlib/twitter/settings.rb21 # The language preferenceCOMMENT
LOWlib/twitter/utils.rb1module TwitterCOMMENT
LOWlib/twitter/search_results.rb21 # @api publicCOMMENT
LOWlib/twitter/search_results.rb61 # Returns true if this is the last page of resultsCOMMENT
LOWlib/twitter/tweet.rb21 # @exampleCOMMENT
LOWlib/twitter/tweet.rb41 # @api publicCOMMENT
LOWlib/twitter/tweet.rb61 # The ID of the user being replied toCOMMENT
LOWlib/twitter/tweet.rb81COMMENT
LOWlib/twitter/tweet.rb101 # @!method reply?COMMENT
LOWlib/twitter/tweet.rb121 alias_method :retweeted_tweet, :retweeted_statusCOMMENT
LOWlib/twitter/tweet.rb141 # Returns the quoted tweetCOMMENT
LOWlib/twitter/tweet.rb161 # @!method quoted_tweet?COMMENT
LOWlib/twitter/tweet.rb201 #COMMENT
LOWlib/twitter/factory.rb1module TwitterCOMMENT
LOWlib/twitter/size.rb1require "equalizer"COMMENT
LOWlib/twitter/size.rb21 # @return [Integer]COMMENT
LOWlib/twitter/size.rb41 # The width in pixelsCOMMENT
LOWlib/twitter/arguments.rb1module TwitterCOMMENT
LOWlib/twitter/trend.rb1require "equalizer"COMMENT
LOWlib/twitter/trend.rb21 # @return [String]COMMENT
LOWlib/twitter/trend_results.rb21 attr_reader :attrsCOMMENT
LOWlib/twitter/trend_results.rb41 # @api publicCOMMENT
LOWlib/twitter/trend_results.rb61 endCOMMENT
LOWlib/twitter/oembed.rb1require "twitter/base"COMMENT
LOWlib/twitter/oembed.rb21 # The author nameCOMMENT
LOWlib/twitter/oembed.rb41COMMENT
LOWlib/twitter/client.rb21 # @exampleCOMMENT
LOWlib/twitter/client.rb41COMMENT
LOWlib/twitter/client.rb61 # @exampleCOMMENT
LOWlib/twitter/client.rb121 endCOMMENT
LOWlib/twitter/profile.rb21COMMENT
LOWlib/twitter/profile.rb41 # @!method profile_banner_url_httpsCOMMENT
LOWlib/twitter/profile.rb61 alias_method :profile_banner_url_https?, :profile_banner_uri?COMMENT
LOWlib/twitter/profile.rb81COMMENT
LOWlib/twitter/direct_message.rb21 # @api publicCOMMENT
LOWlib/twitter/premium_search_results.rb21 # Returns the attributes as a hashCOMMENT
LOWlib/twitter/premium_search_results.rb101 @collection.concat(value.fetch(:results, []).map { |tweet| Tweet.new(tweet) })COMMENT
LOWlib/twitter/metadata.rb1require "twitter/base"COMMENT
199 more matches not shown…
Hyper-Verbose Identifiers31 hits · 32 pts
SeverityFileLineSnippetContext
LOWtest/test_helper.rb71 def build_request_execution_verifier(request_pattern, uri, options, keyword_options, default_once:, &block)CODE
LOWtest/test_helper.rb82 def normalize_request_pattern_assertion_options(uri, options, keyword_options)CODE
LOWtest/test_helper.rb87 def extract_request_count_options(verification_options)CODE
LOWtest/test_helper.rb208 def resolve_stubbed_const_path(const_path)CODE
LOWtest/twitter/premium_search_results_test.rb18 def assert_premium_search_called(client:, expected_query:, expected_options:, expected_config:, return_value:)CODE
LOWtest/support/media_object_examples.rb148 def uri_predicate_true_example(method_name, source_name, klass)CODE
LOWtest/support/media_object_examples.rb156 def uri_predicate_false_example(method_name, source_name, klass)CODE
LOWtest/support/rest_users_profile_image_examples.rb2 def profile_image_upload_examples(method_name:, path:, fixture_name:, option_key:)CODE
LOW⚡test/support/rest_users_profile_image_examples.rb17 def profile_image_requests_correct_resource_example(method_name:, path:, fixture_name:)CODE
LOW⚡test/support/rest_users_profile_image_examples.rb25 def profile_image_returns_user_example(method_name:, fixture_name:)CODE
LOW⚡test/support/rest_users_profile_image_examples.rb34 def profile_image_with_options_example(method_name:, path:, fixture_name:, option_key:)CODE
LOWtest/support/rest_users_profile_image_examples.rb47 def profile_image_multipart_upload_example(method_name:, path:, fixture_name:, option_key:)CODE
LOWlib/twitter/error.rb253 def extract_message_from_errors(body)CODE
LOW…witter/direct_messages/welcome_message_rule_wrapper.rb50 def build_welcome_message_rule(attrs)CODE
LOWlib/twitter/rest/direct_messages.rb241 def create_direct_message_event(*args)CODE
LOWlib/twitter/rest/direct_messages.rb265 def create_direct_message_event_with_media(user, text, media, options = {})CODE
LOWlib/twitter/rest/utils.rb101 def perform_request_with_object(request_method, path, options, klass, params = nil)CODE
LOWlib/twitter/rest/utils.rb124 def perform_post_with_objects(path, options, klass)CODE
LOWlib/twitter/rest/utils.rb136 def perform_request_with_objects(request_method, path, options, klass)CODE
LOWlib/twitter/rest/utils.rb169 def parallel_users_from_response(request_method, path, args)CODE
LOWlib/twitter/rest/utils.rb197 def objects_from_response_with_user(klass, request_method, path, args)CODE
LOWlib/twitter/rest/utils.rb211 def parallel_objects_from_response(klass, request_method, path, args)CODE
LOWlib/twitter/rest/utils.rb240 def cursor_from_response_with_user(collection_name, klass, path, args)CODE
LOWlib/twitter/rest/request.rb197 def fail_or_return_response_body(code, body, response)CODE
LOWlib/twitter/rest/lists.rb485 def cursor_from_response_with_list(path, args)CODE
LOWlib/twitter/rest/lists.rb511 def list_from_response_with_user(path, args)CODE
LOWlib/twitter/rest/lists.rb523 def list_from_response_with_users(path, args)CODE
LOWlib/twitter/rest/users.rb114 def update_profile_background_image(image, options = {})CODE
LOWlib/twitter/rest/direct_messages/welcome_messages.rb108 def create_welcome_message_rule(welcome_message_id, options = {})CODE
LOWlib/twitter/rest/direct_messages/welcome_messages.rb125 def destroy_welcome_message_rule(*ids)CODE
LOWlib/twitter/rest/direct_messages/welcome_messages.rb152 def welcome_message_rule_list(options = {})CODE
Redundant / Tautological Comments10 hits · 15 pts
SeverityFileLineSnippetContext
LOWlib/twitter/base.rb177 # Check if an attribute is falsey or emptyCOMMENT
LOWlib/twitter/cursor.rb73 # Check if this is the last page of resultsCOMMENT
LOWlib/twitter/cursor.rb84 # Check if the limit has been reachedCOMMENT
LOWlib/twitter/headers.rb25 # Check if this is a bearer token requestCOMMENT
LOWlib/twitter/creatable.rb24 # Check if the created_at attribute is presentCOMMENT
LOWlib/twitter/client.rb88 # Check if user token credentials are presentCOMMENT
LOWlib/twitter/client.rb123 # Check if all credentials are presentCOMMENT
LOWlib/twitter/client.rb135 # Check if string is blank or nilCOMMENT
LOWlib/twitter/rest/utils.rb254 # Check if user_id is setCOMMENT
LOWlib/twitter/rest/request.rb257 # Check if all timeout keys are definedCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtest/twitter/utils_test.rb5 # Create a test class that includes the Utils module to test instance methodsCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMlib/twitter/rest/timelines.rb60 # @option options [Boolean, String, Integer] :include_rts Specifies that the timeline should include native retwCOMMENT