0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.8K

Stars

Language

876.8K

Lines of Code

1.9K

Files

357

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 324 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 33 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 357 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 1HIGH 0MEDIUM 1LOW 355

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 357 distinct pattern matches across 8 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 Block315 hits · 299 pts

Severity	File	Line	Snippet	Context
LOW	test/core/include/core.h	1	#ifndef CORE_H	COMMENT
LOW	test/addons/include/addons.h	1	#ifndef ADDONS_H	COMMENT
LOW	test/script/include/script.h	1	#ifndef SCRIPT_H	COMMENT
LOW	…dll_module/dll_module/include/dll_module/bake_config.h	21	#include <flecs.h>	COMMENT
LOW	test/custom_builds/c/import_from_library/include/host.h	1	#ifndef HOST_H	COMMENT
LOW	…ry/physics_plugin/include/physics_plugin/bake_config.h	21	#include <flecs.h>	COMMENT
LOW	test/query/include/query.h	1	#ifndef QUERY_H	COMMENT
LOW	include/flecs.h	101	#ifdef FLECS_SANITIZE	COMMENT
LOW	include/flecs.h	221		COMMENT
LOW	include/flecs.h	241	#define FLECS_OS_API_IMPL /*< Default implementation for OS API. /	COMMENT
LOW	include/flecs.h	341		COMMENT
LOW	include/flecs.h	941	#define ECS_TYPE_HOOK_MOVE ECS_CAST(ecs_flags32_t, 1 << 3)	COMMENT
LOW	include/flecs.h	6161	#pragma warning(pop)	COMMENT
LOW	include/flecs/os_api.h	461	*/	COMMENT
LOW	include/flecs/os_api.h	481		COMMENT
LOW	include/flecs/os_api.h	501	#define ecs_os_memcpy(ptr1, ptr2, num) memcpy(ptr1, ptr2, static_cast<size_t>(num))	COMMENT
LOW	include/flecs/os_api.h	521	#define ecs_os_memset_t(ptr, value, T) ecs_os_memset(ptr, value, ECS_SIZEOF(T))	COMMENT
LOW	include/flecs/os_api.h	541	#define ecs_os_strcpy(str1, str2) strcpy(str1, str2)	COMMENT
LOW	include/flecs/os_api.h	561	#define ecs_os_task_join(thread) ecs_os_api.task_join_(thread)	COMMENT
LOW	include/flecs/os_api.h	581		COMMENT
LOW	include/flecs/os_api.h	601	#define ecs_os_linc(v)	COMMENT
LOW	include/flecs/bake_config.h	21	/* No dependencies */	COMMENT
LOW	include/flecs/addons/script_shell.h	1	/**	COMMENT
LOW	include/flecs/addons/rest.h	21	/* Used for the HTTP server */	COMMENT
LOW	include/flecs/addons/script.h	21		COMMENT
LOW	include/flecs/addons/flecs_cpp.h	21		COMMENT
LOW	include/flecs/addons/log.h	321	/** Fatal. Used when an issue occurs, and the application cannot continue. */	COMMENT
LOW	include/flecs/addons/log.h	381	#elif defined(FLECS_LOG_2) /* Level 2 and below debug tracing enabled */	COMMENT
LOW	include/flecs/addons/log.h	401	#elif defined(FLECS_LOG_1) /* Level 1 debug tracing enabled */	COMMENT
LOW	include/flecs/addons/log.h	421	#define ecs_dbg_1(...)	COMMENT
LOW	include/flecs/addons/log.h	441	#define ecs_dbg_2(...)	COMMENT
LOW	include/flecs/addons/log.h	501	#ifdef FLECS_SANITIZE	COMMENT
LOW	include/flecs/addons/pipeline.h	21	* Pipelines order and schedule systems for execution.	COMMENT
LOW	include/flecs/addons/metrics.h	21		COMMENT
LOW	include/flecs/addons/cpp/world.hpp	841	# include "mixins/entity/mixin.inl"	COMMENT
LOW	include/flecs/addons/cpp/world.hpp	861	# include "mixins/pipeline/mixin.inl"	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	41	template <typename Func, typename ... Components>	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	61	#include "mixins/system/decl.hpp"	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	81	#ifdef FLECS_STATS	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	101	#include "pair.hpp"	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	121	#endif	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	141	#ifdef FLECS_PIPELINE	COMMENT
LOW	include/flecs/addons/cpp/flecs.hpp	161	#endif	COMMENT
LOW	include/flecs/addons/cpp/log.hpp	1	/**	COMMENT
LOW	include/flecs/addons/cpp/utils/enum.hpp	21	// Test if we're using a compiler that supports the required features.	COMMENT
LOW	include/flecs/addons/cpp/utils/utils.hpp	1	/**	COMMENT
LOW	include/flecs/private/addons.h	21		COMMENT
LOW	include/flecs/private/addons.h	41	#endif	COMMENT
LOW	include/flecs/private/addons.h	61	#include "../addons/rest.h"	COMMENT
LOW	include/flecs/private/addons.h	81	#endif	COMMENT
LOW	include/flecs/private/addons.h	101	#error "FLECS_NO_ALERTS failed: ALERTS is required by other addons"	COMMENT
LOW	include/flecs/private/addons.h	121	#ifdef FLECS_NO_SCRIPT_MATH	COMMENT
LOW	include/flecs/private/addons.h	141	#ifdef FLECS_SCRIPT_SHELL	COMMENT
LOW	include/flecs/private/addons.h	161	#ifdef FLECS_NO_SCRIPT_ASYNC	COMMENT
LOW	include/flecs/private/addons.h	181	#ifdef FLECS_NO_META	COMMENT
LOW	include/flecs/private/addons.h	201	#ifdef FLECS_CPP	COMMENT
LOW	include/flecs/private/api_support.h	421	int flecs_journal_get_counter(void);	COMMENT
LOW	include/flecs/private/addon_defines.h	1	/**	COMMENT
LOW	include/flecs/private/addon_defines.h	21	#ifdef FLECS_NO_CONSTRAINT_TRAITS	COMMENT
LOW	include/flecs/private/addon_defines.h	41	#endif	COMMENT
255 more matches not shown…

Fake / Example Data32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	examples/cpp/hello_world/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/queries/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/queries/hierarchy/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/systems/target_fps/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/systems/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/systems/pipeline/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/systems/delta_time/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/relationships/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/entities/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/entities/hierarchy/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/entities/iterate_components/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/entities/prefab/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/cpp/entities/cpp_traits/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/hello_world/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/queries/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/queries/hierarchies/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/systems/target_fps/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/systems/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/systems/pipeline/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/systems/delta_time/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/relationships/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/entities/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/entities/hierarchy/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/entities/iterate_components/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/basics/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/auto_define_enum/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/runtime_component/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/nested_struct/project.json	5	"author": "Jane Doe",	CODE
LOW	…es/c/reflection/auto_define_nested_struct/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/auto_define_struct/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/basics_deserialize/project.json	5	"author": "Jane Doe",	CODE
LOW	examples/c/reflection/basics_json/project.json	5	"author": "Jane Doe",	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/script/src/Command.c	3493	"flecs.script.shell.commands.core.ls(parent).count()",	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	docs/cfg/postprocess.py	277	CODE
LOW	docs/cfg/postprocess.py	344	CODE
LOW	docs/cfg/postprocess.py	111	CODE
LOW	docs/cfg/examples.py	51	CODE
LOW	docs/cfg/examples.py	68	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/query/src/Cascade.c	1299	// no longer alive, which the cascade logic should be robust against.	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…mples/cpp/game_mechanics/inventory_system/src/main.cpp	136	// If item has amount we need to check if the container already has an	COMMENT

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/cfg/examples.py	191	def write_playground_examples(root, examples, out_dir):	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…mples/cpp/game_mechanics/inventory_system/src/main.cpp	164	dst = get_container(dst); // Make sure to replace players with container	CODE

SanderMertens/flecs

Open-Source Code Quality, Security and Technical Debt Review