1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

1.9K

Stars

C++

Language

947.5K

Lines of Code

2.5K

Files

1.2K

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 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1164 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 48 finding(s).

PR Review Velocity Impact 6.5/100 · LOW

Which changes need focused human review? 1202 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 1MEDIUM 30LOW 1171

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 1202 distinct pattern matches across 14 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 Block1113 hits · 956 pts

Severity	File	Line	Snippet	Context
LOW	contrib/atomic_queue/spinlock.h	121	void unlock() noexcept {	COMMENT
LOW	contrib/atomic_queue/spinlock.h	141		COMMENT
LOW	contrib/atomic_queue/spinlock.h	161		COMMENT
LOW	contrib/atomic_queue/spinlock.h	181	// ~AdaptiveMutex() noexcept {	COMMENT
LOW	contrib/atomic_queue/defs.h	61	#pragma message("Unknown CPU architecture. Using L1 cache line size of 64 bytes and no spinloop pause instruction.")	COMMENT
LOW	contrib/atomic_queue/atomic_queue.h	1	/* -- mode: c++; c-basic-offset: 4; indent-tabs-mode: nil; tab-width: 4 -- */	COMMENT
LOW	contrib/fast_float/fast_float.h	1	// fast_float by Daniel Lemire	COMMENT
LOW	contrib/fast_float/fast_float.h	21	//	COMMENT
LOW	contrib/fast_float/fast_float.h	41	//	COMMENT
LOW	contrib/fast_float/fast_float.h	61	// Unless required by applicable law or agreed to in writing, software	COMMENT
LOW	contrib/fast_float/fast_float.h	81	// works are solely in the form of machine-executable object code generated by	COMMENT
LOW	contrib/fast_float/fast_float.h	101		COMMENT
LOW	contrib/fast_float/fast_float.h	121		COMMENT
LOW	contrib/fast_float/fast_float.h	141	#else	COMMENT
LOW	contrib/fast_float/fast_float.h	241	defined(__loongarch64) \|\| (defined(__riscv) && __riscv_xlen == 64))	COMMENT
LOW	contrib/fast_float/fast_float.h	261	#endif	COMMENT
LOW	contrib/fast_float/fast_float.h	281	#include <sys/byteorder.h>	COMMENT
LOW	contrib/fast_float/fast_float.h	301	#	COMMENT
LOW	contrib/fast_float/fast_float.h	321	#endif	COMMENT
LOW	contrib/fast_float/fast_float.h	1481	#include <limits>	COMMENT
LOW	contrib/fast_float/fast_float.h	2921	answer.power2 = 0;	COMMENT
LOW	contrib/fast_float/fast_float.h	2981		COMMENT
LOW	contrib/fast_float/fast_float.h	4041	// (the float rounded-down) and `b+u`, the next positive float. this	COMMENT
LOW	contrib/fast_float/fast_float.h	4141	}	COMMENT
LOW	contrib/fast_float/fast_float.h	4161	// function call.	COMMENT
LOW	contrib/fast_float/fast_float.h	4181	// fmin + 1.0f == 1	COMMENT
LOW	contrib/fast_float/fast_float.h	4261	template <typename T>	COMMENT
LOW	contrib/PicoDDS/PicoDDS.h	1	// ========================================================================	COMMENT
LOW	contrib/PicoDDS/PicoDDS.cpp	1	// ========================================================================	COMMENT
LOW	contrib/portable-file-dialogs/pfd.h	1	//	COMMENT
LOW	contrib/portable-file-dialogs/pfd.h	21	#include <shlobj.h>	COMMENT
LOW	contrib/portable-file-dialogs/pfd.h	41	#include <cstdlib> // std::getenv()	COMMENT
LOW	contrib/fmt/include/fmt/ostream.h	1	// Formatting library for C++ - std::ostream support	COMMENT
LOW	contrib/fmt/include/fmt/ostream.h	21	#endif	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1	// Formatting library for C++ - implementation	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	21	#endif	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	221		COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1301	// For the case of binary32, the result of integer check is not correct for	COMMENT
LOW	contrib/fmt/include/fmt/ranges.h	1	// Formatting library for C++ - range and tuple support	COMMENT
LOW	contrib/fmt/include/fmt/xchar.h	1	// Formatting library for C++ - optional wchar_t and exotic character support	COMMENT
LOW	contrib/fmt/include/fmt/core.h	1	// This file is only provided for compatibility and may be removed in future	COMMENT
LOW	contrib/fmt/include/fmt/chrono.h	1	// Formatting library for C++ - chrono support	COMMENT
LOW	contrib/fmt/include/fmt/chrono.h	21	#endif	COMMENT
LOW	contrib/fmt/include/fmt/chrono.h	221	}	COMMENT
LOW	contrib/fmt/include/fmt/chrono.h	241	#endif	COMMENT
LOW	contrib/fmt/include/fmt/chrono.h	541		COMMENT
LOW	contrib/fmt/include/fmt/os.h	1	// Formatting library for C++ - optional OS-specific functionality	COMMENT
LOW	contrib/fmt/include/fmt/os.h	21	# endif	COMMENT
LOW	contrib/fmt/include/fmt/os.h	41	#ifndef FMT_POSIX	COMMENT
LOW	contrib/fmt/include/fmt/color.h	241	// │23│─┘	COMMENT
LOW	contrib/fmt/include/fmt/color.h	261	// │62│─┬── unused	COMMENT
LOW	contrib/fmt/include/fmt/args.h	1	// Formatting library for C++ - dynamic argument lists	COMMENT
LOW	contrib/fmt/include/fmt/printf.h	1	// Formatting library for C++ - legacy printf implementation	COMMENT
LOW	contrib/fmt/include/fmt/compile.h	1	// Formatting library for C++ - experimental format string compilation	COMMENT
LOW	contrib/fmt/include/fmt/format.h	41	#include "base.h"	COMMENT
LOW	contrib/fmt/include/fmt/format.h	61	# endif	COMMENT
LOW	contrib/fmt/include/fmt/format.h	81	// Use the provided definition.	COMMENT
LOW	contrib/fmt/include/fmt/format.h	101	// Check if RTTI is disabled.	COMMENT
LOW	contrib/fmt/include/fmt/format.h	121	#else	COMMENT
LOW	contrib/fmt/include/fmt/format.h	141	# if FMT_GLIBCXX_RELEASE < 13	COMMENT
1053 more matches not shown…

Decorative Section Separators22 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	nd/Comments.txt	10	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Comments.txt	22	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Languages.txt	10	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Languages.txt	19	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Languages.txt	71	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	7	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	82	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	127	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	147	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	164	# ------------------------------------------------------------------------	COMMENT
MEDIUM	nd/Project.txt	195	# ------------------------------------------------------------------------	COMMENT
MEDIUM	src/SystemView.cpp	66	// ─── System View ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/SystemView.cpp	333	// ─── System Map Input ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/SystemView.cpp	342	// ─── System Map Display ──────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/ModelViewerWidget.cpp	36	// ─── Utility Functions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/ModelViewerWidget.cpp	51	// ─── Setup ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/ModelViewerWidget.cpp	229	// ─── Input Handling ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/ModelViewerWidget.cpp	466	// ─── Model Rendering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/ModelViewerWidget.cpp	639	// ─── Draw Overlays ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/system/SystemEditor.cpp	704	// ─── Update Loop ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/system/SystemEditor.cpp	901	// ─── Interface Rendering ─────────────────────────────────────────────────────	COMMENT
MEDIUM	src/editor/system/GalaxyEditAPI.cpp	430	// ─── SystemBody::EditorAPI ───────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers22 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	NEWS.md	251	* Only add systems once in system search function GetNearbyStarSystemsByName (#6244)	COMMENT
LOW	Changelog.txt	195	* Only add systems once in system search function GetNearbyStarSystemsByName (#6244)	COMMENT
LOW	scripts/scan_enums.py	142	def match_pp_headername_or_token(ln, lines):	STRING
LOW	scripts/wiki_ship_stat_parser.py	256	def print_ship_as_wiki_infobox(ship_name):	CODE
LOW	data/pigui/modules/ship-internals-window.lua	172	local function displayShipFunctionWindow()	CODE
LOW	data/pigui/modules/flight-ui/hyperspace.lua	27	local function displayHyperspaceCountdown()	CODE
LOW	data/pigui/modules/flight-ui/reticule.lua	229	local function displayReticuleBrakeGauge(ratio_primary, ratio_secondary)	CODE
LOW	data/pigui/modules/flight-ui/reticule.lua	264	local function displayReticulePitchHorizonCompass()	CODE
LOW	data/pigui/modules/flight-ui/reticule.lua	286	local function displayReticuleLandingAssist()	CODE
LOW	data/pigui/modules/flight-ui/indicators.lua	31	local function displayDirectionalMarkers()	CODE
LOW	data/pigui/modules/flight-ui/indicators.lua	144	local function displayCombatTargetIndicator(combatTarget)	CODE
LOW	data/pigui/modules/flight-ui/indicators.lua	175	local function displayNavTargetIndicator(navTarget)	CODE
LOW	data/pigui/modules/flight-ui/indicators.lua	229	local function displayMouseMoveIndicator()	CODE
LOW	data/pigui/modules/station-view/06-shipRepairs.lua	96	local function determinePaintshopAvailability()	CODE
LOW	data/pigui/modules/station-view/04-shipMarket.lua	361	local function getNumSlotsCompatibleWithType(def, type)	CODE
LOW	data/pigui/modules/new-game-window/ship.lua	920	local function checkNonExistentEquipment(value)	CODE
LOW	data/pigui/modules/new-game-window/location.lua	306	local function getSystemBodyIndexForFrameID(id, frame)	CODE
LOW	data/modules/TradeShips/Flow.lua	238	local function calculateFlowForLocalRoutes()	CODE
LOW	data/modules/FlightLog/FlightLog.lua	38	local function AdjustNonCustomElementCount( count )	CODE
LOW	data/modules/FlightLog/FlightLog.lua	50	local function ConsiderCollapseSystemEventPair( first_index )	CODE
LOW	…odules/StationTrafficControl/StationTrafficControl.lua	61	local function onDockingClearanceGranted(station, ship)	CODE
LOW	…odules/StationTrafficControl/StationTrafficControl.lua	96	local function onDockingClearanceExpired(station, ship)	CODE

AI Slop Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	contrib/fmt/include/fmt/format.h	3359	// Compilers are not aware of how to leverage the maximum value of	COMMENT
MEDIUM	contrib/imgui/backends/imgui_impl_sdl2.cpp	1229	// Note: SDL 2.0.6+ has a SDL_WINDOW_SKIP_TASKBAR flag which is supported under Windows but the way it create the wi	COMMENT
LOW	scripts/wiki_ship_stat_parser.py	441	# If the exponent bigger than 0 just return it	COMMENT
MEDIUM	src/text/TextSupport.h	38	// more robust to incorrectly encoded text	COMMENT
MEDIUM	src/ship/PlayerShipController.h	47	//XXX AI should utilize one or more of these	COMMENT
MEDIUM	src/editor/system/GalaxyEditAPI.cpp	48	// Essentially CollapsingHeader without the frame and with consistent ID regardless of edited body	COMMENT

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	scripts/clean_lang_data.py	23	CODE
LOW	scripts/clean_lang_data.py	58	CODE
LOW	scripts/scan_enums.py	96	CODE
LOW	scripts/scan_enums.py	148	CODE
LOW	scripts/scan_enums.py	443	CODE
LOW	scripts/scan_enums.py	464	CODE
LOW	scripts/scan_enums.py	480	CODE
LOW	scripts/move_translation.py	27	CODE
LOW	scripts/wiki_ship_stat_parser.py	116	CODE
LOW	scripts/wiki_ship_stat_parser.py	155	CODE
LOW	scripts/wiki_ship_stat_parser.py	448	CODE
LOW	scripts/wiki_ship_stat_parser.py	120	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	contrib/imgui/imgui_demo.cpp	7734	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	contrib/imgui/imgui_demo.cpp	7734	ImGui::TextWrapped("Lorem ipsum dolor sit amet");	CODE
LOW⚡	contrib/imgui/imgui_demo.cpp	7736	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW⚡	contrib/imgui/imgui_demo.cpp	7736	ImGui::Text("Lorem ipsum dolor sit amet");	CODE
LOW	contrib/imgui/imgui_demo.cpp	9662	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	contrib/imgui/imgui_demo.cpp	9662	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor i	CODE
LOW	contrib/imgui/imgui_demo.cpp	10784	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW	contrib/imgui/imgui_demo.cpp	10784	ImGui::TextWrapped("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	scripts/clean_lang_data.py	5	CODE
LOW	scripts/clean_lang_data.py	8	CODE
LOW	scripts/clean_lang_data.py	9	CODE
LOW	scripts/move_translation.py	21	CODE
LOW	scripts/move_translation.py	25	CODE
LOW	scripts/ShipPlanner015.py	23	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	83	Pioneer does not accept AI-generated code contributions. Code contributions generated by AI do not comply with and canno	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	contrib/fmt/include/fmt/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	contrib/fmt/include/fmt/format-inl.h	1259	// Step 1: integer promotion & Schubfach multiplier calculation.	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1314	// Step 2: Try larger divisor; remove trailing zeros if necessary.	COMMENT
LOW	contrib/fmt/include/fmt/format-inl.h	1346	// Step 3: Find the significand with the smaller divisor.	COMMENT

Excessive Try-Catch Wrapping2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	data/modules/AutoSave/AutoSave.lua	11	print('Error picking auto-save')	CODE
MEDIUM	data/modules/AutoSave/AutoSave.lua	43	print('Error making autosave:')	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	contrib/imgui/imgui_widgets.cpp	7356	// Tip: pass a non-visible label (e.g. "##hello") then you can use the space to draw other text or image.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ShipPlanner015.py	41		CODE
LOW	scripts/ShipPlanner015.py	59		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/win32/OSWin32.cpp	240	// TODO: implement me	COMMENT

pioneerspacesim/pioneer

Open-Source Code Quality, Security and Technical Debt Review