AI Slop Code Risk Monitor

jarro2783/cxxopts

SlopCodeMonitor badge for jarro2783/cxxopts Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Lightweight C++ command line option parser

2.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for jarro2783/cxxopts, a C++ project with 4,827 GitHub stars. SynthScan examined 24,934 lines of code across 25 source files, recording 87 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.4 (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.

2.4
Adjusted Signal
2.4
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
4.8K
Stars
C++
Language
24.9K
Lines of Code
25
Files
87
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 11.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 87 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 0.0/100 · LOW

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

PR Review Velocity Impact 16.0/100 · LOW

Which changes need focused human review? 87 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 87

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 87 distinct pattern matches across 3 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 Block85 hits · 58 pts
SeverityFileLineSnippetContext
LOWCMakeLists.txt1# Copyright (c) 2014 Jarryd BeckCOMMENT
LOWmeson_options.txt1# Copyright © 2024-2026 Dylan BakerCOMMENT
LOWtest/CMakeLists.txt1# Copyright (c) 2014 Jarryd BeckCOMMENT
LOWtest/catch.hpp21# pragma clang system_headerCOMMENT
LOWtest/catch.hpp41 // Wparentheses have to be suppressed globally.COMMENT
LOWtest/catch.hpp61# if !defined(CATCH_CONFIG_ENABLE_CHRONO_STRINGMAKER)COMMENT
LOWtest/catch.hpp81# endifCOMMENT
LOWtest/catch.hpp101namespace Catch {COMMENT
LOWtest/catch.hpp121// in configuration.md, tooCOMMENT
LOWtest/catch.hpp141// Only GCC compiler should be used in this block, so other compilers trying toCOMMENT
LOWtest/catch.hpp161// For example, this code will likely segfault under IBM XL:COMMENT
LOWtest/catch.hpp181# define CATCH_INTERNAL_SUPPRESS_ZERO_VARIADIC_WARNINGS \COMMENT
LOWtest/catch.hpp201#ifdef __OS400__COMMENT
LOWtest/catch.hpp221#if defined(__ORBIS__)COMMENT
LOWtest/catch.hpp241COMMENT
LOWtest/catch.hpp261# endif // MSVC_TRADITIONALCOMMENT
LOWtest/catch.hpp281////////////////////////////////////////////////////////////////////////////////COMMENT
LOWtest/catch.hpp301 #define CATCH_INTERNAL_CONFIG_COUNTERCOMMENT
LOWtest/catch.hpp321 // Check if string_view is available and usableCOMMENT
LOWtest/catch.hpp341 # if defined(__clang__) && (__clang_major__ < 8)COMMENT
LOWtest/catch.hpp361#endifCOMMENT
LOWtest/catch.hpp381#endifCOMMENT
LOWtest/catch.hpp401#endifCOMMENT
LOWtest/catch.hpp421#if !defined(CATCH_INTERNAL_START_WARNINGS_SUPPRESSION)COMMENT
LOWtest/catch.hpp441// still have the compiler warn on problems inside...COMMENT
LOWtest/catch.hpp461#define CATCH_TRY tryCOMMENT
LOWtest/catch.hpp701#define CATCH_RECURSION_LEVEL5(...) CATCH_RECURSION_LEVEL4(CATCH_RECURSION_LEVEL4(CATCH_RECURSION_LEVEL4(__VA_ARGS__)))COMMENT
LOWtest/catch.hpp721#define CATCH_REC_NEXT0(test, next, ...) next CATCH_REC_OUTCOMMENT
LOWtest/catch.hpp741#define INTERNAL_CATCH_EXPAND2(...) INTERNAL_CATCH_NO## __VA_ARGS__COMMENT
LOWtest/catch.hpp761#define INTERNAL_CATCH_MAKE_TYPE_LIST2(...) decltype(get_wrapper<INTERNAL_CATCH_REMOVE_PARENS_GEN(__VA_ARGS__)>())COMMENT
LOWtest/catch.hpp901#define INTERNAL_CATCH_DEFINE_SIG_TEST_METHOD(TestName, ...) INTERNAL_CATCH_VA_NARGS_IMPL( "dummy", __VA_ARGS__, INTERNACOMMENT
LOWtest/catch.hpp1021 INTERNAL_CATCH_EXPAND_VARGS( INTERNAL_CATCH_TEMPLATE_TEST_CASE_NO_REGISTRATION_2( INTERNAL_CATCH_UNIQUE_NAMECOMMENT
LOWtest/catch.hpp1241 INTERNAL_CATCH_DEFINE_SIG_TEST_METHOD(TestName, INTERNAL_CATCH_REMOVE_PARENS(Signature))COMMENT
LOWtest/catch.hpp2181 } \COMMENT
LOWtest/catch.hpp2681COMMENT
LOWtest/catch.hpp5061// start catch_interfaces_reporter.hCOMMENT
LOWtest/catch.hpp6941// start catch_estimate_clock.hppCOMMENT
LOWtest/catch.hpp7461#ifdef CATCH_IMPLCOMMENT
LOWtest/catch.hpp7941COMMENT
LOWtest/catch.hpp7961 #elif defined(__aarch64__)COMMENT
LOWtest/catch.hpp7981 #define CATCH_TRAP() __debugbreak()COMMENT
LOWtest/catch.hpp8001COMMENT
LOWtest/catch.hpp8401 handler.handleExpr( expr );COMMENT
LOWtest/catch.hpp8421#pragma clang diagnostic ignored "-Wweak-vtables"COMMENT
LOWtest/catch.hpp8441#ifndef CATCH_CLARA_TEXTFLOW_CONFIG_CONSOLE_WIDTHCOMMENT
LOWtest/catch.hpp9681// end clara.hppCOMMENT
LOWtest/catch.hpp10061# define WIN32_LEAN_AND_MEANCOMMENT
LOWtest/catch.hpp10401// end catch_debug_console.cppCOMMENT
LOWtest/catch.hpp10461 } // namespace CatchCOMMENT
LOWtest/catch.hpp12181COMMENT
LOWtest/catch.hpp12601 static GeneratorTracker& acquire( TrackerContext& ctx, TestCaseTracking::NameAndLocation const& nameAndLocatCOMMENT
LOWtest/catch.hpp15001 return static_cast<unsigned int>(getElapsedMicroseconds()/1000);COMMENT
LOWtest/catch.hpp15321// Distributed under the Boost Software License, Version 1.0.COMMENT
LOWtest/catch.hpp16121// end catch_reporter_compact.cppCOMMENT
LOWtest/catch.hpp16801COMMENT
LOWtest/catch.hpp17521COMMENT
LOWtest/catch.hpp17581COMMENT
LOWtest/catch.hpp17601#define CATCH_CHECKED_ELSE( ... ) INTERNAL_CATCH_ELSE( "CATCH_CHECKED_ELSE", Catch::ResultDisposition::ContinueOnFailureCOMMENT
LOWtest/catch.hpp17621#define CATCH_CAPTURE( ... ) INTERNAL_CATCH_CAPTURE( INTERNAL_CATCH_UNIQUE_NAME(capturer), "CATCH_CAPTURE",__VA_ARGS__ )COMMENT
LOWtest/catch.hpp17641#define CATCH_TEMPLATE_PRODUCT_TEST_CASE_SIG( ... ) INTERNAL_CATCH_TEMPLATE_PRODUCT_TEST_CASE_SIG( __VA_ARGS__ )COMMENT
25 more matches not shown…
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtest/catch.hpp12666 // No children have started. We need to check if they _can_COMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWmeson/version.py26CODE