1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

6.4K

Stars

Language

548.6K

Lines of Code

3.4K

Files

651

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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 601 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 27 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 26 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 651 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 5HIGH 11MEDIUM 36LOW 599

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 651 distinct pattern matches across 18 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 · 358 pts

Severity	File	Line	Snippet	Context
LOW	tools/demo_setup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/check-syzos.sh	1	#!/bin/sh	COMMENT
LOW	tools/create-buildroot-image.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/create-gce-image.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/create-gce-image.sh	21	# If SYZ_CMDLINE_FILE env var is set and points to a file,	COMMENT
LOW	tools/create-ec2-rootfs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/kcovtrace/kcovtrace.c	1	// Copyright 2017 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/kcovtrace/kcovtrace.c	21	#if defined(__FreeBSD__) \|\| defined(__NetBSD__)	COMMENT
LOW	tools/clang/build.go	1	// Copyright 2026 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/clang/build.go	21	//// Cgo does not support running shell commands to produce flags.	COMMENT
LOW	tools/clang/declextract/build.go	1	// Copyright 2026 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/clang/declextract/build.go	21	//// Cgo does not support running shell commands to produce flags.	COMMENT
LOW	tools/clang/declextract/declextract.cpp	1	// Copyright 2024 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/clang/declextract/declextract.cpp	21	#include "clang/ASTMatchers/ASTMatchers.h"	COMMENT
LOW	tools/clang/declextract/declextract.cpp	501	std::unordered_map<std::string, unsigned> Extractor::structFieldIndexes(const RecordDecl* Decl) {	COMMENT
LOW	tools/clang/codesearch/codesearch.cpp	1	// Copyright 2025 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/clang/codesearch/codesearch.cpp	21	#include "clang/Frontend/CompilerInstance.h"	COMMENT
LOW	tools/clang/codesearch/build.go	1	// Copyright 2026 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/clang/codesearch/build.go	21	//// Cgo does not support running shell commands to produce flags.	COMMENT
LOW	tools/syz-linter/linter.go	1	// Copyright 2020 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-headerparser/headerlib/__init__.py	1	# Copyright 2020 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-headerparser/headerlib/header_preprocessor.py	21	// ------ MAKE PYCPARSER HAPPY ------	COMMENT
LOW	tools/syz-bisect/bisect.go	1	// Copyright 2018 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-cover/syz-cover.go	1	// Copyright 2018 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-testbuild/testbuild.go	1	// Copyright 2019 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-execprog/execprog.go	61		COMMENT
LOW	tools/syz-check/check.go	1	// Copyright 2019 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-check/check.go	21	//	COMMENT
LOW	tools/syz-check/check.go	261	// TODO: we could also check values of literal constants (dwarf should have that, right?).	COMMENT
LOW	tools/syz-check/check.go	361	structs = append(structs, typ)	COMMENT
LOW	tools/syz-trace2syz/trace2syz.go	1	// Copyright 2018 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-declextract/testdata/include/syscall.h	1	// Copyright 2024 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-declextract/testdata/include/uapi/ioctl.h	1	// Copyright 2024 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/syz-declextract/testdata/include/uapi/ioctl.h	21	#define _IO(type, nr) _IOC(_IOC_NONE, (type), (nr), 0)	COMMENT
LOW	…yz-declextract/testdata/include/uapi/file_operations.h	1	// Copyright 2024 syzkaller project authors. All rights reserved.	COMMENT
LOW	…s/syz-declextract/testdata/include/uapi/unused_ioctl.h	1	// Copyright 2024 syzkaller project authors. All rights reserved.	COMMENT
LOW	tools/kcovfuzzer/kcovfuzzer.c	1	// KCOV glue for libfuzzer. Build as:	COMMENT
LOW	syz-manager/manager.go	1061		COMMENT
LOW	syz-ci/syz-ci.go	1	// Copyright 2017 syzkaller project authors. All rights reserved.	COMMENT
LOW	syz-ci/syz-ci.go	21	// - syz-ci is always built on the same revision as the rest of syzkaller binaries,	COMMENT
LOW	syz-ci/syz-ci.go	41	// latest/ : latest good kernel image build	COMMENT
LOW	syz-ci/syz-ci.go	121	// Make files uploaded via CoverUploadPath, CorpusUploadPath and CoverProgramsPath public.	COMMENT
LOW	syz-ci/syz-ci.go	141	// Poll period for jobs in seconds (optional, defaults to 10 seconds)	COMMENT
LOW	syz-ci/syz-ci.go	161	// This is old naming scheme, it does not allow to move managers between ci instances.	COMMENT
LOW	syz-agent/agent/agent.go	241	defer log.Logf(0, "finished job %v %v", resp.Workflow, resp.ID)	COMMENT
LOW	docs/setup_syzbot.md	141		COMMENT
LOW	docs/freebsd/README.md	121	```console	COMMENT
LOW	dashboard/app/config.go	21	"github.com/google/syzkaller/pkg/validator"	COMMENT
LOW	dashboard/app/config.go	41	Clients map[string]APIClient	COMMENT
LOW	dashboard/app/config.go	61	// Emails sent to these addresses are not to be processed like replies to syzbot emails.	COMMENT
LOW	dashboard/app/config.go	101	// The keys are client identities (names).	COMMENT
LOW	dashboard/app/config.go	121	// Managers contains some special additional info about syz-manager instances.	COMMENT
LOW	dashboard/app/config.go	281	type BugListReportingConfig struct {	COMMENT
LOW	dashboard/app/config.go	301	// SkipModeration determines whether a monthly report should skip the moderation stage.	COMMENT
LOW	dashboard/app/config.go	401	// Alias is a short, readable name of a kernel repository.	COMMENT
LOW	dashboard/config/freebsd/syz-ci-service.sh	1	#!/bin/sh	COMMENT
LOW	dashboard/config/linux/bits/unmaintained.yml	1	# Copyright 2023 syzkaller project authors. All rights reserved.	COMMENT
LOW	dashboard/config/linux/bits/allyes.yml	1	# Copyright 2025 syzkaller project authors. All rights reserved.	COMMENT
LOW	dashboard/config/linux/bits/timeouts_native.yml	1	# Copyright 2022 syzkaller project authors. All rights reserved.	COMMENT
LOW	dashboard/config/linux/bits/timeouts_native.yml	21	# watchdog_thresh=140 and DEFAULT_HUNG_TASK_TIMEOUT=140 both result in detection after 140-280 secs.	COMMENT
307 more matches not shown…

Structural Annotation Overuse182 hits · 273 pts

Severity	File	Line	Snippet	Context
LOW	docs/syzos.md	152	### Step 1: Define API ID and Handler Prototype	COMMENT
LOW	docs/syzos.md	170	### Step 2: Implement Guest Logic and Dispatch	COMMENT
LOW	docs/syzos.md	190	### Step 3: Define syzlang Description	COMMENT
LOW	dashboard/app/graphs.go	704	// Step 1: fill the whole table with empty values to simplify subsequent logic	COMMENT
LOW	dashboard/app/graphs.go	715	// Step 2: fill in actual data.	COMMENT
LOW	dashboard/app/graphs.go	740	// Step 3: normalize data to [0..100] range.	COMMENT
LOW	dashboard/app/graphs.go	946	// Step 1: fill the whole table with empty values.	COMMENT
LOW	dashboard/app/graphs.go	957	// Step 2: fill in crash counts.	COMMENT
LOW	dashboard/app/graphs.go	986	// Step 3: convert abs values to percents.	COMMENT
LOW	sys/fuchsia/fuchsia_ldsvc.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_scpi.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_mem.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_hardware_ethernet.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_net.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_cobalt.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_process.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_io.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	sys/fuchsia/fuchsia_devicesettings.syz.txt	4	# WARNING: This file is machine generated by fidlgen.	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.d.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomin.w.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomin.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoadd.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoadd.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomaxu.d.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomaxu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomaxu.w.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomaxu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoand.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoand.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.w.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoswap.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoswap.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.w.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.d.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoswap.d.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoswap.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.d.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amominu.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amominu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoadd.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoadd.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoadd.d.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoadd.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoxor.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoxor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomin.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomin.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoswap.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoswap.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoand.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoand.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.d.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.d.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomaxu.d.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomaxu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.d.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoand.d.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoand.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomin.d.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomin.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoswap.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoswap.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomaxu.d.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomaxu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoadd.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoadd.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.d.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amominu.w.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amominu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomin.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomin.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoxor.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoxor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoand.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoand.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoor.d.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoxor.d.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoxor.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomin.d.rl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomin.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amoadd.d.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amoadd.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amominu.d.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amominu.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomax.w.aq.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomax.SIZE.AQRL.layout	COMMENT
LOW	pkg/ifuzz/riscv64/gen/inst/Zaamo/amomaxu.w.aqrl.yaml	3	# WARNING: This file is auto-generated from spec/std/isa/inst/Zaamo/amomaxu.SIZE.AQRL.layout	COMMENT
122 more matches not shown…

Synthetic Comment Markers11 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	docs/syzbot_ai_patches.md	1	# AI-generated patches	COMMENT
HIGH	dashboard/app/entities_datastore.go	159	// AIRootCause holds the AI-generated root cause analysis of the bug (if any).	COMMENT
HIGH	dashboard/app/entities_datastore.go	163	// BugAIRootCause holds the AI-generated root cause analysis of a bug.	COMMENT
HIGH	dashboard/dashapi/dashapi.go	503	AIRootCause *AIRootCause // AI-generated root cause analysis (if any)	CODE
HIGH	pkg/html/linkify.go	37	// It's a simple line-based heuristic that is good enough for AI-generated text:	COMMENT
HIGH	pkg/html/linkify.go	142	// sourceRefRe matches file:line, file:line-line and file references in crash reports and in AI-generated text.	COMMENT
HIGH	pkg/html/linkify.go	152	// AI-generated text frequently puts references into backticks, braces, quotes or bold markers.	COMMENT
HIGH	pkg/html/markdown.go	16	// RenderMarkdown renders Markdown text (e.g. generated by AI agents) to HTML.	COMMENT
HIGH	pkg/lore-relay/testdata/patch_moderation.out.txt	30	See http://docs.link for information about AI-generated patches.	CODE
HIGH	pkg/lore-relay/testdata/patch_v2.out.txt	29	See http://docs.link for information about AI-generated patches.	CODE
HIGH	pkg/lore-relay/testdata/reply_quote.out.txt	11	See http://docs.link for information about AI-generated patches.	CODE

Hallucination Indicators5 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL	syz-cluster/dashboard/static/jquery-3.7.1.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	pkg/fuzzer/fuzzer_test.go	176	assert.NotEmpty(f.t, f.fuzzer.Config.Corpus.StatProgs.Val(), "must have non-empty corpus")	CODE
CRITICAL	pkg/fuzzer/fuzzer_test.go	177	assert.NotEmpty(f.t, f.fuzzer.Config.Corpus.StatSignal.Val(), "must have non-empty signal")	CODE
CRITICAL	pkg/fuzzer/fuzzer_test.go	212	corpusProgs := f.fuzzer.Config.Corpus.StatProgs.Val()	CODE
CRITICAL	pkg/fuzzer/fuzzer_test.go	213	signal := f.fuzzer.Config.Corpus.StatSignal.Val()	CODE

Decorative Section Separators14 hits · 48 pts

Severity	File	Line	Snippet	Context
MEDIUM	sys/netbsd/vusb.txt	118	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	99	# ===========	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	142	# ================	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	229	# ==============	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	387	# ==================	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	898	#========================	COMMENT
MEDIUM	sys/linux/dev_infiniband_rdma.txt	1307	# ===============	COMMENT
MEDIUM⚡	sys/openbsd/dev_audio.txt	22	# ── Resources ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	sys/openbsd/dev_audio.txt	27	# ── Device open ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	sys/openbsd/dev_audio.txt	32	# ── Read / Write ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	sys/openbsd/dev_audio.txt	38	# ── Audio ioctls (available on both /dev/audio and /dev/audioctl) ──────────────	COMMENT
MEDIUM	sys/openbsd/dev_audio.txt	55	# ── Mixer ioctls (available on /dev/audioctl only) ────────────────────────────	COMMENT
MEDIUM	sys/openbsd/dev_audio.txt	61	# ── Structs ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	sys/openbsd/dev_audio.txt	143	# ── Flags / Constants ──────────────────────────────────────────────────────────	COMMENT

Modern AI Meta-Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/clang/codesearch/codesearch.cpp	5	// pkg/aflow/tool/codesearcher/codesearcher.go agentic tool.	COMMENT
MEDIUM	tools/syz-aflow/aflow.go	4	// syz-aflow tool can be used to invoke any agentic workflow registered with pkg/aflow.	COMMENT
MEDIUM	pkg/aflow/flow.go	14	// Flow describes a single agentic workflow.	COMMENT
MEDIUM	pkg/aflow/llm_tool_test.go	117	// Sub-agent request blocked by safety filters/guardrails should return BadCallError to the parent agent.	COMMENT
MEDIUM	pkg/aflow/llm_agent.go	612	// guardrails than the main agent and blocks on crash/security history,	COMMENT
MEDIUM	pkg/aflow/backend/backend.go	107	// CoreModel is the primary workhorse model for agentic execution,	COMMENT
MEDIUM	pkg/aflow/backend/backend.go	184	// BlockedError indicates that the request or response was blocked by safety filters or guardrails.	COMMENT

AI Slop Vocabulary7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/syz-trace2syz/proggen/unsupported_calls.go	42	// something interesting with them (e.g. we won't get real robust list in memory).	COMMENT
MEDIUM	prog/kfuzztest.go	23	// x86_64, so we hardcode it for now. A more robust solution would involve	COMMENT
MEDIUM	vm/bhyve/bhyve.go	139	// copied using copy_file_range(2), which will leverage block	COMMENT
MEDIUM	executor/_include/flatbuffers/vector_downward.h	34	// Essentially, this supports 2 std::vectors in a single buffer.	COMMENT
MEDIUM	pkg/aflow/tool/toolkit/race_toolkit.h	143	// Instead, use the robust monotonic timing primitives TIMER_START and TIMER_NOT_EXPIRED:	COMMENT
MEDIUM	pkg/subsystem/linux/maintainers.go	148	// Let's also make the parser more robust by skipping everything before the first <,	COMMENT
MEDIUM	pkg/mgrconfig/testdata/qemu-example.cfg	9	# Here are the kernel config options that facilitate fuzzing: https://github.com/google/syzkaller/blob/master/do	COMMENT

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	syz-ci/manager_test.go	93	ReportEmail: "foo@bar.com",	CODE
LOW	dashboard/app/reporting_test.go	69	Maintainers: []string{"bar@foo.com", "foo@bar.com", "subsystemA@list.com", "subsystemA@person.com"},	CODE
LOW	dashboard/app/email_test.go	170	"foo@bar.com",	CODE
LOW	dashboard/app/email_test.go	226	"foo@bar.com",	CODE
LOW	dashboard/app/email_test.go	317	"bugs@syzkaller.com", "default@maintainers.com", "foo@bar.com",	CODE
LOW	dashboard/app/email_test.go	367	c.expectEQ(msg.To, []string{"foo@bar.com"})	CODE
LOW	dashboard/app/email_test.go	653	EmailOptFrom("user@example.com"))	CODE
LOW	syz-cluster/dashboard/local_ui_test.go	234	User: "user@example.com",	CODE
LOW	syz-cluster/pkg/controller/api_test.go	478	User: "user@example.com",	CODE
LOW	pkg/aflow/flow/patching/tags_test.go	26	{Tag: "Tested-by", Value: "test@test.com"},	CODE
LOW	pkg/email/parser_test.go	65	canonical := "foo@bar.com"	CODE
LOW	pkg/email/parser_test.go	484	Author: "foo@bar.com",	CODE
LOW	pkg/lore-relay/commands_test.go	30	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	42	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	54	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	67	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	79	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	91	Author: "user@example.com",	CODE
LOW	pkg/lore-relay/commands_test.go	103	Author: "user@example.com",	CODE

Excessive Try-Catch Wrapping9 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/check_translation_update.py	32	print(f"Error: current work directory {path} is not in a Git repo.")	CODE
MEDIUM⚡	tools/check_translation_update.py	35	print("Error: 'git' command not found.")	CODE
LOW⚡	tools/check_translation_update.py	37	except Exception as e:	CODE
MEDIUM⚡	tools/check_translation_update.py	38	print(f"Error: {e}")	CODE
LOW	tools/check_translation_update.py	53	except Exception as e:	CODE
MEDIUM	tools/check_translation_update.py	54	print(f"Error in getting commit time of {commit_hash}: {e}")	CODE
LOW	tools/check_translation_update.py	82	except Exception as e:	CODE
LOW	tools/check_translation_update.py	112	except Exception as e:	CODE
LOW	tools/check_translation_update.py	177	except Exception as e:	CODE

Self-Referential Comments4 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/syz-reproducers.sh	16	# Create the target directory if it doesn't exist.	COMMENT
MEDIUM⚡	tools/syz-reproducers.sh	25	# Create the bin directory inside the target directory.	COMMENT
MEDIUM	tools/create-image.sh	9	# Create a minimal Debian distribution in a directory.	COMMENT
MEDIUM	tools/create-gce-image.sh	101	# Create a small PowerPC PReP boot partition, and a Linux partition for the rest	COMMENT

Verbosity Indicators6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	dashboard/app/graphs.go	704	// Step 1: fill the whole table with empty values to simplify subsequent logic	COMMENT
LOW	dashboard/app/graphs.go	715	// Step 2: fill in actual data.	COMMENT
LOW	dashboard/app/graphs.go	740	// Step 3: normalize data to [0..100] range.	COMMENT
LOW	dashboard/app/graphs.go	946	// Step 1: fill the whole table with empty values.	COMMENT
LOW	dashboard/app/graphs.go	957	// Step 2: fill in crash counts.	COMMENT
LOW	dashboard/app/graphs.go	986	// Step 3: convert abs values to percents.	COMMENT

TODO Padding5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/trusty/README.md	15	# TODO: consider using trusty_qemu_defconfig instead.	COMMENT
LOW	sys/netbsd/vusb.txt	140	# TODO: consider adding custom vusb_connect_descriptors definitions to all class specific descriptions.	COMMENT
LOW	sys/linux/socket_netlink_generic_80211.txt	708	# TODO: consider adding a pseudo system call that receives a response and takes a cookie from there	COMMENT
LOW	sys/linux/vusb.txt	38	# TODO: consider adding custom vusb_connect_descriptors definitions to all class specific descriptions.	COMMENT
LOW	executor/_include/flatbuffers/flexbuffers.h	128	// TODO: implement proper support for 8/16bit floats, or decide not to	COMMENT

Redundant / Tautological Comments3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/syz-reproducers.sh	8	# Check if the target directory is provided as a command line argument.	COMMENT
LOW	.github/workflows/manage_well_shaped_label.sh	33	# Check if the well-shaped label is currently applied	COMMENT
LOW	.github/workflows/manage_well_shaped_label.sh	53	# Check if changes were requested and not addressed by a subsequent commit	COMMENT

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tools/demo_setup.sh	8	# of stuff, so make sure you have a good internet connection.	COMMENT
LOW	dashboard/app/coverage.go	321	// Moving it to goroutine don't forget to change multiManagerCovDBFixture.	COMMENT
LOW	pkg/mgrconfig/testdata/qemu-example.cfg	13	# (Don't forget to uncompress it!).	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/check_translation_update.py	86	def extract_source_commit_info(repo_root, file_path):	CODE
LOW	tools/check_translation_update.py	116	def extract_translation_language(file_path):	CODE
LOW	pkg/aflow/trajectory/html/trajectory_block.html	191	function drawTokenConsumptionChart(rawData) {	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	tools/check_links.py	5	CODE
LOW	tools/syz-headerparser/headerlib/header_preprocessor.py	13	CODE
LOW	tools/syz-headerparser/headerlib/struct_walker.py	9	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/create-gce-image.sh	16	# Usage:	COMMENT
LOW	tools/create-ec2-rootfs.sh	9	# Usage:	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/syz-headerparser/headerlib/struct_walker.py	158		CODE

google/syzkaller

Open-Source Code Quality, Security and Technical Debt Review