AI Slop Code RIsk Monitor

JackJiang2011/MobileIMSDK

原创全平台IM通信层框架,轻量级、高度提炼,历经10年、久经考验。可能是市面上唯一同时支持UDP+TCP+WebSocket三种协议的同类开源框架,支持 iOS、Android、Java、H5、小程序、Uniapp、鸿蒙Next,服务端基于Netty。

4.4 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for JackJiang2011/MobileIMSDK, a Objective-C project with 6,086 GitHub stars. SynthScan examined 99,907 lines of code across 868 source files, recording 413 pattern matches distributed across 5 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
2026-10-09
Last Push
6.1K
Stars
Objective-C
Language
99.9K
Lines of Code
868
Files
413
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 19.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 413 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 19.6/100 · LOW

Which changes need focused human review? 413 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 2MEDIUM 6LOW 405

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 413 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 Block404 hits · 403 pts
SeverityFileLineSnippetContext
LOW…由社区网友开发,仅作学习参考)/SwiftMobileIMSDK/LoginController.swift1//COMMENT
LOW…,由社区网友开发,仅作学习参考)/SwiftMobileIMSDK/MainController.swift1//COMMENT
LOW…网友开发,仅作学习参考)/SwiftMobileIMSDK/core/ClientCoreSDK.swift1//COMMENT
LOW…考)/SwiftMobileIMSDK/Delegate/ChatMessageProtocol.swift1//COMMENT
LOW…考)/SwiftMobileIMSDK/Delegate/ChatMessageProtocol.swift21 /// 服务端反馈的出错信息回调事件通知COMMENT
LOW…,仅作学习参考)/SwiftMobileIMSDK/Utils/ProgressHUDUtils.swift1//COMMENT
LOW…,仅作学习参考)/SwiftMobileIMSDK/Utils/PopupDialogUtils.swift1//COMMENT
LOW…,由社区网友开发,仅作学习参考)/SwiftMobileIMSDK/Utils/TCPUtils.swift1//COMMENT
LOW…发,仅作学习参考)/SwiftMobileIMSDK/Protocol/ProtocolType.swift1//COMMENT
LOW…网友开发,仅作学习参考)/SwiftMobileIMSDK/Protocol/ErrorCode.swift1//COMMENT
LOW…,仅作学习参考)/SwiftMobileIMSDK/Event/ChatMessageEvent.swift1//COMMENT
LOW…Dialog/PopupDialog/Classes/InteractiveTransition.swift1//COMMENT
LOW…ialog/PopupDialog/Classes/PresentationController.swift1//COMMENT
LOW…log/PopupDialog/Classes/UIImageView+Calculations.swift1//COMMENT
LOW…opupDialog/PopupDialog/Classes/UIView+Animations.swift1//COMMENT
LOW…ialog/PopupDialog/Classes/PopupDialogDefaultView.swift1//COMMENT
LOW…Pods/PopupDialog/PopupDialog/Classes/PopupDialog.swift1//COMMENT
LOW…ialog/PopupDialog/Classes/PopupDialogOverlayView.swift1//COMMENT
LOW…opupDialog/PopupDialog/Classes/PopupDialogButton.swift1//COMMENT
LOW…/PopupDialog/Classes/UIViewController+Visibility.swift1//COMMENT
LOW…pupDialog/PopupDialog/Classes/TransitionAnimator.swift1//COMMENT
LOW…pDialog/PopupDialog/Classes/PopupDialog+Keyboard.swift1//COMMENT
LOW…pDialog/Classes/PopupDialogDefaultViewController.swift1//COMMENT
LOW…pDialog/PopupDialog/Classes/TransitionAnimations.swift1//COMMENT
LOW…og/PopupDialog/Classes/PopupDialogDefaultButtons.swift1//COMMENT
LOW…upDialog/PopupDialog/Classes/PresentationManager.swift1//COMMENT
LOW…log/PopupDialog/Classes/PopupDialogContainerView.swift1//COMMENT
LOW…arget Support Files/PopupDialog/PopupDialog-umbrella.h1#ifdef __OBJC__COMMENT
LOW…arget Support Files/ProgressHUD/ProgressHUD-umbrella.h1#ifdef __OBJC__COMMENT
LOW…t Files/ReachabilitySwift/ReachabilitySwift-umbrella.h1#ifdef __OBJC__COMMENT
LOW…ds/Target Support Files/HandyJSON/HandyJSON-umbrella.h1#ifdef __OBJC__COMMENT
LOW…Pods-SwiftMobileIMSDK/Pods-SwiftMobileIMSDK-umbrella.h1#ifdef __OBJC__COMMENT
LOW…pport Files/DynamicBlurView/DynamicBlurView-umbrella.h1#ifdef __OBJC__COMMENT
LOW…ort Files/CocoaAsyncSocket/CocoaAsyncSocket-umbrella.h1#ifdef __OBJC__COMMENT
LOW…Pods/ProgressHUD/ProgressHUD/Sources/ProgressHUD.swift1//COMMENT
LOW…/Pods/HandyJSON/Source/CustomDateFormatTransform.swift1//COMMENT
LOW…,仅作学习参考)/Pods/HandyJSON/Source/HexColorTransform.swift1//COMMENT
LOW…社区网友开发,仅作学习参考)/Pods/HandyJSON/Source/MangledName.swift1//COMMENT
LOW…学习参考)/Pods/HandyJSON/Source/ISO8601DateTransform.swift1//COMMENT
LOW…区网友开发,仅作学习参考)/Pods/HandyJSON/Source/URLTransform.swift1//COMMENT
LOW…)/Pods/HandyJSON/Source/NSDecimalNumberTransform.swift1//COMMENT
LOW…网友开发,仅作学习参考)/Pods/HandyJSON/Source/EnumTransform.swift1//COMMENT
LOW…开发,仅作学习参考)/Pods/HandyJSON/Source/FieldDescriptor.swift1//COMMENT
LOW…网友开发,仅作学习参考)/Pods/HandyJSON/Source/DataTransform.swift1//COMMENT
LOW…网友开发,仅作学习参考)/Pods/HandyJSON/Source/TransformType.swift1//COMMENT
LOW…网友开发,仅作学习参考)/Pods/HandyJSON/Source/DateTransform.swift1//COMMENT
LOW…参考)/Pods/HandyJSON/Source/DateFormatterTransform.swift1//COMMENT
LOW…社区网友开发,仅作学习参考)/Pods/HandyJSON/Source/TransformOf.swift1//COMMENT
LOW…amicBlurView/Sources/DynamicBlurView/DynamicBlurView.h1//COMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m1// COMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m21#endifCOMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m41COMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m61// Log levels : off, error, warn, info, verboseCOMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m401 COMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m5461// {COMMENT
LOW…)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncUdpSocket.m5481// COMMENT
LOW…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m1//COMMENT
LOW…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m21#import <netdb.h>COMMENT
LOW…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m41COMMENT
LOW…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m61#define LogVerbose(frmt, ...) LogObjc(LOG_FLAG_VERBOSE, (@"%@: " frmt), THIS_FILE, ##__VA_ARGS__)COMMENT
344 more matches not shown…
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m5213 // even if it didn't read as much data as requested. So we need to watch out for that.COMMENT
HIGH…en/MobileIMSDK4i/Thirdpart/GCD7.6.4/MBGCDAsyncSocket.m5213 // even if it didn't read as much data as requested. So we need to watch out for that.COMMENT
Slop Phrases4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM…习参考)/Pods/CocoaAsyncSocket/Source/GCD/GCDAsyncSocket.m4927 // As mentioned earlier, there are encrypted packets coming across the TCP stream.COMMENT
MEDIUM…IMSDK4f_tcp_Open(Flutter版,由社区网友开发,仅作学习参考)/pubspec.yaml55 # included with your application, so that you can use the icons inCOMMENT
MEDIUM…en/MobileIMSDK4i/Thirdpart/GCD7.6.4/MBGCDAsyncSocket.m4927 // As mentioned earlier, there are encrypted packets coming across the TCP stream.COMMENT
MEDIUM…eIMSDK4fDemo_tcp(Flutter版,由社区网友开发,仅作学习参考)/pubspec.yaml62 # included with your application, so that you can use the icons inCOMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM…IMSDK4f_tcp_Open(Flutter版,由社区网友开发,仅作学习参考)/pubspec.yaml51# The following section is specific to Flutter packages.COMMENT
MEDIUM…eIMSDK4fDemo_tcp(Flutter版,由社区网友开发,仅作学习参考)/pubspec.yaml58# The following section is specific to Flutter packages.COMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…t/x52im/mobileimsdk/android/core/LocalDataHandler.java34class LocalDataHandler extends Handler {CODE