AI Slop Code RIsk Monitor

vapor/vapor

💧 A server-side Swift HTTP web framework.

11.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for vapor/vapor, a Swift project with 26,226 GitHub stars. SynthScan examined 43,815 lines of code across 868 source files, recording 595 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 11.5 (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.

11.5
Adjusted Signal
11.5
Raw Pattern Score
100%
Time Factor
2026-10-04
Last Push
26.2K
Stars
Swift
Language
43.8K
Lines of Code
868
Files
595
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 17.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 165 finding(s).

Hallucinated Dependency & Supply Chain Risk 32.0/100 · MEDIUM

Are imports declared and package/API names verified? 430 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 49.3/100 · MEDIUM

Which changes need focused human review? 595 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 0LOW 595

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 595 distinct pattern matches across 2 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.

Fake / Example Data430 hits · 338 pts
SeverityFileLineSnippetContext
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt1Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt1Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt3Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt3Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt7Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt7Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt11At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt11At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt13Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt13Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt15Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt15Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt17Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt17Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt21Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt21Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt25At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt25At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt27Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt27Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt29Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt29Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt31Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt31Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt35Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt35Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt39At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt39At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt41Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt41Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt43Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt43Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt45Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt45Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt49Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt49Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt53At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt53At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt55Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt55Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt57Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt57Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt59Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt59Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt63Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt63Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt67At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt67At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt69Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt69Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt71Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt71Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magnCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt73Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt73Duis autem vel eum iriure dolor in hendrerit in vulputate velit esse molestie consequat, vel illum dolore eu feugiat nulCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt77Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt77Nam liber tempor cum soluta nobis eleifend option congue nihil imperdiet doming id quod mazim placerat facer possim assuCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt81At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt81At vero eos et accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt83Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
LOW⚡Tests/VaporTests/Utilities/long-test-file.txt83Consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et dolore magna aliquyam erat, sed diam voCODE
370 more matches not shown…
Over-Commented Block165 hits · 164 pts
SeverityFileLineSnippetContext
LOWNOTICES.txt1COMMENT
LOWTests/VaporTests/RequestTests.swift1061COMMENT
LOWTests/VaporTests/HTTPMediaTypeSetTests.swift61 HTTPMediaType(type: "b", subType: "4"),COMMENT
LOWTests/VaporTests/HTTPMediaTypeSetTests.swift81 /// These are currently allowed because `HTTPMediaType` current performs equality by ignoring the parameters, whCOMMENT
LOWTests/VaporTests/HTTPMediaTypeSetTests.swift101 #expect(compressible.contains(.any) == false)COMMENT
LOWTests/VaporTests/ValidationTests.swift721COMMENT
LOWTests/VaporTests/RouteTests.swift481 //COMMENT
LOWTests/VaporTests/ClientTests.swift41 let data = try await res.content.decode(AnythingResponse.self)COMMENT
LOWTests/VaporTests/StreamingBodyTests.swift21COMMENT
LOWTests/VaporTests/URLEncodedFormTests.swift21 #expect(user.pets.last == "Foo")COMMENT
LOWTests/VaporTests/URLEncodedFormTests.swift41 #expect(user.foos[0] == .baz)COMMENT
LOWTests/VaporTests/URLEncodedFormTests.swift401 let usersToEncode = Users(users: [tanner, ravneet])COMMENT
LOWTests/VaporTests/URLEncodedFormTests.swift441 #expect(result.contains("users[0][age]=23"))COMMENT
LOWTests/VaporTests/URLEncodedFormTests.swift481 let ravneet = User(COMMENT
LOWTests/VaporTests/ServerTests.swift21#endifCOMMENT
LOWTests/VaporTests/ServerTests.swift41 // try await app.server.start()COMMENT
LOWTests/VaporTests/ServerTests.swift61 //COMMENT
LOWTests/VaporTests/ServerTests.swift81 // try await app.server.start()COMMENT
LOWTests/VaporTests/ServerTests.swift101 // }COMMENT
LOWTests/VaporTests/ServerTests.swift121 // struct TestResponse: Content {COMMENT
LOWTests/VaporTests/ServerTests.swift141 //COMMENT
LOWTests/VaporTests/ServerTests.swift161 // }COMMENT
LOWTests/VaporTests/ServerTests.swift181 //COMMENT
LOWTests/VaporTests/ServerTests.swift201 // returnCOMMENT
LOWTests/VaporTests/ServerTests.swift221 // }COMMENT
LOWTests/VaporTests/ServerTests.swift241 // var contentLength: IntCOMMENT
LOWTests/VaporTests/ServerTests.swift261 //COMMENT
LOWTests/VaporTests/ServerTests.swift281 // app.http.server.configuration.requestDecompression = .enabled(limit: .size(compressiblePayload.utfCOMMENT
LOWTests/VaporTests/ServerTests.swift301 // let decodedResponse = try JSONDecoder().decode(TestResponse.self, from: body)COMMENT
LOWTests/VaporTests/ServerTests.swift321 // app.http.server.configuration.responseCompression = .disabledCOMMENT
LOWTests/VaporTests/ServerTests.swift341 // #expect(unsupportedCompressedResponse.headers.first(name: HTTPField.Name.contentLength.canonicalNaCOMMENT
LOWTests/VaporTests/ServerTests.swift361 // func testHTTP2ResponseDecompression() async throws {COMMENT
LOWTests/VaporTests/ServerTests.swift381 // /// This lies and accepts the above cert, which has actually expired.COMMENT
LOWTests/VaporTests/ServerTests.swift401 // app.get("compressed") { _ in compressiblePayload }COMMENT
LOWTests/VaporTests/ServerTests.swift421 // try await #expect(supportedUncompressedResponse.body.collect(upTo: Int.max).string == compressibleCOMMENT
LOWTests/VaporTests/WebSocketTests.swift1#if WebSocketsCOMMENT
LOWTests/VaporTests/WebSocketTests.swift21 //COMMENT
LOWTests/VaporTests/WebSocketTests.swift41 // func testWebSocket404() async throws {COMMENT
LOWTests/VaporTests/WebSocketTests.swift61 // }COMMENT
LOWTests/VaporTests/WebSocketTests.swift81 // // try await app.server.run()COMMENT
LOWTests/VaporTests/WebSocketTests.swift101 // func testManualUpgradeToWebSocket() async throws {COMMENT
LOWTests/VaporTests/WebSocketTests.swift121 // ws.onText { ws, string inCOMMENT
LOWTests/VaporTests/HTTPHeaderTests.swift181 func testAcceptType() throws {COMMENT
LOWTests/VaporTests/HTTPHeaderTests.swift501 #"<https://localhost/?a=1>; rel="next", <https://localhost/?a=2>; rel="last"; custom1="whatever", </?a=-1>; COMMENT
LOWTests/VaporTests/BaseNTests.swift21 #expect("foob".base32String() == "MZXW6YQ=")COMMENT
LOWTests/VaporTests/BaseNTests.swift41 // Base64 test vectors from [RFC 4648 § 10](https://datatracker.ietf.org/doc/html/rfc4648#section-10)COMMENT
LOWTests/VaporTests/Utilities/RawHTTPClient.swift21 port: port,COMMENT
LOW.github/workflows/test.yml1name: testCOMMENT
LOW.github/workflows/test.yml21 # - vapor/queuesCOMMENT
LOWSources/Vapor/Middleware/CORSMiddleware.swift1public import HTTPTypesCOMMENT
LOWSources/Vapor/Middleware/CORSMiddleware.swift81COMMENT
LOW…s/Vapor/Middleware/ResponseCompressionMiddleware.swift1public import HTTPTypesCOMMENT
LOW…s/Vapor/Middleware/ResponseCompressionMiddleware.swift41 response.headers.responseCompression = responseCompressionOverrideCOMMENT
LOWSources/Vapor/Middleware/Middleware.swift1/// `Middleware` is placed between the server and your router. It is capable ofCOMMENT
LOWSources/Vapor/Middleware/FileMiddleware.swift1public import HTTPTypesCOMMENT
LOWSources/Vapor/Middleware/FileMiddleware.swift41 #if !canImport(FoundationEssentials)COMMENT
LOWSources/Vapor/Middleware/FileMiddleware.swift241 public static let browserDefault = CachePolicy()COMMENT
LOWSources/Vapor/Response/ResponseCodable.swift1public import HTTPTypesCOMMENT
LOWSources/Vapor/Response/Response.swift1public import HTTPTypesCOMMENT
LOWSources/Vapor/Response/Response.swift21 public var headers: HTTPFieldsCOMMENT
105 more matches not shown…