AI Slop Code Risk Monitor

cxasm/notepad--

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

一个支持windows/linux/mac的文本编辑器,目标是做中国人自己的编辑器,来自中国。

3.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for cxasm/notepad--, a C++ project with 10,580 GitHub stars. SynthScan examined 412,888 lines of code across 1594 source files, recording 1530 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 3.5 (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.

3.5
Adjusted Signal
3.5
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
10.6K
Stars
C++
Language
412.9K
Lines of Code
1.6K
Files
1.5K
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 15.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1528 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 17.2/100 · LOW

Which changes need focused human review? 1530 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 4LOW 1524

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 1530 distinct pattern matches across 6 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 Block1519 hits · 1398 pts
SeverityFileLineSnippetContext
LOWchangelog.txt121//10 没有使用,单独给mac的一个版本做尝试COMMENT
LOWsrc/scintillaeditview.cpp1#include "scintillaeditview.h"COMMENT
LOWsrc/scintillaeditview.cpp21#include <Qsci/qscilexercoffeescript.h>COMMENT
LOWsrc/scintillaeditview.cpp41#include <Qsci/qscilexerpascal.h>COMMENT
LOWsrc/scintillaeditview.cpp61#include <Qsci/qscilexerglobal.h>COMMENT
LOWsrc/scintillaeditview.cpp3221 // If there is no column mode info available, no need to do anythingCOMMENT
LOWsrc/qtlangset.cpp1#include "qtlangset.h"COMMENT
LOWsrc/qtlangset.cpp1541 {COMMENT
LOWsrc/qtlangset.cpp1781 }COMMENT
LOWsrc/qtlangset.cpp1801// QColor blackColor3(0x7f7f00);COMMENT
LOWsrc/qtlangset.cpp1821// }COMMENT
LOWsrc/qtlangset.cpp1841// pLexer->setColor(QtLangSet::s_darkColorMap.value(pLexer->color(i).name()), i);COMMENT
LOWsrc/qtlangset.cpp1861//这个函数没有处理自定义语言。COMMENT
LOWsrc/findwin.cpp1#include "findwin.h"COMMENT
LOWsrc/findcmpwin.h21// int lineNum;COMMENT
LOWsrc/qscidisplaywindow.cpp1#include "qscidisplaywindow.h"COMMENT
LOWsrc/encodeconvert.cpp1#include "encodeconvert.h"COMMENT
LOWsrc/encodeconvert.cpp381 {COMMENT
LOWsrc/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWsrc/findcmpwin.cpp201 {COMMENT
LOWsrc/rgba_icons.h1// This file is part of Notepad-- projectCOMMENT
LOWsrc/findresultview.cpp201 //�����1������У������һ���������COMMENT
LOWsrc/main.cpp1#include "ccnotepad.h"COMMENT
LOWsrc/main.cpp21#include <QWidget>COMMENT
LOWsrc/main.cpp121int main(int argc, char *argv[])COMMENT
LOWsrc/scintillaeditview.h1#pragma onceCOMMENT
LOWsrc/findresultwin.cpp1#include "findresultwin.h"COMMENT
LOWsrc/include/pluginGl.h1#pragma onceCOMMENT
LOWsrc/plugin/helloworld/helloworldexport.cpp1#include <qobject.h>COMMENT
LOWsrc/plugin/helloworld/CMakeLists.txt41# set_target_properties(${PROJECT_NAME} PROPERTIES RUNTIME_OUTPUT_DIRECTORY ${notepad--_BINARY_DIR}/bin/plugin)COMMENT
LOWsrc/plugin/test/test.cpp1#include <qobject.h>COMMENT
LOWsrc/qscint/Python/project.py1# This is the build script for the QScintilla Python bindings.COMMENT
LOWsrc/qscint/scintilla/boostregex/BoostRegExSearch.cpp21#include "UniqueString.h"COMMENT
LOW…c/qscint/scintilla/boostregex/UTF8DocumentIterator.cpp1// This file is part of Notepad-- projectCOMMENT
LOW…c/qscint/scintilla/boostregex/UTF8DocumentIterator.cpp21#include "ILexer.h"COMMENT
LOWsrc/qscint/scintilla/boostregex/UTF8DocumentIterator.h1// This file is part of Notepad-- projectCOMMENT
LOWsrc/qscint/scintilla/boostregex/AnsiDocumentIterator.h1// This file is part of Notepad-- projectCOMMENT
LOWsrc/qscint/scintilla/boostregex/boost/regex.hpp21COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/config.hpp1// Boost config.hpp configuration header file ------------------------------//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/config.hpp21#if !defined(BOOST_USER_CONFIG) && !defined(BOOST_NO_USER_CONFIG)COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/config.hpp41COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/config.hpp61#include <boost/config/detail/suffix.hpp>COMMENT
LOW…qscint/scintilla/boostregex/boost/current_function.hpp1#ifndef BOOST_CURRENT_FUNCTION_HPP_INCLUDEDCOMMENT
LOW…/qscint/scintilla/boostregex/boost/throw_exception.hpp1#ifndef BOOST_THROW_EXCEPTION_HPP_INCLUDEDCOMMENT
LOW…/qscint/scintilla/boostregex/boost/throw_exception.hpp21//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/regex_fwd.hpp21#define BOOST_REGEX_FWD_HPPCOMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp1// boost cstdint.hpp header file ------------------------------------------//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp21COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp41//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp61# ifdef __hpuxCOMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp201COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp301 typedef unsigned __int32 uint_fast32_t;COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp421//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp441//COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp461# define UINT16_C(value) value##ui16COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp481# define UINT8_C(value) static_cast<boost::uint8_t>(value##u)COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp501COMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp521# endifCOMMENT
LOWsrc/qscint/scintilla/boostregex/boost/cstdint.hpp541COMMENT
LOW…int/scintilla/boostregex/boost/config/assert_cxx11.hpp1// This file was automatically generated on Tue Aug 17 16:27:31 2021COMMENT
1459 more matches not shown…
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALsrc/qscint/doc/html/jquery.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALsrc/qscint/doc/html/jquery.js8(function(t){"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)})(function(t){function e(t){for(var e=CODE
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMsrc/qscint/Python/project.py5# This file is part of QScintilla.COMMENT
MEDIUMsrc/qscint/Python/project.py17# This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THECOMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMsrc/qscint/scintilla/lexers/LexPowerPro.cpp25// - Modified HasFunction function to be a bit more robustCOMMENT
MEDIUMsrc/qscint/scintilla/lexers/LexBatch.cpp72 // Need a more robust algorithm to properly toggle Regular Keyword CheckingCOMMENT
Verbosity Indicators4 hits · 6 pts
SeverityFileLineSnippetContext
LOWsrc/qscint/scintilla/lexers/LexPascal.cpp38- Folding of code blocks on appropriate keywords (the following code blocks areCODE
LOWsrc/qscint/scintilla/lexers/LexCmake.cpp266 // We need to check if the previous line has a \ in it...COMMENT
LOWsrc/qscint/scintilla/lexers/LexNsis.cpp406 // We need to check if the previous line has a \ in it...COMMENT
LOWsrc/qscint/src/xmlMatchedTagsHighlighter.cpp301 // First we need to check if this is a self-closing tag.COMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/qscint/Python/project.py193 def _add_internal_lib_sources(self):CODE