1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.8K

Stars

C++

Language

418.8K

Lines of Code

1.5K

Files

713

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 706 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 713 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 6MEDIUM 7LOW 700

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 713 distinct pattern matches across 12 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 Block686 hits · 651 pts

Severity	File	Line	Snippet	Context
LOW	util/updatepo.sh	1	#!/bin/sh	COMMENT
LOW	util/ci/indent_tab_preprocess.py	1	#!/usr/bin/python3	COMMENT
LOW	util/ci/indent_tab_preprocess.py	21	#	COMMENT
LOW	util/ci/indent_tab_preprocess.py	41	# <tab><spc>C	COMMENT
LOW	…roid/app/src/main/java/org/libsdl/app/SDLActivity.java	1321	source = device.getSources();	COMMENT
LOW	lib/gmp/mini-gmp.c	41	mpn/generic/mul_basecase.c, mpn/generic/rshift.c,	COMMENT
LOW	lib/gmp/mini-gmp.c	61		COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	81		COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	241	// Distributed under MIT license, or public domain if desired and	COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	261	#include <sstream>	COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	2281	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	2441		COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	2461	#include <algorithm>	COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	2701	#endif	COMMENT
LOW	lib/jsoncpp/jsoncpp.cpp	4201		COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	81		COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	101	#define JSONCPP_VERSION_PATCH 8	COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	121		COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	241	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	261	#endif	COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	281		COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	301	extern JSON_API int msvc_pre1900_c99_snprintf(char* outBuf, size_t size,	COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	321	#elif defined(__GNUC__) // not clang (gcc comes later since clang emulates gcc)	COMMENT
LOW	lib/jsoncpp/json/json-forwards.h	401		COMMENT
LOW	lib/jsoncpp/json/json.h	81	// //////////////////////////////////////////////////////////////////////	COMMENT
LOW	lib/jsoncpp/json/json.h	121		COMMENT
LOW	lib/jsoncpp/json/json.h	241	// Distributed under MIT license, or public domain if desired and	COMMENT
LOW	lib/jsoncpp/json/json.h	261		COMMENT
LOW	lib/jsoncpp/json/json.h	281	#elif defined(JSON_DLL)	COMMENT
LOW	lib/jsoncpp/json/json.h	301	const char* format, ...);	COMMENT
LOW	lib/jsoncpp/json/json.h	321	#if (__GNUC__ > 4 \|\| (__GNUC__ == 4 && __GNUC_MINOR__ >= 5))	COMMENT
LOW	lib/jsoncpp/json/json.h	401		COMMENT
LOW	lib/jsoncpp/json/json.h	461		COMMENT
LOW	lib/jsoncpp/json/json.h	541		COMMENT
LOW	lib/jsoncpp/json/json.h	561	#define JSONCPP_NORETURN [[noreturn]]	COMMENT
LOW	lib/jsoncpp/json/json.h	581	#endif	COMMENT
LOW	lib/jsoncpp/json/json.h	801	/// Default precision for real value for string representation.	COMMENT
LOW	lib/jsoncpp/json/json.h	1001	/// \pre type() is arrayValue, objectValue, or nullValue	COMMENT
LOW	lib/jsoncpp/json/json.h	1021		COMMENT
LOW	lib/jsoncpp/json/json.h	1181	/// Return true if the object has a member named key.	COMMENT
LOW	lib/jsoncpp/json/json.h	1741		COMMENT
LOW	lib/jsoncpp/json/json.h	1761	#include <istream>	COMMENT
LOW	lib/jsoncpp/json/json.h	2201	// Copyright 2007-2010 Baptiste Lepilleur and The JsonCpp Authors	COMMENT
LOW	lib/jsoncpp/json/json.h	2581	// //////////////////////////////////////////////////////////////////////	COMMENT
LOW	lib/lstrpack/lstrpack.c	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	lib/lua/src/llimits.h	61		COMMENT
LOW	lib/lua/src/llimits.h	121	*/	COMMENT
LOW	lib/lua/src/luaconf.h	21		COMMENT
LOW	lib/lua/src/luaconf.h	281	#if defined(LUA_USE_READLINE)	COMMENT
LOW	lib/lua/src/luaconf.h	421	#if LUAI_BITSINT >= 32	COMMENT
LOW	lib/lua/src/luaconf.h	541	#define luai_numadd(a,b) ((a)+(b))	COMMENT
LOW	lib/lua/src/lgc.h	21	#define GCSfinalize 4	COMMENT
LOW	lib/lua/src/lgc.h	61	#define SFIXEDBIT 6	COMMENT
LOW	lib/lua/src/lobject.c	1	/*	COMMENT
LOW	lib/lua/src/lundump.c	1	/*	COMMENT
LOW	lib/lua/src/luac.c	1	/*	COMMENT
LOW	lib/lua/src/ltable.c	21	#include <math.h>	COMMENT
LOW	lib/lua/src/lobject.h	81	#define ttisstring(o) (ttype(o) == LUA_TSTRING)	COMMENT
LOW	lib/lua/src/lopcodes.h	41		COMMENT
LOW	lib/lua/src/lgc.c	1	/*	COMMENT
626 more matches not shown…

Synthetic Comment Markers6 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	irr/include/mt_opengl.h	1	// This code was generated by scripts/BindingGenerator.lua	COMMENT
HIGH	irr/scripts/BindingGenerator.lua	345	// This code was generated by scripts/BindingGenerator.lua	COMMENT
HIGH	irr/scripts/BindingGenerator.lua	423	// This code was generated by scripts/BindingGenerator.lua	COMMENT
HIGH	irr/src/CEGLManager.cpp	302	// We give a slight worse rating if attributes are not exact as requested	COMMENT
HIGH	irr/src/mt_opengl_loader.cpp	1	// This code was generated by scripts/BindingGenerator.lua	COMMENT
HIGH	src/inventory.h	225	// If not as many items exist as requested, removes as	COMMENT

Excessive Try-Catch Wrapping4 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	util/ci/run-clang-tidy.py	68	print('Error: could not find compilation database.')	CODE
MEDIUM	util/ci/run-clang-tidy.py	303	print('Error exporting fixes.\n', file=sys.stderr)	CODE
MEDIUM	util/ci/run-clang-tidy.py	312	print('Error applying fixes.\n', file=sys.stderr)	CODE
LOW	doc/protocol.txt	110	except Exception as err:	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…droid/app/src/main/java/org/libsdl/app/SDLSurface.java	231	// if we are. We'll leverage our existing mouse motion listener	COMMENT
MEDIUM	irr/src/CXMeshFileLoader.h	161	// P == End should suffice, but P >= End is more robust.	COMMENT

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	builtin/common/settings/generate_from_settingtypes.lua	7	# This file contains a list of all available settings and their default value for minetest.conf	COMMENT
MEDIUM	src/porting.cpp	673	"# This file is a cache directory tag automatically created by "	CODE

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	util/ci/run-clang-tidy.py	63	def find_compilation_database(path):	CODE
LOW	util/ci/run-clang-tidy.py	134	def check_clang_apply_replacements_binary(args):	CODE
LOW	irr/scripts/BindingGenerator.lua	157	local function NormalizeFunctionSignature( T, str )	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…droid/app/src/main/java/org/libsdl/app/SDLSurface.java	230	// We need to check if we're in relative mouse mode and get the axis offset rather than the x/y values	COMMENT
LOW	lib/catch2/catch_amalgamated.cpp	5514	// No children have started. We need to check if they	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	builtin/settingtypes.txt	2390	# WARNING: There is no benefit, and there are several dangers, in	COMMENT
LOW	builtin/settingtypes.txt	2414	# WARNING: There are known bugs in the default map generators (v6, v7, ...)	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	util/reorder_translation_commits.py	2		CODE
LOW	util/ci/run-clang-tidy.py	36		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	util/gather_git_credits.py	19		CODE
LOW	util/ci/indent_tab_preprocess.py	61		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/servermap.cpp	626	// Hopefully this way we don't forget to keep them in sync.	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	games/devtest/mods/testformspec/formspec.lua	122	<justify>justify. Here comes a blind text: Lorem testum dolor sit amet consecutor celeron fiftifahivus e shadoninia e sm	CODE

luanti-org/luanti

Open-Source Code Quality, Security and Technical Debt Review