1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

34.3K

Stars

C++

Language

370.3K

Lines of Code

1.3K

Files

418

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 403 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 418 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 4LOW 412

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 418 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 Block367 hits · 367 pts

Severity	File	Line	Snippet	Context
LOW	test/linux/unit_tests/lxtlog.c	61	//	COMMENT
LOW	test/linux/unit_tests/lxtfs.c	21	#include <sys/inotify.h>	COMMENT
LOW	test/linux/unit_tests/lxtfs.c	41	#define FS_SECONDS_PER_DAY (86400)	COMMENT
LOW	test/linux/unit_tests/lxtfs.c	61	//	COMMENT
LOW	test/linux/unit_tests/lxtfs.c	1921	// Renaming a symlink with a trailing slash should fail with ENOTDIR.	COMMENT
LOW	test/linux/unit_tests/lxtfs.c	3421	{	COMMENT
LOW	test/linux/unit_tests/dev_pt_2.c	8241	// Ubuntu16 asynchronous pty processing needs some time to process stop.	COMMENT
LOW	test/linux/unit_tests/lxtutil.c	21	#include <sched.h>	COMMENT
LOW	test/linux/unit_tests/splice.c	21	#include <sys/wait.h>	COMMENT
LOW	test/linux/unit_tests/ioprio.c	21		COMMENT
LOW	test/linux/unit_tests/ioprio.c	41		COMMENT
LOW	test/linux/unit_tests/timer.c	21	#include <sys/wait.h>	COMMENT
LOW	test/linux/unit_tests/auxv.c	21	#include <unistd.h>	COMMENT
LOW	test/linux/unit_tests/get_set_id.c	21	#include <sys/syscall.h>	COMMENT
LOW	test/linux/unit_tests/inotify.c	21	#include <sys/time.h>	COMMENT
LOW	test/linux/unit_tests/xattr.c	21	#include <sys/wait.h>	COMMENT
LOW	test/linux/unit_tests/xattr.c	41	#include <sys/capability.h>	COMMENT
LOW	test/linux/unit_tests/pipe.c	21	#include <sys/ioctl.h>	COMMENT
LOW	test/linux/unit_tests/pipe.c	41	#define _4KB (4 * 1024)	COMMENT
LOW	test/linux/unit_tests/fork.c	21	#include <sys/time.h>	COMMENT
LOW	test/linux/unit_tests/fork.c	41	#endif	COMMENT
LOW	test/linux/unit_tests/shm.c	21	#include <sys/xattr.h>	COMMENT
LOW	test/linux/unit_tests/shm.c	41		COMMENT
LOW	test/linux/unit_tests/shm.c	1821	}	COMMENT
LOW	test/linux/unit_tests/shm.c	1841	// succeed with only IPC_EXCL.	COMMENT
LOW	test/linux/unit_tests/timerfd.c	21	#include <sys/stat.h>	COMMENT
LOW	test/linux/unit_tests/lxtcommon.h	21		COMMENT
LOW	test/linux/unit_tests/unittests.h	21	#define AUXV_TESTNAME "auxv"	COMMENT
LOW	test/linux/unit_tests/unittests.h	41	#define IOPRIO_TESTNAME "ioprio"	COMMENT
LOW	test/linux/unit_tests/unittests.h	61	#define SPLICE_TESTNAME "splice"	COMMENT
LOW	test/linux/unit_tests/socket_nonblock.c	21	#include <stdio.h>	COMMENT
LOW	test/linux/unit_tests/select.c	21	#include <sys/types.h>	COMMENT
LOW	test/linux/unit_tests/dev_pt_common.h	21	#include <sys/wait.h>	COMMENT
LOW	test/linux/unit_tests/random.c	21	#include <sys/stat.h>	COMMENT
LOW	test/linux/unit_tests/socket.c	21	#include <sys/un.h>	COMMENT
LOW	test/linux/unit_tests/sem.c	21	#include <sys/stat.h>	COMMENT
LOW	test/linux/unit_tests/sem.c	41		COMMENT
LOW	test/linux/unit_tests/sem.c	441	// Wait for the child to exit.	COMMENT
LOW	test/linux/unit_tests/vnet.c	21	#include <sys/stat.h>	COMMENT
LOW	test/linux/unit_tests/vnet.c	41	#include <linux/rtnetlink.h>	COMMENT
LOW	test/linux/unit_tests/vnet.c	1001	// Open file descriptor of default network namespace.	COMMENT
LOW	test/linux/unit_tests/vnet.c	2361	//	COMMENT
LOW	test/linux/unit_tests/vnet.c	2601	// Open file descriptor of the new network namespace.	COMMENT
LOW	test/linux/unit_tests/vnet.c	2921	// Open file descriptor of default network namespace.	COMMENT
LOW	test/linux/unit_tests/lxtutil.h	21		COMMENT
LOW	test/linux/unit_tests/lxtutil.h	121	void* LxtAlloc(size_t Size);	COMMENT
LOW	test/linux/unit_tests/lxtutil.h	141	#define LxtCapSet(_header, _data) (syscall(SYS_capset, _header, _data))	COMMENT
LOW	test/linux/unit_tests/lxtutil.h	161	#define LxtShmDt(_address) syscall(SYS_shmdt, (_address))	COMMENT
LOW	test/linux/unit_tests/lxtutil.h	181	(syscall(SYS_lsetxattr, (_path), (_name), (_buffer), (_size), (_flags)))	COMMENT
LOW	test/linux/unit_tests/lxtutil.h	201	#elif !defined(__amd64__)	COMMENT
LOW	test/linux/unit_tests/lxtfs.h	21	#define FS_9P_NAME "9p"	COMMENT
LOW	test/linux/unit_tests/lxtfs.h	41	//	COMMENT
LOW	test/linux/unit_tests/drvfs.c	21		COMMENT
LOW	test/linux/unit_tests/drvfs.c	41	#include "lxtmount.h"	COMMENT
LOW	test/linux/unit_tests/drvfs.c	61	#define DRVFS_REPARSE_PREFIX DRVFS_PREFIX "/reparsetest"	COMMENT
LOW	test/linux/unit_tests/drvfs.c	81	#define DRVFS_HARDLINK_TEST_DIR DRVFS_PREFIX "/hardlink_test"	COMMENT
LOW	test/linux/unit_tests/drvfs.c	101	#define DRVFS_INOTIFY_FILE_1 DRVFS_INOTIFY_DIR_3 DRVFS_INOTIFY_FILE_1_NAME_ONLY	COMMENT
LOW	test/linux/unit_tests/drvfs.c	821		COMMENT
LOW	test/linux/unit_tests/drvfs.c	1201	// the reported block size.	COMMENT
LOW	test/linux/unit_tests/drvfs.c	1721		COMMENT
307 more matches not shown…

Verbosity Indicators8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	src/linux/plan9/p9handler.cpp	899	// Step 1: Find the parent of the final item.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	922	// Step 2: Find the item, unless it's an exclusive create.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	956	// Step 3: Create the item if it didn't exist and the user wants to create it.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1004	// Step 4: Check the file type.	COMMENT
LOW⚡	src/linux/plan9/p9handler.cpp	1016	// Step 5: Check for delete access.	COMMENT
LOW⚡	src/linux/plan9/p9handler.cpp	1026	// Step 6: Check how to handle leaf symlinks.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1041	// Step 7: Open if needed. This is only needed if:	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1063	// Step 8: Get the attributes and reply	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	src/linux/plan9/p9handler.cpp	899	// Step 1: Find the parent of the final item.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	922	// Step 2: Find the item, unless it's an exclusive create.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	956	// Step 3: Create the item if it didn't exist and the user wants to create it.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1004	// Step 4: Check the file type.	COMMENT
LOW⚡	src/linux/plan9/p9handler.cpp	1016	// Step 5: Check for delete access.	COMMENT
LOW⚡	src/linux/plan9/p9handler.cpp	1026	// Step 6: Check how to handle leaf symlinks.	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1041	// Step 7: Open if needed. This is only needed if:	COMMENT
LOW	src/linux/plan9/p9handler.cpp	1063	// Step 8: Get the attributes and reply	COMMENT

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	tools/devops/validate-localization.py	146	CODE
LOW	tools/devops/validate-localization.py	232	CODE
LOW	tools/test/loop-tests.py	198	CODE
LOW	tools/test/loop-tests.py	356	CODE
LOW	tools/test/gh-release-server.py	21	CODE
LOW	tools/test/gh-release-server.py	38	CODE
LOW	distributions/validate-modern.py	95	CODE
LOW	distributions/validate-modern.py	237	CODE
LOW	distributions/validate-modern.py	307	CODE
LOW	distributions/validate-modern.py	372	CODE
LOW	distributions/validate-modern.py	387	CODE
LOW	distributions/validate-modern.py	498	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	.pipelines/build-stage.yml	68	# ── x64 build stage ──────────────────────────────────────────────────	COMMENT
MEDIUM	.pipelines/build-stage.yml	88	# ── arm64 build stage (runs in parallel with build_x64) ──────────────	COMMENT
MEDIUM	.pipelines/build-stage.yml	148	# ── package stage (release and nightly only) ─────────────────────────	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	tools/devops/find-release.py	11	CODE
LOW	tools/test/gh-release-server.py	5	CODE
LOW	tools/test/gh-release-server.py	9	CODE
LOW	distributions/validate-modern.py	3	CODE
LOW	distributions/validate-modern.py	14	CODE
LOW	distributions/validate.py	1	CODE
LOW	distributions/validate.py	8	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/devops/create-change.py	41	repo.git.push('origin', branch)	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	distributions/validate-modern.py	367	except KeyError:	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	test/windows/wsl/UnitTests.cpp	1456	// TODO: Add test coverage for the Linux => Windows code paths of $WSLENV	COMMENT
LOW	test/windows/wsl/InstallerTests.cpp	481	// TODO: Add test coverage for a more recent version of the package that doesn't support the SDK, if ever needed	COMMENT
LOW	test/windows/wslc/WSLCTests.cpp	13544	// TODO: Add test coverage for exposed UDP ports once supported.	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/test/gh-release-server.py	34	class ReleaseRequestHandler(SimpleHTTPRequestHandler):	CODE
LOW	distributions/validate-modern.py	237	def read_systemd_enabled_units(node, tar) -> dict:	CODE
LOW	distributions/validate.py	11	def download_and_get_manifest(url: str):	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/linux/unit_tests/fork.c	427	// Set and get the robust list.	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	distributions/validate-modern.py	525	except Exception as e:	CODE
LOW	distributions/validate-modern.py	541	except Exception as e:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/devops/find-release.py	3	# Usage:	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/test/loop-tests.py	76	def update_test(self, name: str) -> None:	CODE

microsoft/WSL

Open-Source Code Quality, Security and Technical Debt Review