3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.7K

Stars

Language

481.4K

Lines of Code

1.3K

Files

1.9K

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 16.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1832 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 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 1857 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 4MEDIUM 37LOW 1816

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 1857 distinct pattern matches across 7 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 Block1805 hits · 1627 pts

Severity	File	Line	Snippet	Context
LOW	helpers.cpp	1	#include <vector>	COMMENT
LOW	settings.h	1	#ifndef NEU_SETTINGS_H	COMMENT
LOW	resources.cpp	1	#include <string>	COMMENT
LOW	helpers.h	1	#ifndef NEU_HELPERS_H	COMMENT
LOW	main.cpp	1	#include <cstdlib>	COMMENT
LOW	settings.cpp	1	#include <string>	COMMENT
LOW	server/router.cpp	1	#include <string>	COMMENT
LOW	server/router.cpp	21	#include "api/debug/debug.h"	COMMENT
LOW	server/neuserver.cpp	1	#include <string>	COMMENT
LOW	lib/websocketpp/transport/asio/connection.hpp	41		COMMENT
LOW	lib/websocketpp/logger/levels.hpp	61	static level const none = 0x0;	COMMENT
LOW	lib/websocketpp/config/debug.hpp	41	#include <websocketpp/transport/iostream/endpoint.hpp>	COMMENT
LOW	lib/websocketpp/config/minimal_server.hpp	41		COMMENT
LOW	lib/websocketpp/config/boost_config.hpp	41	#define _WEBSOCKETPP_CPP11_FUNCTIONAL_	COMMENT
LOW	lib/websocketpp/config/boost_config.hpp	61	#define _WEBSOCKETPP_CPP11_THREAD_	COMMENT
LOW	lib/websocketpp/config/core_client.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/config/core_client.hpp	41	#endif	COMMENT
LOW	lib/websocketpp/config/core.hpp	41		COMMENT
LOW	lib/websocketpp/common/system_error.hpp	41	#endif	COMMENT
LOW	lib/websocketpp/common/regex.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/platforms.hpp	41	// Bump up the variadic parameter max for Visual Studio 2012	COMMENT
LOW	lib/websocketpp/common/functional.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/functional.hpp	41		COMMENT
LOW	lib/websocketpp/common/type_traits.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/random.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/random.hpp	41		COMMENT
LOW	lib/websocketpp/common/chrono.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/chrono.hpp	41		COMMENT
LOW	lib/websocketpp/common/asio.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/asio.hpp	41	// default and not easily changeable version of boost supplied by the package	COMMENT
LOW	lib/websocketpp/common/asio.hpp	61	#include <boost/asio/steady_timer.hpp>	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	41	#endif	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	61	// This define reports to WebSocket++ that 100% of the language and library	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	81	#define _WEBSOCKETPP_NULLPTR_TOKEN_ nullptr	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	101	#ifdef _WEBSOCKETPP_NOEXCEPT_	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	121	// build system says we have constexpr	COMMENT
LOW	lib/websocketpp/common/cpp11.hpp	141		COMMENT
LOW	lib/websocketpp/common/memory.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/memory.hpp	41		COMMENT
LOW	lib/websocketpp/common/md5.hpp	101	# define ZSW_MD5_BYTE_ORDER 0	COMMENT
LOW	lib/websocketpp/common/md5.hpp	121	#define ZSW_MD5_T17 /* 0xf61e2562 */ (ZSW_MD5_T_MASK ^ 0x09e1da9d)	COMMENT
LOW	lib/websocketpp/common/md5.hpp	141	#define ZSW_MD5_T37 /* 0xa4beea44 */ (ZSW_MD5_T_MASK ^ 0x5b4115bb)	COMMENT
LOW	lib/websocketpp/common/thread.hpp	21	* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND	COMMENT
LOW	lib/websocketpp/common/thread.hpp	41	#define _WEBSOCKETPP_CPP11_THREAD_	COMMENT
LOW	lib/hwinfo/include/hwinfo/cpu.h	1	// Copyright Leon Freist	COMMENT
LOW	lib/hwinfo/include/hwinfo/platform.h	1	#pragma once	COMMENT
LOW	lib/hwinfo/include/hwinfo/platform.h	21	#endif	COMMENT
LOW	lib/hwinfo/include/hwinfo/platform.h	41	#else	COMMENT
LOW	lib/hwinfo/include/hwinfo/hwinfo.h	1	// Copyright Leon Freist	COMMENT
LOW	lib/hwinfo/include/hwinfo/utils/stringutils.h	1	// Copyright Leon Freist	COMMENT
LOW	lib/hwinfo/src/apple/disk.cpp	1	// Copyright Leon Freist	COMMENT
LOW	lib/hwinfo/src/apple/mainboard.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/apple/ram.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/apple/cpu.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/linux/disk.cpp	1	// Copyright Leon Freist	COMMENT
LOW	lib/hwinfo/src/linux/network.cpp	1	#include <hwinfo/platform.h>	COMMENT
LOW	lib/hwinfo/src/linux/os.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/linux/ram.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/linux/cpu.cpp	1	// Copyright (c) Leon Freist <freist@informatik.uni-freiburg.de>	COMMENT
LOW	lib/hwinfo/src/linux/cpu.cpp	321	// if (!std::ifstream("/etc/sensors3.conf"))	COMMENT
1745 more matches not shown…

Decorative Section Separators25 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	CMakeLists.txt	23	# =========================	COMMENT
MEDIUM	CMakeLists.txt	25	# =========================	COMMENT
MEDIUM⚡	CMakeLists.txt	130	# =========================	COMMENT
MEDIUM⚡	CMakeLists.txt	132	# =========================	COMMENT
MEDIUM⚡	CMakeLists.txt	141	# =========================	COMMENT
MEDIUM⚡	CMakeLists.txt	143	# =========================	COMMENT
MEDIUM	CMakeLists.txt	180	# =========================	COMMENT
MEDIUM	CMakeLists.txt	182	# =========================	COMMENT
MEDIUM	CMakeLists.txt	199	# =========================	COMMENT
MEDIUM	CMakeLists.txt	201	# =========================	COMMENT
MEDIUM	CMakeLists.txt	296	# =========================	COMMENT
MEDIUM	CMakeLists.txt	298	# =========================	COMMENT
MEDIUM	lib/asio/src/tools/handlerviz.pl	35	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerviz.pl	134	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerviz.pl	147	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerviz.pl	240	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerviz.pl	372	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerlive.pl	23	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerlive.pl	70	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlerlive.pl	85	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlertree.pl	23	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlertree.pl	34	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlertree.pl	50	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlertree.pl	79	#-------------------------------------------------------------------------------	COMMENT
MEDIUM	lib/asio/src/tools/handlertree.pl	135	#-------------------------------------------------------------------------------	COMMENT

Synthetic Comment Markers4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	lib/mbedtls/library/error.c	186	/* Begin Auto-Generated Code. */	COMMENT
HIGH	lib/mbedtls/library/error.c	528	/* End Auto-Generated Code. */	COMMENT
HIGH	lib/mbedtls/library/error.c	549	/* Begin Auto-Generated Code. */	COMMENT
HIGH	lib/mbedtls/library/error.c	783	/* End Auto-Generated Code. */	COMMENT

Self-Referential Comments8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/mbedtls/include/psa/crypto_extra.h	1617	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	962	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	1325	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	1385	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	1734	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	1797	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	2260	* -# Initialize the operation object with one of the methods described in the	COMMENT
MEDIUM	lib/mbedtls/include/psa/crypto.h	2330	* -# Initialize the operation object with one of the methods described in the	COMMENT

Redundant / Tautological Comments10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	lib/asio/release.pl	72	# Open the files.	COMMENT
LOW	lib/asio/release.pl	91	# Close the files and move the temporary output into position.	COMMENT
LOW	lib/asio/release.pl	100	# Open the files.	COMMENT
LOW	lib/asio/release.pl	123	# Close the files and move the temporary output into position.	COMMENT
LOW	lib/asio/release.pl	132	# Open the files.	COMMENT
LOW	lib/asio/release.pl	153	# Close the files and move the temporary output into position.	COMMENT
LOW	lib/asio/release.pl	162	# Open the files.	COMMENT
LOW	lib/asio/release.pl	183	# Close the files and move the temporary output into position.	COMMENT
LOW	lib/asio/boostify.pl	112	# Open the files.	COMMENT
LOW	lib/asio/tsify.pl	107	# Open the files.	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/httplib/httplib.h	13537	// Cross-host/scheme redirect - create new client with robust setup	COMMENT
MEDIUM	lib/httplib/httplib.h	13542	// New method for robust redirect client creation	COMMENT
MEDIUM	lib/httplib/httplib.h	13604	// Setup client with robust configuration	COMMENT
MEDIUM	lib/httplib/httplib.h	13612	// New method for robust client setup (based on basic_manual_redirect.cpp	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/hwinfo/src/apple/gpu.cpp	19	// TODO: implement	COMMENT

neutralinojs/neutralinojs

Open-Source Code Quality, Security and Technical Debt Review