1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.3K

Stars

Java

Language

190.1K

Lines of Code

1.5K

Files

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 43 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.4/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 5.9/100 · LOW

Which changes need focused human review? 64 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 17HIGH 1MEDIUM 5LOW 41

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 64 distinct pattern matches across 10 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.

Hallucination Indicators17 hits · 170 pts

Severity	File	Line	Snippet	Context
CRITICAL	…i-common/src/main/java/oshi/util/driver/linux/Who.java	60	oshi.util.driver.unix.Who.matchUnix(whoList, s);	CODE
CRITICAL	…oshi/ffm/platform/windows/com/IWbemClassObjectFFM.java	82	MemorySegment wszName = oshi.ffm.platform.windows.WindowsForeignFunctions.toWideString(arena, propertyName);	CODE
CRITICAL	oshi-core-ffm/src/main/java/oshi/driver/mac/WhoFFM.java	79	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	oshi-core-ffm/src/main/java/oshi/driver/mac/WhoFFM.java	83	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…ffm/src/main/java/oshi/driver/unix/freebsd/WhoFFM.java	68	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…ffm/src/main/java/oshi/driver/unix/freebsd/WhoFFM.java	72	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…ffm/src/main/java/oshi/driver/unix/solaris/WhoFFM.java	68	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…ffm/src/main/java/oshi/driver/unix/solaris/WhoFFM.java	72	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…i-core-ffm/src/main/java/oshi/driver/linux/WhoFFM.java	83	return oshi.util.driver.linux.Who.queryWho();	CODE
CRITICAL	…i-core-ffm/src/main/java/oshi/driver/linux/WhoFFM.java	90	return oshi.util.driver.linux.Who.queryWho();	CODE
CRITICAL	…va/oshi/software/os/linux/LinuxOperatingSystemFFM.java	115	return USE_WHO_COMMAND ? oshi.util.driver.linux.Who.queryWho() : WhoFFM.queryUtxent();	CODE
CRITICAL	oshi-core/src/main/java/oshi/driver/mac/Who.java	64	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…i-core/src/main/java/oshi/driver/unix/freebsd/Who.java	65	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	…i-core/src/main/java/oshi/driver/unix/solaris/Who.java	65	return oshi.util.driver.unix.Who.queryWho();	CODE
CRITICAL	oshi-core/src/main/java/oshi/driver/linux/WhoJNA.java	96	return oshi.util.driver.linux.Who.queryWho();	CODE
CRITICAL	…va/oshi/software/os/linux/LinuxOperatingSystemJNA.java	109	return USE_WHO_COMMAND ? oshi.util.driver.linux.Who.queryWho() : WhoJNA.queryUtxent();	CODE
CRITICAL	…core/src/main/java/oshi/jna/platform/windows/Dxgi.java	54	private static final com.sun.jna.platform.win32.Guid.IID IID_IDXGI_FACTORY = new com.sun.jna.platform.win32.Guid.IID	CODE

Over-Commented Block32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…e/common/platform/linux/LinuxCentralProcessorTest.java	81	String midr = LinuxCentralProcessor.createMIDR("0x41", "r1p3", "0xd07", "8");	COMMENT
LOW	…ommon/platform/unix/solaris/SolarisComputerSystem.java	121	// 0 87 SMB_TYPE_BIOS (BIOS Information)	COMMENT
LOW	…ommon/platform/unix/solaris/SolarisComputerSystem.java	141	// Family: Parallels VM	COMMENT
LOW	…on/src/main/java/oshi/util/driver/linux/Dmidecode.java	21	public final class Dmidecode {	COMMENT
LOW	…on/src/main/java/oshi/util/driver/linux/Dmidecode.java	41	// PC Card (PCMCIA) is supported	COMMENT
LOW	…/java/oshi/driver/common/unix/solaris/disk/Iostat.java	21	public final class Iostat {	COMMENT
LOW	…shi/software/common/os/linux/LinuxOperatingSystem.java	241	return cgroupInfoSupplier.get();	COMMENT
LOW	…rc/test/java/oshi/comparison/NativeComparisonTest.java	541	// the memoizer expiration to 0. The gap is unrelated to how long the process has been up, so the	COMMENT
LOW	scripts/upload-to-central.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/update-javadoc-io.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/appveyor.yml	61	- appveyor-retry ./mvnw -B -DskipTests=true clean package	COMMENT
LOW	.github/workflows/pr.yaml	21	# so an unrelated PR doesn't spin up slow VMs. Generic shared source is covered by	COMMENT
LOW	.github/workflows/pr.yaml	41	# The include list this replaces looked for a `unix/` path segment plus the build inputs, which	COMMENT
LOW	.github/workflows/benchmarks.yaml	1	# Manual JMH benchmark capture across every platform OSHI runs JMH on.	COMMENT
LOW	.github/workflows/appveyor-dispatch.yaml	1	# Force an AppVeyor build for a pull request by adding the `full-coverage` label.	COMMENT
LOW	.github/workflows/cfarm.yaml	21	# (rather than prevent it with an on-box lock) each run, before building:	COMMENT
LOW	.github/workflows/cfarm.yaml	41	# Tests the triggering ref on Solaris 11.4 SPARC: master on push, or the	COMMENT
LOW	.github/workflows/unix.yaml	121	# 10 GB pool shared with every other workflow in the repo, so caching it evicts the	COMMENT
LOW	.github/workflows/unix.yaml	141	# them -- a ZFS ARC cap, mem, cpu, -Xmx, MaxMetaspaceSize, ReservedCodeCacheSize,	COMMENT
LOW	.github/workflows/unix.yaml	161	# in 25.0. CompressedClassSpaceSize=3g does push the reservation above 4 GB, but only	COMMENT
LOW	.github/ffm-audit/exceptions/linux.txt	1	# Symbols whose SDK declaration cannot be compared against a FunctionDescriptor.	COMMENT
LOW	.github/ffm-audit/exceptions/mac.txt	1	# Symbols whose SDK declaration cannot be compared against a FunctionDescriptor.	COMMENT
LOW	.github/ffm-audit/exceptions/windows.txt	1	# Symbols whose SDK declaration cannot be compared against a FunctionDescriptor.	COMMENT
LOW	.github/ffm-audit/structs/freebsd.txt	1	# Maps an FFM struct layout constant to the C type it mirrors, so the audit can compare its size	COMMENT
LOW	.github/ffm-audit/structs/dragonflybsd.txt	1	# Maps an FFM struct layout constant to the C type it mirrors, so the audit can compare its size	COMMENT
LOW	.github/ffm-audit/structs/aix.txt	1	# Maps an FFM struct layout constant to the C type it mirrors, so the audit can compare its size	COMMENT
LOW	.github/ffm-audit/structs/openbsd.txt	1	# Maps an FFM struct layout constant to the C type it mirrors, so the audit can compare its size	COMMENT
LOW	.github/ffm-audit/structs/netbsd.txt	1	# Maps an FFM struct layout constant to the C type it mirrors, so the audit can compare its size	COMMENT
LOW	.github/cfarm/remote.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…c/main/java/oshi/ffm/platform/windows/IPHlpAPIFFM.java	101	JAVA_INT.withName("dwNoPorts"), JAVA_INT.withName("dwInErrors"), JAVA_INT.withName("dwOutDatagrams"),	COMMENT
LOW	…ava/oshi/ffm/platform/windows/com/IWbemLocatorFFM.java	41	MemorySegment iid = GuidFFM.IID_IWbemLocator(arena);	COMMENT
LOW	…-ffm/src/main/java/oshi/driver/mac/net/NetStatFFM.java	41		COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/pr.yaml	498	# harness runs this script under `set -e`.	COMMENT
MEDIUM	.github/workflows/unix.yaml	166	# dispatch harness, against 3 in 16 in the same harness without it. backend=mmap is the	COMMENT
MEDIUM	.github/workflows/unix.yaml	188	# harness runs this script under `set -e`.	COMMENT
MEDIUM	.github/ffm-audit/audit.py	187	# the harness itself is broken on this platform, and must not be mistaken for a clean run. Both	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	.github/ffm-audit/extract.py	97	except ValueError:	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/upload-to-central.sh	13	# Usage:	COMMENT
LOW	scripts/update-javadoc-io.sh	10	# Usage:	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…n/java/oshi/util/platform/windows/WmiQueryHandler.java	223	// Step 1: --------------------------------------------------	COMMENT
LOW	…n/java/oshi/util/platform/windows/WmiQueryHandler.java	234	// Step 2: --------------------------------------------------	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ics/src/test/java/oshi/metrics/PrometheusDemoTest.java	21	@SuppressForbidden(reason = "Demo test uses com.sun.net.httpserver and System.out for demonstration purposes")	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/ffm-audit/audit.py	12		CODE
LOW	.github/ffm-audit/extract.py	1		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/ffm-audit/gen.py	185		CODE
LOW	.github/ffm-audit/extract.py	3		CODE

Excessive Try-Catch Wrapping1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	.github/ffm-audit/gen.py	141	except Exception:	STRING

oshi/oshi

Open-Source Code Quality, Security and Technical Debt Review