Repository Analysis

google/gvisor

Application Kernel for Containers

8.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of google/gvisor, a Go project with 18,856 GitHub stars. SynthScan v2.0 examined 719,921 lines of code across 2685 source files, recording 4397 pattern matches distributed across 14 syntactic categories. The overall adjusted score of 8.8 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

8.8
Adjusted Score
8.8
Raw Score
100%
Time Factor
2026-07-14
Last Push
18.9K
Stars
Go
Language
719.9K
Lines of Code
2.7K
Files
4.4K
Pattern Hits
2026-07-14
Scan Date
0.07
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 191HIGH 9MEDIUM 38LOW 4159

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 4397 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block4132 hits · 4090 pts
SeverityFileLineSnippetContext
LOWwebhook/main.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWwebhook/pkg/cli/cli.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWwebhook/pkg/injector/webhook.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWwebhook/pkg/injector/certs.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWg3doc/proposals/runtime_dedicate_os_thread.md101run, and the M that selects the G then needs to transfer its P to the locked M,COMMENT
LOWtools/install_containerd.sh1#!/bin/bashCOMMENT
LOWtools/workspace_status.sh1#!/bin/bashCOMMENT
LOWtools/builkite-check-paths.sh1#!/bin/bashCOMMENT
LOWtools/make_release.sh1#!/bin/bashCOMMENT
LOWtools/go_branch.sh1#!/bin/bashCOMMENT
LOWtools/build_cover.sh1#!/bin/bashCOMMENT
LOWtools/tag_release.sh1#!/bin/bashCOMMENT
LOWtools/make_apt.sh1#!/bin/bashCOMMENT
LOWtools/go_fieldenum/main.go1// Copyright 2021 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/main.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/cmd/install/install.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/cluster/cluster.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/util/util.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/spec/spec.go1// Copyright 2023 The gVisor Authors.COMMENT
LOW…ls/gvisor_k8s_tool/provider/clusterflag/clusterflag.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/provider/gke/gke.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gvisor_k8s_tool/provider/kubectl/kubectl.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/checklinkname/check_linkname.go1// Copyright 2021 The gVisor Authors.COMMENT
LOWtools/checklinkname/check_linkname.go141// function declared as “localname” in the source code. If theCOMMENT
LOWtools/checklinkname/test/test_unsafe.go1// Copyright 2021 The gVisor Authors.COMMENT
LOWtools/parsers/version.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/parsers/go_parser_test.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWtools/parsers/go_parser.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWtools/parsers/go_parser.go41 suite.Benchmarks = append(suite.Benchmarks, bm)COMMENT
LOWtools/parsers/parser_main.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWtools/profiletool/profiletool.go1// Copyright 2024 The gVisor Authors.COMMENT
LOWtools/profiletool/profiletool.go301 // If a key is not found in a profile, its frequency is assumed to beCOMMENT
LOWtools/compat/realpath.py1#!/usr/bin/env python3COMMENT
LOWtools/gpu/cos_drivers_test.sh1#!/bin/bashCOMMENT
LOWtools/gpu/all_drivers_test.sh1#!/bin/bashCOMMENT
LOWtools/gpu/main.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gpu/drivers/install_driver.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/gpu/drivers/install_driver_test.go1// Copyright 2023 The gVisor Authors.COMMENT
LOWtools/go_marshal/main.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/analysis/analysis_unsafe.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/analysis/analysis_unsafe.go41// Internally, we populate the type with random data by doing an unsafe cast toCOMMENT
LOWtools/go_marshal/test/test.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/test/test.go141//COMMENT
LOWtools/go_marshal/test/test.go161// +marshalCOMMENT
LOWtools/go_marshal/test/dynamic.go1// Copyright 2021 The gVisor Authors.COMMENT
LOWtools/go_marshal/test/benchmark_test.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/test/marshal_test.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWtools/go_marshal/test/marshal_test.go421 }COMMENT
LOWtools/go_marshal/test/escape/escape.go1// Copyright 2020 The gVisor Authors.COMMENT
LOWtools/go_marshal/test/external/external.go1// Copyright 2019 The gVisor Authors.COMMENT
LOW…al/gomarshal/generator_interfaces_primitive_newtype.go1// Copyright 2020 The gVisor Authors.COMMENT
LOW…s/go_marshal/gomarshal/generator_interfaces_dynamic.go1// Copyright 2021 The gVisor Authors.COMMENT
LOWtools/go_marshal/gomarshal/util.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/gomarshal/util.go81 primitive func(n, t *ast.Ident)COMMENT
LOWtools/go_marshal/gomarshal/util.go161COMMENT
LOWtools/go_marshal/gomarshal/util.go341COMMENT
LOWtools/go_marshal/gomarshal/util.go361//COMMENT
LOWtools/go_marshal/gomarshal/util.go381// name: "ktime",COMMENT
LOWtools/go_marshal/gomarshal/generator.go1// Copyright 2019 The gVisor Authors.COMMENT
LOWtools/go_marshal/gomarshal/generator.go541 // Write the unconditional test file. This file is always compiled,COMMENT
4072 more matches not shown…
Hallucination Indicators191 hits · 2010 pts
SeverityFileLineSnippetContext
CRITICALpkg/sentry/vfs/opath.go123 stat, err := fd.vfsfd.vd.mount.fs.impl.StatAt(ctx, rp, opts)CODE
CRITICALpkg/sentry/vfs/opath.go136 statfs, err := fd.vfsfd.vd.mount.fs.impl.StatFSAt(ctx, rp)CODE
CRITICALpkg/sentry/vfs/file_description.go571 stat, err = fd.vd.mount.fs.impl.StatAt(ctx, rp, opts)CODE
CRITICALpkg/sentry/vfs/file_description.go591 err := fd.vd.mount.fs.impl.SetStatAt(ctx, rp, opts)CODE
CRITICALpkg/sentry/vfs/file_description.go613 statfs, err := fd.vd.mount.fs.impl.StatFSAt(ctx, rp)CODE
CRITICALpkg/sentry/vfs/file_description.go765 names, err := fd.vd.mount.fs.impl.ListXattrAt(ctx, rp, size)CODE
CRITICALpkg/sentry/vfs/file_description.go794 val, err := fd.vd.mount.fs.impl.GetXattrAt(ctx, rp, *opts)CODE
CRITICALpkg/sentry/vfs/file_description.go810 err := fd.vd.mount.fs.impl.SetXattrAt(ctx, rp, *opts)CODE
CRITICALpkg/sentry/vfs/file_description.go830 err := fd.vd.mount.fs.impl.RemoveXattrAt(ctx, rp, name)CODE
CRITICALpkg/sentry/vfs/file_description.go844 return fd.vd.mount.fs.impl.Sync(ctx)CODE
CRITICALpkg/sentry/fsimpl/devpts/replica.go107 rfd.inode.t.ld.replicaWaiter.EventRegister(e)CODE
CRITICALpkg/sentry/fsimpl/devpts/replica.go113 rfd.inode.t.ld.replicaWaiter.EventUnregister(e)CODE
CRITICALpkg/sentry/fsimpl/gofer/socket.go106 e.dentry.inode.fs.renameMu.RLock()CODE
CRITICALpkg/sentry/fsimpl/gofer/socket.go108 e.dentry.inode.fs.renameMu.RUnlock()CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1751 d.inode.fs.dentryCache.mu.Lock()CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1754 d.inode.fs.dentryCache.dentries.Remove(&d.cacheEntry)CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1755 d.inode.fs.dentryCache.dentries.PushFront(&d.cacheEntry)CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1756 d.inode.fs.dentryCache.mu.Unlock()CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1762 d.inode.fs.dentryCache.dentries.PushFront(&d.cacheEntry)CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1766 d.inode.fs.dentryCache.mu.Unlock()CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1783 d.inode.fs.dentryCache.mu.Lock()CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1784 d.inode.fs.dentryCache.dentries.Remove(&d.cacheEntry)CODE
CRITICALpkg/sentry/fsimpl/gofer/gofer.go1786 d.inode.fs.dentryCache.mu.Unlock()CODE
CRITICALpkg/sentry/fsimpl/tmpfs/regular_file.go734 ims, err := rw.file.inode.fs.mf.MapInternal(seg.FileRangeOf(seg.Range().Intersect(mr)), hostarch.Read)CODE
CRITICALpkg/sentry/fsimpl/tmpfs/regular_file.go902 if rw.file.inode.fs.mf.IsDiskBacked() {CODE
CRITICALpkg/sentry/fsimpl/tmpfs/regular_file.go908 fd, err := rw.file.inode.fs.mf.DataFD(fr)CODE
CRITICALpkg/sentry/fsimpl/tmpfs/regular_file.go920 ims, err := rw.file.inode.fs.mf.MapInternal(fr, hostarch.Write)CODE
CRITICALpkg/sentry/fsimpl/cgroup2fs/memory.go138 mc.m.c.fs.treeMu.RLock()CODE
CRITICALpkg/sentry/fsimpl/cgroup2fs/memory.go140 mc.m.c.fs.treeMu.RUnlock()CODE
CRITICALpkg/sentry/kernel/task_acct.go215 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/task_acct.go216 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go295 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go296 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go306 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go307 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1077 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1079 t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1083 t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1090 t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1280 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1281 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1285 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go1286 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go127 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go128 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go458 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go459 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go470 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go471 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go504 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go505 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go559 t.tg.pidns.owner.mu.Lock()CODE
CRITICALpkg/sentry/kernel/ptrace.go560 defer t.tg.pidns.owner.mu.Unlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go659 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go660 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go682 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go683 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go698 t.tg.pidns.owner.mu.RLock()CODE
CRITICALpkg/sentry/kernel/ptrace.go699 defer t.tg.pidns.owner.mu.RUnlock()CODE
CRITICALpkg/sentry/kernel/ptrace.go721 t.tg.pidns.owner.mu.RLock()CODE
131 more matches not shown…
AI Slop Vocabulary27 hits · 87 pts
SeverityFileLineSnippetContext
MEDIUMtest/packetimpact/dut/dut.go137 // Scanning log lines is not the most robust way, we could pass a fileCOMMENT
MEDIUMtest/root/crictl_test.go420// - Creates directories and a socket for containerd to utilize.COMMENT
MEDIUMrunsc/fsgofer/lisafs_test.go26// Note that these are not supposed to be extensive or robust tests. These unitCOMMENT
MEDIUMrunsc/cgroup/systemd.go207// generating the path of slice. Essentially, test-a-b.slice becomesCOMMENT
MEDIUMrunsc/container/metric_server_test.go285// TestContainerMetricsRobustAgainstRestarts that exporting metrics is robust against metric serverCOMMENT
MEDIUMrunsc/container/container.go632 // CPU stats can utilize host cgroups for accuracy.COMMENT
MEDIUMpkg/shim/v1/utils/volumes.go150// - (Essentially we set it to what the admission controller said.)COMMENT
MEDIUMpkg/sentry/vfs/mount_unsafe.go123 // Essentially every mountTable will contain at least /proc, /sys, andCOMMENT
MEDIUMpkg/sentry/fsimpl/overlay/filesystem.go1268 // Essentially no gVisor filesystem supports RENAME_WHITEOUT, so just do aCOMMENT
MEDIUMpkg/sentry/platform/kvm/machine_amd64.go242 // capability, but it means that this method should be robust toCOMMENT
MEDIUMpkg/sentry/time/parameters.go46 // TODO(b/68779214): make error correction more robust to delayedCOMMENT
MEDIUMpkg/sentry/control/state_cuda.go131 // Option 1 is more robust, however, support for --get-state was only addedCOMMENT
MEDIUMpkg/sentry/kernel/task_futex.go53// GetRobustList sets the robust futex list for the task.COMMENT
MEDIUMpkg/sentry/kernel/task_futex.go61// SetRobustList sets the robust futex list for the task.COMMENT
MEDIUMpkg/sentry/kernel/task_futex.go68// exitRobustList walks the robust futex list, marking locks dead and notifyingCOMMENT
MEDIUMpkg/sentry/kernel/task_futex.go130// wakeRobustListOne wakes a single futex from the robust list.COMMENT
MEDIUMpkg/sentry/kernel/task.go616 // robustList is a pointer to the head of the tasks's robust futexCOMMENT
MEDIUMpkg/sentry/kernel/task_exit.go278 // Handle the robust futex list.COMMENT
MEDIUMpkg/sentry/kernel/task_exec.go357 // Handle the robust futex list.COMMENT
MEDIUMpkg/sentry/kernel/futex/futex.go647// FUTEX_OWNER_DIED is only set by the Linux when robust lists are in use (seeCOMMENT
MEDIUMpkg/sentry/kernel/futex/futex.go648// exit_robust_list()). Given we don't support robust lists, although handledCOMMENT
MEDIUMpkg/sentry/socket/netfilter/netfilter.go139 // Read in the struct and table name. IPv4 and IPv6 utilize structsCOMMENT
MEDIUMpkg/bpf/optimizer.go457// (Essentially, we create a common "jump to return" doormat that everyone inCOMMENT
MEDIUMpkg/tcpip/transport/tcp/snd.go1301 // can leverage the SACK information to determine when an incoming ACK is aCOMMENT
MEDIUM…cpip/network/internal/ip/generic_multicast_protocol.go79 // Robustness Variable may be increased. MLD is robust to [RobustnessCOMMENT
MEDIUM…cpip/network/internal/ip/generic_multicast_protocol.go87 // Variable may be increased. IGMP is robust to (Robustness Variable -COMMENT
MEDIUMpkg/tcpip/stack/iptables_types.go100 // don't utilize iptables.COMMENT
Self-Referential Comments11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMtools/go_branch.sh29# Create a temporary working directory, and ensure that this directory and allCOMMENT
MEDIUMtools/make_apt.sh60# Create a directory for the release.COMMENT
MEDIUMtools/make_apt.sh64# Create a temporary keyring, and ensure it is cleaned up.COMMENT
MEDIUMtest/rtnetlink/linux/rtnetlink_test.sh70 # Create a sync pipe that will be closed when TCP_SRV creates a listen socket.COMMENT
MEDIUMtest/rtnetlink/linux/route_test.sh20# Create a new default route and a new route with a address.COMMENT
MEDIUMtest/rtnetlink/linux/setlink_test.sh20# Create a new veth pair in the current namespace and change the MTU.COMMENT
MEDIUMtest/rtnetlink/linux/setlink_test.sh31# Create a new veth pair in the current namespace and rename the link.COMMENT
MEDIUMtest/rtnetlink/linux/veth_test.sh20# Create a new veth pair in the current namespace.COMMENT
MEDIUMtest/packetdrill/packetdrill_test.sh173# Create the DUT container and connect to network.COMMENT
MEDIUMtest/packetdrill/packetdrill_test.sh191# Create the test runner container and connect to network.COMMENT
MEDIUMsandboxexec/sandbox/sandbox_test.py61 # Create the background sandboxCOMMENT
Cross-File Repetition6 hits · 30 pts
SeverityFileLineSnippetContext
HIGHtest/gpu/triton/triton.go0\n // ..the quick brown fox\n // ..jumps over\n // ....the lazy dog\n // .STRING
HIGHtest/gpu/sglang/sglang.go0\n // ..the quick brown fox\n // ..jumps over\n // ....the lazy dog\n // .STRING
HIGHtest/gpu/ollama/ollama.go0\n // ..the quick brown fox\n // ..jumps over\n // ....the lazy dog\n // .STRING
HIGHtest/kubernetes/benchmarks/vllm.go0we assembled on the vast green lawn outside as the reactors began to slowly wind down. the workers were solemn; the actiSTRING
HIGHtest/kubernetes/benchmarks/sglang.go0we assembled on the vast green lawn outside as the reactors began to slowly wind down. the workers were solemn; the actiSTRING
HIGHtest/kubernetes/benchmarks/ollama.go0we assembled on the vast green lawn outside as the reactors began to slowly wind down. the workers were solemn; the actiSTRING
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHrunsc/fsgofer/lisafs.go581 // Set the owners as requested by the client.COMMENT
HIGHpkg/sentry/mm/syscalls.go152 // Get pmas and map as requested.COMMENT
Structural Annotation Overuse8 hits · 12 pts
SeverityFileLineSnippetContext
LOW.claude/skills/add-syscall/SKILL.md140### Step 1: Run the native testCOMMENT
LOW.claude/skills/add-syscall/SKILL.md174### Step 2: Build the gvisor implementationCOMMENT
LOW.claude/skills/add-syscall/SKILL.md188### Step 3: Run the gvisor (runsc) testCOMMENT
LOWpkg/sentry/devices/nvproxy/README.md54### Step 1: Place the New Version in the TreeCOMMENT
LOWpkg/sentry/devices/nvproxy/README.md71### Step 2: Calculate the Driver ChecksumCOMMENT
LOWpkg/sentry/devices/nvproxy/README.md81### Step 3: Account for ABI ChangesCOMMENT
LOWpkg/sentry/devices/nvproxy/README.md137### Step 4: Add Support for New or Modified IoctlsCOMMENT
LOWpkg/tcpip/tcpip.go857 // NOTE: This method is a no-op for sockets other than TCP.COMMENT
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWtest/compatibility/wordpress/wordpress_test.go48 adminEmail = "admin@example.com"CODE
LOWtest/compatibility/gitea/gitea_test.go44 adminEmail = "admin@example.com"CODE
LOWtest/image/latin10k.txt1Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras ut placerat felis. Maecenas urna est, auctor a efficitur sCODE
LOWtest/image/latin10k.txt1Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras ut placerat felis. Maecenas urna est, auctor a efficitur sCODE
LOW…e/blog/2026-04-15-magi-multi-agent-gvisor-isolation.md407 --env=OPENCLAW_GATEWAY_TOKEN="dummy-token-for-sandbox" \CODE
LOW…e/blog/2026-04-15-magi-multi-agent-gvisor-isolation.md434You can now go to `http://127.0.0.1:18789/?token=dummy-token-for-sandbox` andCODE
LOWpkg/sentry/socket/netlink/netfilter/protocol.go1061 m.PutAttrString(linux.NFTA_GEN_PROC_NAME, "placeholder")CODE
Verbosity Indicators4 hits · 6 pts
SeverityFileLineSnippetContext
LOWpkg/tcpip/transport/tcp/sack_scoreboard.go233 // We need to check if the immediate lower (if any) sackedCOMMENT
LOW…/tcpip/network/internal/fragmentation/fragmentation.go241 // Before releasing a fragment we need to check if r is already marked as done.COMMENT
LOWpkg/tcpip/stack/transport_demuxer.go439 // If it was previously bound, we need to check if we can bind again.COMMENT
LOWpkg/tcpip/stack/transport_demuxer.go458 // If it was previously bound, we need to check if we can bind again.COMMENT
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHsandboxexec/sandbox/sandbox.py252Runs the given command inside the running sandbox. Args: cmd: The command to run. *args: Arguments to tSTRING
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWimages/gpu/stable-diffusion-xl/generate_image.py187def get_optimal_terminal_width():CODE
LOWsandboxexec/sandbox/sandbox_test.py80 def test_exec_invalid_command_or_args(self):CODE
LOWsandboxexec/sandbox/sandbox_test.py104 def test_non_root_networking_error(self):CODE
LOWsandboxexec/sandbox/sandbox_test.py169 def test_runtime_dir_ownership_and_cleanup(self):CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsandboxexec/sandbox/sandbox_test.py120CODE
LOWsandboxexec/sandbox/sandbox.py37CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtools/builkite-check-paths.sh17# Check if any changes are in specified paths. The script exits with 0 if noCOMMENT
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsandboxexec/sandbox/sandbox.py137 except Exception:CODE