1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

19.9K

Stars

Kotlin

Language

120.4K

Lines of Code

739

Files

114

Pattern Hits

2026-10-31

Scan Date

0.01

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 105 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 6.4/100 · LOW

Which changes need focused human review? 114 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 4HIGH 1MEDIUM 2LOW 107

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 114 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 Block99 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	uapi/ksu.h	1	#ifndef __KSU_UAPI_KSU_H	COMMENT
LOW	.cargo/config.example.toml	1	# This file contains required configuration to correctly build ksud across platforms.	COMMENT
LOW	.cargo/config.example.toml	21	# BINDGEN_EXTRA_CLANG_ARGS_x86_64_linux_android=--sysroot=ANDROID_NDK_ROOT/toolchains/llvm/prebuilt/darwin-x86_64/sysroo	COMMENT
LOW	manager/app/src/main/cpp/logging.h	1	#pragma once	COMMENT
LOW	manager/app/src/main/cpp/logging.h	21	#define LOGE(...) __android_log_print(ANDROID_LOG_ERROR, LOG_TAG, __VA_ARGS__)	COMMENT
LOW	userspace/ksud/src/boot_patch.rs	421	pub struct BootPatchArgs {	COMMENT
LOW	userspace/ksud/src/boot_patch.rs	441	pub ota: bool,	COMMENT
LOW	userspace/ksud/src/boot_patch.rs	461	#[cfg(not(target_os = "android"))]	COMMENT
LOW	userspace/ksud/src/boot_patch.rs	521	/// Do not load custom rc	COMMENT
LOW	userspace/ksud/src/boot_patch.rs	961	/// Output path. If not specified, will use current directory.	COMMENT
LOW	userspace/ksud/src/ksu_uapi.h	1	#include "uapi/ksu.h"	COMMENT
LOW	userspace/ksud/src/assets.rs	41	struct Asset;	COMMENT
LOW	kernel/infra/seccomp_cache.c	1	#include <linux/version.h>	COMMENT
LOW	kernel/infra/file_wrapper.c	1	#include <linux/gfp.h>	COMMENT
LOW	kernel/infra/event_queue.c	1	#include <linux/ktime.h>	COMMENT
LOW	kernel/infra/su_mount_ns.c	1	#include <linux/dcache.h>	COMMENT
LOW	kernel/infra/event_queue.h	1	#ifndef KSU_EVENT_QUEUE_H	COMMENT
LOW	kernel/infra/symbol_resolver.c	1	#include <linux/bsearch.h>	COMMENT
LOW	kernel/infra/symbol_resolver.c	21	static const char cfi_suffix[] = ".cfi_jt";	COMMENT
LOW	kernel/core/init.c	1	#include <linux/export.h>	COMMENT
LOW	kernel/core/init.c	21	#include "supercall/supercall.h"	COMMENT
LOW	kernel/include/klog.h	1	#ifndef __KSU_H_KLOG	COMMENT
LOW	kernel/include/util.h	1	#ifndef __KSU_H_UTIL	COMMENT
LOW	kernel/include/util.h	41	PT_REGS_PARM5(&__ksu_regs) = (unsigned long)(e); \	COMMENT
LOW	kernel/include/arch.h	1	#ifndef __KSU_H_ARCH	COMMENT
LOW	kernel/include/arch.h	21		COMMENT
LOW	kernel/include/arch.h	41	#define __PT_RC_REG ax	COMMENT
LOW	kernel/include/arch.h	61	#define __PT_FP_REG s0	COMMENT
LOW	kernel/include/arch.h	81	#define PT_REGS_PARM1(x) (__PT_REGS_CAST(x)->__PT_PARM1_REG)	COMMENT
LOW	kernel/runtime/boot_event.c	1	#include "feature/selinux_hide.h"	COMMENT
LOW	kernel/runtime/ksud_integration.c	1	#include "feature/selinux_hide.h"	COMMENT
LOW	kernel/runtime/ksud_integration.c	21	#include <linux/stat.h>	COMMENT
LOW	kernel/preinit/preinit.c	1	#include <linux/err.h>	COMMENT
LOW	kernel/preinit/runner/runner.c	21	#ifndef INIT_PATH	COMMENT
LOW	kernel/preinit/runner/runner.c	41	#endif	COMMENT
LOW	kernel/preinit/runner/nolibc/compiler.h	1	/* SPDX-License-Identifier: LGPL-2.1 OR MIT */	COMMENT
LOW	kernel/preinit/runner/nolibc/compiler.h	21	#define __nolibc_aligned(alignment) __attribute__((aligned(alignment)))	COMMENT
LOW	kernel/preinit/runner/nolibc/compiler.h	41	# define __no_stack_protector __attribute__((__optimize__("-fno-stack-protector")))	COMMENT
LOW	kernel/preinit/runner/nolibc/types.h	21	* ones such as the O_RDONLY and related macros used by fcntl() and open()	COMMENT
LOW	kernel/preinit/runner/nolibc/types.h	41	#define S_ISBLK(mode) (((mode) & S_IFMT) == S_IFBLK)	COMMENT
LOW	kernel/preinit/runner/nolibc/types.h	61	#endif	COMMENT
LOW	kernel/preinit/runner/nolibc/types.h	81	#ifndef PATH_MAX	COMMENT
LOW	kernel/preinit/runner/nolibc/types.h	101	#define RB_HALT_SYSTEM LINUX_REBOOT_CMD_HALT	COMMENT
LOW	kernel/preinit/runner/nolibc/stddef.h	21	#define offsetof(TYPE, FIELD) ((size_t) &((TYPE *)0)->FIELD)	COMMENT
LOW	kernel/preinit/runner/nolibc/stdio.h	1	/* SPDX-License-Identifier: LGPL-2.1 OR MIT */	COMMENT
LOW	kernel/preinit/runner/nolibc/nolibc.h	101	#include "sys/mman.h"	COMMENT
LOW	kernel/preinit/runner/nolibc/nolibc.h	121	#include "stdlib.h"	COMMENT
LOW	kernel/preinit/runner/nolibc/stdint.h	41		COMMENT
LOW	kernel/preinit/runner/nolibc/stdint.h	61		COMMENT
LOW	kernel/preinit/runner/nolibc/stdint.h	81	#define PTRDIFF_MAX INTPTR_MAX	COMMENT
LOW	kernel/preinit/runner/nolibc/stdint.h	101	#define UINTMAX_MAX UINT64_MAX	COMMENT
LOW	kernel/preinit/runner/nolibc/stdint.h	121	#ifndef LLONG_MIN	COMMENT
LOW	kernel/preinit/runner/nolibc/arch.h	21	#include "arch-arm.h"	COMMENT
LOW	kernel/preinit/runner/nolibc/arch.h	41	#error Unsupported Architecture	COMMENT
LOW	kernel/manager/pkg_observer.c	1	// SPDX-License-Identifier: GPL-2.0	COMMENT
LOW	kernel/manager/throne_tracker.c	1	#include "ksu.h"	COMMENT
LOW	kernel/manager/throne_tracker.c	61	};	COMMENT
LOW	kernel/manager/apk_sign.c	1	#include "util.h"	COMMENT
LOW	kernel/supercall/supercall.c	1	#include <linux/anon_inodes.h>	COMMENT
LOW	kernel/supercall/dispatch.c	1	#include <linux/capability.h>	COMMENT
39 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	…a/me/weishu/kernelsu/ui/viewmodel/TemplateViewModel.kt	85	me.weishu.kernelsu.data.model.TemplateInfo.fromJSON(JSONObject(getAppProfileTemplate(id)))	CODE
CRITICAL	…eishu/kernelsu/ui/screen/appprofile/AppProfileMiuix.kt	357	val info = me.weishu.kernelsu.ui.viewmodel.getTemplateInfoById(selected)	CODE
CRITICAL	…java/me/weishu/kernelsu/ui/screen/home/HomeMaterial.kt	604	latestVersionInfo = me.weishu.kernelsu.ui.util.module.LatestVersionInfo(),	CODE
CRITICAL	…weishu/kernelsu/ui/screen/template/TemplateMaterial.kt	190	verticalArrangement = androidx.compose.foundation.layout.Arrangement.spacedBy(2.dp),	CODE

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	.cargo/config.example.toml	1	# This file contains required configuration to correctly build ksud across platforms.	COMMENT
MEDIUM	scripts/setup_cargo_config.py	110	"# This file is auto-generated by scripts/setup_cargo_config.py.",	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/ksubot.py	94	except:	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	repack_apk.py	186	def find_ksud_binaries_by_arch(ksud_build_type: str, arch_filters: List[str]) -> Dict[str, Path]:	CODE
LOW	repack_apk.py	219	def collect_existing_ksud_arches(apk_path: Path) -> List[str]:	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	repack_apk.py	94		CODE
LOW	repack_apk.py	240		CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	kernel/.vscode/generate_compdb.py	3		CODE
LOW	kernel/.vscode/generate_compdb.py	3		CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	repack_apk.py	484	except Exception as exc: # noqa: BLE001	CODE
LOW	scripts/ksubot.py	143	except Exception as e:	STRING

tiann/KernelSU

Open-Source Code Quality, Security and Technical Debt Review