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AI Slop Code Risk Monitor

Alamofire/Alamofire

SlopCodeMonitor badge for Alamofire/Alamofire Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Elegant HTTP Networking in Swift

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Alamofire/Alamofire, a Swift project with 42,396 GitHub stars. SynthScan examined 361,554 lines of code across 491 source files, recording 305 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
42.4K
Stars
Swift
Language
361.6K
Lines of Code
491
Files
305
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 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 275 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 30 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 305 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 2HIGH 0MEDIUM 0LOW 303

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 305 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 Block270 hits · 266 pts
SeverityFileLineSnippetContext
LOWPackage@swift-6.2.swift1// swift-tools-version: 6.2COMMENT
LOWPackage@swift-6.0.swift1// swift-tools-version: 6.0COMMENT
LOWPackage@swift-6.1.swift1// swift-tools-version: 6.1COMMENT
LOWPackage@swift-6.3.swift1// swift-tools-version: 6.3COMMENT
LOWPackage.swift1// swift-tools-version: 6.4COMMENT
LOWExample/Source/DetailViewController.swift1//COMMENT
LOWExample/Source/AppDelegate.swift1//COMMENT
LOWExample/Source/MasterViewController.swift1//COMMENT
LOWSource/Alamofire.swift1//COMMENT
LOWSource/Alamofire.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/ParameterEncoder.swift1//COMMENT
LOWSource/Core/ParameterEncoder.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/ParameterEncoder.swift101 /// - Parameter encoder: `JSONEncoder` used to encode parameters. `JSONEncoder()` by default.COMMENT
LOWSource/Core/Session.swift1//COMMENT
LOWSource/Core/Session.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/Session.swift41 ///COMMENT
LOWSource/Core/Session.swift61 ///COMMENT
LOWSource/Core/Session.swift101 ///COMMENT
LOWSource/Core/Session.swift121 /// queue will use the `rootQueue` as its `target`. A separate queue can be used ifCOMMENT
LOWSource/Core/Session.swift161 eventMonitor = CompositeEventMonitor(queue: rootQueue, monitors: eventMonitors)COMMENT
LOWSource/Core/Session.swift181 /// created must have `.resume()` called to start.COMMENT
LOWSource/Core/Session.swift301COMMENT
LOWSource/Core/Session.swift401 shouldAutomaticallyResume: shouldAutomaticallyResume,COMMENT
LOWSource/Core/Session.swift481 requestModifier: requestModifier)COMMENT
LOWSource/Core/Session.swift601 /// - encoding: `ParameterEncoding` to be used to encode the `parameters` value into the `URLRequCOMMENT
LOWSource/Core/Session.swift701 ///COMMENT
LOWSource/Core/Session.swift761COMMENT
LOWSource/Core/Session.swift821 // MARK: FileCOMMENT
LOWSource/Core/Session.swift881 // MARK: InputStreamCOMMENT
LOWSource/Core/Session.swift921 /// - shouldAutomaticallyResume: Whether the `UploadRequest` should resume after the first response handler is addCOMMENT
LOWSource/Core/Session.swift941 /// be terminated. Larger payloads must first be written to disk using input and output streams to keep the memoryCOMMENT
LOWSource/Core/Session.swift981COMMENT
LOWSource/Core/Session.swift1001 /// encoding takes place in-memory. If the content length exceeds the threshold, the data is streamed to diskCOMMENT
LOWSource/Core/Session.swift1041 /// The `encodingMemoryThreshold` parameter allows Alamofire to automatically determine whether to encode in-memoryCOMMENT
LOWSource/Core/Session.swift1081 }COMMENT
LOWSource/Core/Instant.swift1//COMMENT
LOWSource/Core/Protected.swift1//COMMENT
LOWSource/Core/Protected.swift101 /// - Parameter closure: The closure to execute.COMMENT
LOWSource/Core/ParameterEncoding.swift1//COMMENT
LOWSource/Core/ParameterEncoding.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/ParameterEncoding.swift41}COMMENT
LOWSource/Core/AFError.swift1//COMMENT
LOWSource/Core/AFError.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/DataStreamRequest.swift1//COMMENT
LOWSource/Core/DataStreamRequest.swift101 handler: @Sendable (_ response: HTTPURLResponse,COMMENT
LOWSource/Core/DataStreamRequest.swift521COMMENT
LOWSource/Core/DownloadRequest.swift1//COMMENT
LOWSource/Core/DownloadRequest.swift41 }COMMENT
LOWSource/Core/DownloadRequest.swift121 #elseCOMMENT
LOWSource/Core/DownloadRequest.swift221 ///COMMENT
LOWSource/Core/DownloadRequest.swift241 }COMMENT
LOWSource/Core/DownloadRequest.swift441COMMENT
LOWSource/Core/DownloadRequest.swift461 /// Adds a handler to be called once the request has finished.COMMENT
LOWSource/Core/DownloadRequest.swift481 ///COMMENT
LOWSource/Core/DownloadRequest.swift521 /// Adds a handler using a `StringResponseSerializer` to be called once the request has finished.COMMENT
LOWSource/Core/DownloadRequest.swift581 completionHandler: completionHandler)COMMENT
LOWSource/Core/WebSocketRequest.swift1//COMMENT
LOWSource/Core/HTTPMethod.swift1//COMMENT
LOWSource/Core/HTTPMethod.swift21// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS INCOMMENT
LOWSource/Core/URLConvertible+URLRequestConvertible.swift1//COMMENT
210 more matches not shown…
Fake / Example Data28 hits · 30 pts
SeverityFileLineSnippetContext
LOWTests/UploadTests.swift194 let data = Data("Lorem ipsum dolor sit amet".utf8)CODE
LOWTests/UploadTests.swift194 let data = Data("Lorem ipsum dolor sit amet".utf8)CODE
LOWTests/UploadTests.swift219 let string = String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1000)CODE
LOWTests/UploadTests.swift219 let string = String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. ", count: 1000)CODE
LOW⚡Tests/UploadTests.swift723 let loremData1 = Data(String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
LOW⚡Tests/UploadTests.swift723 let loremData1 = Data(String(repeating: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
LOW⚡Tests/UploadTests.swift725 let loremData2 = Data(String(repeating: "Lorem ipsum dolor sit amet, nam no graeco recusabo appellantur.",CODE
LOW⚡Tests/UploadTests.swift725 let loremData2 = Data(String(repeating: "Lorem ipsum dolor sit amet, nam no graeco recusabo appellantur.",CODE
LOWTests/ConcurrencyTests.swift709 let baseString = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "CODE
LOWTests/ConcurrencyTests.swift709 let baseString = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. "CODE
LOWTests/MultipartFormDataTests.swift73 let data1 = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift73 let data1 = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift95 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift95 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift116 "Lorem ipsum dolor sit amet." +CODE
LOWTests/MultipartFormDataTests.swift116 "Lorem ipsum dolor sit amet." +CODE
LOWTests/MultipartFormDataTests.swift354 let loremData = Data("Lorem ipsum.".utf8)CODE
LOWTests/MultipartFormDataTests.swift420 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift420 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift440 "Lorem ipsum dolor sit amet." +CODE
LOWTests/MultipartFormDataTests.swift440 "Lorem ipsum dolor sit amet." +CODE
LOWTests/MultipartFormDataTests.swift740 let loremData = Data("Lorem ipsum.".utf8)CODE
LOWTests/MultipartFormDataTests.swift901 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift901 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift924 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift924 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift944 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
LOWTests/MultipartFormDataTests.swift944 let data = Data("Lorem ipsum dolor sit amet.".utf8)CODE
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALdocs/js/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICAL…e.docset/Contents/Resources/Documents/js/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
Hyper-Verbose Identifiers5 hits · 5 pts
SeverityFileLineSnippetContext
LOWTests/SessionTests.swift90 private final class RequestHandler: RequestInterceptor {CODE
LOWdocs/js/typeahead.jquery.js622 hasQueryChangedSinceLastFocus: function hasQueryChangedSinceLastFocus() {CODE
LOWdocs/js/typeahead.jquery.js1012 selectableRelativeToCursor: function selectableRelativeToCursor(delta) {CODE
LOW…et/Contents/Resources/Documents/js/typeahead.jquery.js622 hasQueryChangedSinceLastFocus: function hasQueryChangedSinceLastFocus() {CODE
LOW…et/Contents/Resources/Documents/js/typeahead.jquery.js1012 selectableRelativeToCursor: function selectableRelativeToCursor(delta) {CODE