1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.7K

Stars

C++

Language

253.3K

Lines of Code

931

Files

485

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 460 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 9.4/100 · LOW

Which changes need focused human review? 485 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 2MEDIUM 2LOW 481

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 485 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 Block452 hits · 386 pts

Severity	File	Line	Snippet	Context
LOW	docker/compose.yaml	1	# Headless Throne; https://throneproj.github.io/headless/ has the full guide. Manage it with thronectl inside the contai	COMMENT
LOW	docker/compose.yaml	21	# and only one Tun-owning Throne may run on it.	COMMENT
LOW	core/internal/winipcfg/winipcfg.go	21	//sys freeMibTable(memory unsafe.Pointer) = iphlpapi.FreeMibTable	COMMENT
LOW	core/internal/winipcfg/winipcfg.go	81	return nil, err	COMMENT
LOW	core/internal/winipcfg/winipcfg.go	161		COMMENT
LOW	include/ui/mainwindow.h	1	#pragma once	COMMENT
LOW	include/ui/mainwindow.h	21	#include <QPointer>	COMMENT
LOW	include/ui/utils/ProfilesTableFilterHeader.h	1	#pragma once	COMMENT
LOW	include/ui/utils/GuiUtils.hpp	21		COMMENT
LOW	include/ui/utils/GuiUtils.hpp	41		COMMENT
LOW	include/ui/setting/ThemeManager.hpp	1	#pragma once	COMMENT
LOW	include/ui/setting/RouteItem.h	1	#pragma once	COMMENT
LOW	include/ui/scanner/dialog_scan_instance.h	1	#pragma once	COMMENT
LOW	include/database/RoutesRepo.h	1	#pragma once	COMMENT
LOW	include/database/ProfilesRepo.h	1	#pragma once	COMMENT
LOW	include/database/SettingsRepo.h	1	#pragma once	COMMENT
LOW	include/database/GroupsRepo.h	1	#pragma once	COMMENT
LOW	include/database/IpListsRepo.h	1	#pragma once	COMMENT
LOW	include/database/Database.h	1	#pragma once	COMMENT
LOW	include/database/entities/Profile.h	1	#pragma once	COMMENT
LOW	include/database/entities/Profile.h	21	#include "include/configs/outbounds/trojan.h"	COMMENT
LOW	include/sys/ServiceManager.hpp	1	#pragma once	COMMENT
LOW	include/sys/HostPresence.hpp	21	// (macOS); otherwise $XDG_RUNTIME_DIR/throne/headless.lock; otherwise none (logged). flock LOCK_EX\|LOCK_NB on a CLO	COMMENT
LOW	include/configs/sub/GroupUpdater.hpp	1	#pragma once	COMMENT
LOW	include/configs/common/Outbound.h	1	#pragma once	COMMENT
LOW	include/api/RPC.h	1	#pragma once	COMMENT
LOW	include/api/remote/Server.hpp	1	#pragma once	COMMENT
LOW	include/api/remote/Router.hpp	1	#pragma once	COMMENT
LOW	include/api/remote/Overlay.hpp	1	#pragma once	COMMENT
LOW	include/scanner/ScanWorker.h	1	#pragma once	COMMENT
LOW	include/engine/tests/TestRunner.h	1	#pragma once	COMMENT
LOW	include/engine/headless/Preflight.h	1	#pragma once	COMMENT
LOW	include/engine/services/StatsService.h	1	#pragma once	COMMENT
LOW	include/global/Logger.hpp	81	#define LOG_WARN(msg) ::Logging::Write(::Logging::Level::Warn, (msg), __FILE__, __LINE__)	COMMENT
LOW	include/global/Utils.hpp	1	// DO NOT INCLUDE THIS	COMMENT
LOW	script/ci/e2e/macos_launchd.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/ci/e2e/lib.sh	1	# shellcheck shell=bash	COMMENT
LOW	script/ci/e2e/linux_scenarios.sh	1	#!/usr/bin/env bash	COMMENT
LOW	3rdparty/WinCommander.cpp	21	****************************************************************************/	COMMENT
LOW	3rdparty/quirc/quirc.h	81	#define QUIRC_MAX_VERSION 40	COMMENT
LOW	3rdparty/quirc/quirc.h	101	#define QUIRC_ECI_ISO_8859_2 4	COMMENT
LOW	3rdparty/quirc/quirc_internal.h	21	#include <stdlib.h>	COMMENT
LOW	3rdparty/fkYAML/node.hpp	1	// _______ __ __ __ _____ __ __ __	COMMENT
LOW	3rdparty/fkYAML/node.hpp	21		COMMENT
LOW	3rdparty/fkYAML/node.hpp	41	// SPDX-License-Identifier: MIT	COMMENT
LOW	3rdparty/fkYAML/node.hpp	81		COMMENT
LOW	3rdparty/fkYAML/node.hpp	101	// See https://devblogs.microsoft.com/cppblog/msvc-now-correctly-reports-__cplusplus/ for more details.	COMMENT
LOW	3rdparty/fkYAML/node.hpp	121	#elif FK_YAML_CPLUSPLUS >= 201703L	COMMENT
LOW	3rdparty/fkYAML/node.hpp	141	#define FK_YAML_DEPRECATED(msg)	COMMENT
LOW	3rdparty/fkYAML/node.hpp	161		COMMENT
LOW	3rdparty/fkYAML/node.hpp	181	#define FK_YAML_HAS_FEATURE(feat) __has_feature(feat)	COMMENT
LOW	3rdparty/fkYAML/node.hpp	201		COMMENT
LOW	3rdparty/fkYAML/node.hpp	221	#if defined(FK_YAML_HAS_CXX_20) && FK_YAML_HAS_CPP_ATTRIBUTE(likely) >= 201803L	COMMENT
LOW	3rdparty/fkYAML/node.hpp	241	#endif /* FK_YAML_DETAIL_MACROS_DEFINE_MACROS_HPP */	COMMENT
LOW	3rdparty/fkYAML/node.hpp	261	#define FK_YAML_ASSERT(x)	COMMENT
LOW	3rdparty/fkYAML/node.hpp	281		COMMENT
LOW	3rdparty/fkYAML/node.hpp	301	// \| __\| _ < \_ _/\| ___ \| _ \| \|___ version 0.5.0	COMMENT
LOW	3rdparty/fkYAML/node.hpp	321	// SPDX-FileCopyrightText: 2023-2026 Kensuke Fukutani <fktn.dev@gmail.com>	COMMENT
LOW	3rdparty/fkYAML/node.hpp	341	// This file is for supplementing future C++ STL implementations to utilize some useful features	COMMENT
LOW	3rdparty/fkYAML/node.hpp	361	/// @tparam T The type defined only if Condition is true.	COMMENT
392 more matches not shown…

Fake / Example Data21 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/simple-protobuf/README.md	89	.name = "John Doe",	CODE
LOW⚡	3rdparty/simple-protobuf/test/pb.cpp	1992	.name = "John Doe",	CODE
LOW⚡	3rdparty/simple-protobuf/test/pb.cpp	1996	.number = "555-4321",	CODE
LOW⚡	3rdparty/simple-protobuf/test/pb.cpp	2002	R"({"name":"John Doe","id":123,"email":"QXUeh@example.com","phones":[{"number":"555-4321","type":"HOME"}]})"	CODE
LOW⚡	3rdparty/simple-protobuf/test/pb.cpp	2002	R"({"name":"John Doe","id":123,"email":"QXUeh@example.com","phones":[{"number":"555-4321","type":"HOME"}]})"	CODE
LOW	3rdparty/simple-protobuf/test/gpb-compatibility.cpp	1491	auto spb = PhoneBook::Person{.name = "John Doe",	CODE
LOW	3rdparty/simple-protobuf/test/gpb-compatibility.cpp	1496	.number = "555-4321",	CODE
LOW	3rdparty/simple-protobuf/test/etl-compatibility.cpp	533	auto spb = PhoneBook::Etl::Person{.name = "John Doe",	CODE
LOW	3rdparty/simple-protobuf/test/etl-compatibility.cpp	538	.number = "555-4321",	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	388	R"({"name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "555-4321","type":	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	388	R"({"name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "555-4321","type":	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	389	R"({"name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "555-4321","type":	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	389	R"({"name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "555-4321","type":	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	390	R"({"name2": "Jack","name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "5	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	390	R"({"name2": "Jack","name": "John Doe","id": 123,"email": "QXUeh@example.com", "phones": [ {"number": "5	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	395	CHECK(person.name == "John Doe");	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	399	CHECK(person.phones[0].number == "555-4321");	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	1159	.name = "John Doe",	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	1163	.number = "555-4321",	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	1167	R"({"name":"John Doe","id":123,"email":"QXUeh@example.com","phones":[{"number":"555-4321","type":"HOME"}	CODE
LOW⚡	3rdparty/simple-protobuf/test/json.cpp	1167	R"({"name":"John Doe","id":123,"email":"QXUeh@example.com","phones":[{"number":"555-4321","type":"HOME"}	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	script/ci/smoke_fixtures.py	199	except KeyboardInterrupt:	CODE
HIGH	script/ci/smoke_fixtures.py	96	except OSError:	CODE

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	script/install_linux.py	127	CODE
LOW	script/install_linux.py	212	CODE
LOW	script/ci/smoke_fixtures.py	78	CODE
LOW	script/ci/smoke_fixtures.py	106	CODE
LOW	3rdparty/simple-protobuf/scripts/benchmark-plotter.py	12	CODE
LOW	3rdparty/simple-protobuf/scripts/benchmark-plotter.py	41	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	3rdparty/fkYAML/node.hpp	341	// This file is for supplementing future C++ STL implementations to utilize some useful features	COMMENT

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/simple-protobuf/scripts/benchmark-plotter.py	67	except Exception as e:	CODE
MEDIUM	3rdparty/simple-protobuf/scripts/file-size-plotter.py	33	print(f"Error: '{directory}' is not a valid directory.")	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	3rdparty/monocypher/monocypher.h	255	// Don't forget to add authentication.	COMMENT

throneproj/Throne

Open-Source Code Quality, Security and Technical Debt Review