Repository Analysis

neutralinojs/neutralinojs

Portable and lightweight cross-platform desktop application development framework

5.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of neutralinojs/neutralinojs, a C++ project with 8,572 GitHub stars. SynthScan v2.0 examined 254,302 lines of code across 992 source files, recording 1418 pattern matches distributed across 4 syntactic categories. The overall adjusted score of 5.2 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

5.2
Adjusted Score
5.2
Raw Score
100%
Time Factor
2026-07-14
Last Push
8.6K
Stars
C++
Language
254.3K
Lines of Code
992
Files
1.4K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 25LOW 1393

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1418 distinct pattern matches across 4 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block1382 hits · 1236 pts
SeverityFileLineSnippetContext
LOWhelpers.cpp1#include <vector>COMMENT
LOWsettings.h1#ifndef NEU_SETTINGS_HCOMMENT
LOWresources.cpp1#include <string>COMMENT
LOWhelpers.h1#ifndef NEU_HELPERS_HCOMMENT
LOWmain.cpp1#include <cstdlib>COMMENT
LOWsettings.cpp1#include <string>COMMENT
LOWserver/router.cpp1#include <string>COMMENT
LOWserver/router.cpp21#include "api/debug/debug.h"COMMENT
LOWserver/neuserver.cpp1#include <string>COMMENT
LOWlib/websocketpp/transport/asio/connection.hpp41COMMENT
LOWlib/websocketpp/logger/levels.hpp61 static level const none = 0x0;COMMENT
LOWlib/websocketpp/config/debug.hpp41#include <websocketpp/transport/iostream/endpoint.hpp>COMMENT
LOWlib/websocketpp/config/minimal_server.hpp41COMMENT
LOWlib/websocketpp/config/boost_config.hpp41 #define _WEBSOCKETPP_CPP11_FUNCTIONAL_COMMENT
LOWlib/websocketpp/config/boost_config.hpp61 #define _WEBSOCKETPP_CPP11_THREAD_COMMENT
LOWlib/websocketpp/config/core_client.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/config/core_client.hpp41#endifCOMMENT
LOWlib/websocketpp/config/core.hpp41COMMENT
LOWlib/websocketpp/common/system_error.hpp41#endifCOMMENT
LOWlib/websocketpp/common/regex.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/platforms.hpp41// Bump up the variadic parameter max for Visual Studio 2012COMMENT
LOWlib/websocketpp/common/functional.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/functional.hpp41COMMENT
LOWlib/websocketpp/common/type_traits.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/random.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/random.hpp41COMMENT
LOWlib/websocketpp/common/chrono.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/chrono.hpp41COMMENT
LOWlib/websocketpp/common/asio.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/asio.hpp41// default and not easily changeable version of boost supplied by the packageCOMMENT
LOWlib/websocketpp/common/asio.hpp61 #include <boost/asio/steady_timer.hpp>COMMENT
LOWlib/websocketpp/common/cpp11.hpp41#endifCOMMENT
LOWlib/websocketpp/common/cpp11.hpp61 // This define reports to WebSocket++ that 100% of the language and libraryCOMMENT
LOWlib/websocketpp/common/cpp11.hpp81 #define _WEBSOCKETPP_NULLPTR_TOKEN_ nullptrCOMMENT
LOWlib/websocketpp/common/cpp11.hpp101 #ifdef _WEBSOCKETPP_NOEXCEPT_COMMENT
LOWlib/websocketpp/common/cpp11.hpp121 // build system says we have constexprCOMMENT
LOWlib/websocketpp/common/cpp11.hpp141 COMMENT
LOWlib/websocketpp/common/memory.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/memory.hpp41COMMENT
LOWlib/websocketpp/common/md5.hpp101# define ZSW_MD5_BYTE_ORDER 0COMMENT
LOWlib/websocketpp/common/md5.hpp121#define ZSW_MD5_T17 /* 0xf61e2562 */ (ZSW_MD5_T_MASK ^ 0x09e1da9d)COMMENT
LOWlib/websocketpp/common/md5.hpp141#define ZSW_MD5_T37 /* 0xa4beea44 */ (ZSW_MD5_T_MASK ^ 0x5b4115bb)COMMENT
LOWlib/websocketpp/common/thread.hpp21 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED ANDCOMMENT
LOWlib/websocketpp/common/thread.hpp41 #define _WEBSOCKETPP_CPP11_THREAD_COMMENT
LOWlib/hwinfo/include/hwinfo/cpu.h1// Copyright Leon FreistCOMMENT
LOWlib/hwinfo/include/hwinfo/platform.h1#pragma onceCOMMENT
LOWlib/hwinfo/include/hwinfo/platform.h21#endifCOMMENT
LOWlib/hwinfo/include/hwinfo/platform.h41#elseCOMMENT
LOWlib/hwinfo/include/hwinfo/hwinfo.h1// Copyright Leon FreistCOMMENT
LOWlib/hwinfo/include/hwinfo/utils/stringutils.h1// Copyright Leon FreistCOMMENT
LOWlib/hwinfo/src/apple/disk.cpp1// Copyright Leon FreistCOMMENT
LOWlib/hwinfo/src/apple/mainboard.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/apple/ram.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/apple/cpu.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/linux/disk.cpp1// Copyright Leon FreistCOMMENT
LOWlib/hwinfo/src/linux/network.cpp1#include <hwinfo/platform.h>COMMENT
LOWlib/hwinfo/src/linux/os.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/linux/ram.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/linux/cpu.cpp1// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>COMMENT
LOWlib/hwinfo/src/linux/cpu.cpp321// if (!std::ifstream("/etc/sensors3.conf"))COMMENT
1322 more matches not shown…
Decorative Section Separators25 hits · 81 pts
SeverityFileLineSnippetContext
MEDIUMCMakeLists.txt23# =========================COMMENT
MEDIUMCMakeLists.txt25# =========================COMMENT
MEDIUMCMakeLists.txt126# =========================COMMENT
MEDIUMCMakeLists.txt128# =========================COMMENT
MEDIUMCMakeLists.txt137# =========================COMMENT
MEDIUMCMakeLists.txt139# =========================COMMENT
MEDIUMCMakeLists.txt176# =========================COMMENT
MEDIUMCMakeLists.txt178# =========================COMMENT
MEDIUMCMakeLists.txt194# =========================COMMENT
MEDIUMCMakeLists.txt196# =========================COMMENT
MEDIUMCMakeLists.txt289# =========================COMMENT
MEDIUMCMakeLists.txt291# =========================COMMENT
MEDIUMlib/asio/src/tools/handlerviz.pl35#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerviz.pl134#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerviz.pl147#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerviz.pl240#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerviz.pl372#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerlive.pl23#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerlive.pl70#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlerlive.pl85#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlertree.pl23#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlertree.pl34#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlertree.pl50#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlertree.pl79#-------------------------------------------------------------------------------COMMENT
MEDIUMlib/asio/src/tools/handlertree.pl135#-------------------------------------------------------------------------------COMMENT
Redundant / Tautological Comments10 hits · 15 pts
SeverityFileLineSnippetContext
LOWlib/asio/release.pl72 # Open the files.COMMENT
LOWlib/asio/release.pl91 # Close the files and move the temporary output into position.COMMENT
LOWlib/asio/release.pl100 # Open the files.COMMENT
LOWlib/asio/release.pl123 # Close the files and move the temporary output into position.COMMENT
LOWlib/asio/release.pl132 # Open the files.COMMENT
LOWlib/asio/release.pl153 # Close the files and move the temporary output into position.COMMENT
LOWlib/asio/release.pl162 # Open the files.COMMENT
LOWlib/asio/release.pl183 # Close the files and move the temporary output into position.COMMENT
LOWlib/asio/boostify.pl112 # Open the files.COMMENT
LOWlib/asio/tsify.pl107 # Open the files.COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlib/hwinfo/src/apple/gpu.cpp19 // TODO: implementCOMMENT