1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

5.7K

Stars

Language

115.1K

Lines of Code

630

Files

134

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 133 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 134 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 0MEDIUM 23LOW 111

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 134 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 Block108 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	101	# - exhaustruct_v5	COMMENT
LOW	test/helpers.bash	621	# wait_for_log <log message> [line to skip]	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	1	# The CRI-O configuration file specifies all of the available configuration	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	21		COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	81	# "<ulimit name>=<soft limit>:<hard limit>", for example:	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	161	# be removed in future versions in favor of default_mounts_file.	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	201	# If set to true, all containers will run in read-only mode.	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	241	# The "crio.runtime.runtimes" table defines a list of OCI compatible runtimes.	COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	281		COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	301		COMMENT
LOW	test/testdata/config/config-v1.17.0.toml	321	# consider configuring the registries via /etc/containers/registries.conf before	COMMENT
LOW	internal/runtimehandlerhooks/utils_test.go	161	#IRQBALANCE_ONESHOT=	COMMENT
LOW	internal/runtimehandlerhooks/gomaxprocs_hooks_linux.go	101	// No-op.	COMMENT
LOW	…al/runtimehandlerhooks/high_performance_hooks_linux.go	681	// disabled, some that won't.	COMMENT
LOW	…al/runtimehandlerhooks/high_performance_hooks_linux.go	1001		COMMENT
LOW	…al/runtimehandlerhooks/high_performance_hooks_linux.go	1061		COMMENT
LOW	internal/config/cgmgr/cgmgr_linux.go	41	// the CRI-O server to use cgroups, regardless of how it or the node was configured.	COMMENT
LOW	internal/config/cgmgr/cgmgr_linux.go	61	// It creates a new cgroup if one does not already exist.	COMMENT
LOW	internal/config/cgmgr/cgmgr_linux.go	81	) (string, error)	COMMENT
LOW	internal/config/cgmgr/cgmgr_linux.go	301	// If the cgroup manager is systemd, then libcontainer	COMMENT
LOW	internal/oci/container.go	141	}	COMMENT
LOW	internal/oci/runtime_pod.go	401	PID() uint32	COMMENT
LOW	internal/storage/runtime.go	21	// function call is found to be invalid (most often, because it's	COMMENT
LOW	internal/storage/runtime.go	101		COMMENT
LOW	internal/storage/runtime.go	121	}	COMMENT
LOW	internal/storage/doc.go	1	// Package storage provides helper functions for creating and managing CRI pod	COMMENT
LOW	internal/storage/registry_reference.go	1	package storage	COMMENT
LOW	internal/storage/image.go	141		COMMENT
LOW	internal/storage/references/registry_reference.go	1	package references	COMMENT
LOW	internal/nri/nri.go	21	//	COMMENT
LOW	internal/annotations/checkpoint.go	1	package annotations	COMMENT
LOW	internal/watchdog/systemd.go	21		COMMENT
LOW	internal/lib/container_server.go	1221		COMMENT
LOW	internal/lib/restore.go	241	for _, m := range ctrSpec.Config.Mounts {	COMMENT
LOW	internal/hostport/hostport_manager.go	21	)	COMMENT
LOW	internal/iptables/iptables.go	61	// does not, or if it is unable to check.	COMMENT
LOW	internal/iptables/iptables.go	81	// Monitor detects when the given iptables tables have been flushed by an external	COMMENT
LOW	internal/factory/container/container.go	221		COMMENT
LOW	internal/factory/container/device_linux.go	221	fromCRI[dev.GetName()] = struct{}{}	COMMENT
LOW	internal/factory/container/device_linux.go	281		COMMENT
LOW	hack/lib/util/trap.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/util/environment.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/util/environment.sh	21	fi	COMMENT
LOW	hack/lib/util/find.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/util/find.sh	21		COMMENT
LOW	hack/lib/util/misc.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/util/ensure.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/log/output.sh	81	#	COMMENT
LOW	hack/lib/log/system.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/log/system.sh	21	# This function stops logging and generates plots of data for easy consumption.	COMMENT
LOW	hack/lib/log/system.sh	221		COMMENT
LOW	hack/lib/log/stacktrace.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/lib/log/stacktrace.sh	21		COMMENT
LOW	server/container_restore.go	201		COMMENT
LOW	server/image_pull.go	321	// https://github.com/kubernetes/kubernetes/blob/6070f5a/pkg/kubelet/images/image_manager.go#L192-L195	COMMENT
LOW	contrib/test/ci/ansible.cfg	1	# config file for ansible -- http://ansible.com/	COMMENT
LOW	contrib/test/ci/ansible.cfg	21	#sudo_user = root	COMMENT
LOW	contrib/test/ci/ansible.cfg	41	# all - gather all subsets	COMMENT
LOW	contrib/test/ci/ansible.cfg	61	#callback_whitelist = timer, mail	COMMENT
LOW	contrib/test/ci/ansible.cfg	81	# (/usr/bin/ansible will use current user as default)	COMMENT
48 more matches not shown…

AI Slop Vocabulary8 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/testdata/config/config-v1.17.0.toml	76	# The crio.runtime table contains settings pertaining to the OCI runtime used	COMMENT
MEDIUM	test/testdata/config/config-v1.17.0.toml	282	# The crio.image table contains settings pertaining to the management of OCI images.	COMMENT
MEDIUM	test/testdata/config/config-v1.17.0.toml	341	# The crio.network table containers settings pertaining to the management of	COMMENT
MEDIUM	pkg/config/template.go	1016	const templateStringCrioRuntime = `# The crio.runtime table contains settings pertaining to the OCI runtime used	CODE
MEDIUM	pkg/config/template.go	1601	const templateStringCrioCheckpointRestore = `# The crio.checkpoint_restore table contains settings pertaining to the	CODE
MEDIUM	pkg/config/template.go	1616	const templateStringCrioImage = `# The crio.image table contains settings pertaining to the management of OCI images.	CODE
MEDIUM	pkg/config/template.go	1717	const templateStringCrioNetwork = `# The crio.network table containers settings pertaining to the management of	CODE
MEDIUM	pkg/config/template.go	1819	const templateStringCrioStats = `# Necessary information pertaining to container and pod stats reporting.	CODE

Slop Phrases6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/testdata/config/config-v1.17.0.toml	15	# for CRI-O, you can change the storage configuration options here.	COMMENT
MEDIUM	test/testdata/config/config-v1.17.0.toml	175	# you can change the default_mounts_file. Note, if this is done, CRI-O will	COMMENT
MEDIUM	test/testdata/config/config-v1.17.0.toml	286	# you want to modify just CRI-O, you can change the registries configuration in	COMMENT
MEDIUM	contrib/test/ci/ansible.cfg	219	# and you can change the location of the files by setting retry_files_save_path	COMMENT
MEDIUM	pkg/config/template.go	851	# for CRI-O, you can change the storage configuration options here.	COMMENT
MEDIUM	pkg/config/template.go	1221	# you can change the default_mounts_file. Note, if this is done, CRI-O will	COMMENT

Self-Referential Comments5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/helpers.bash	211	# Create the template storage $1 by importing the images like for a test, with	COMMENT
MEDIUM	hack/lib/util/text.sh	3	# This file contains helpful aliases for manipulating the output text to the terminal as	COMMENT
MEDIUM	hack/lib/log/output.sh	3	# This file contains functions used for writing log messages	COMMENT
MEDIUM	contrib/custom-node-e2e/create-ignition-config.sh	130	# Create a custom node-e2e-installer script	COMMENT
MEDIUM	contrib/custom-node-e2e/create-ignition-config.sh	190	# Create a custom ignition config file	COMMENT

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	contrib/kube-local/README.md	12	- [Supported container orchestration](#supported-container-orchestration)	CODE
MEDIUM	contrib/kube-local/README.md	30	- [Container Orchestration](#container-orchestration)	CODE
MEDIUM	contrib/kube-local/README.md	85	## Supported container orchestration	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	test/helpers.bash	318	# Check if journald is supported by runtime.	COMMENT
LOW	contrib/test/ci/ansible.cfg	341	# Set this to yes to allow libvirt_lxc connections to work without SELinux.	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	contrib/test/ci/ansible.cfg	2	# ==============================================	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	internal/lib/sandbox/builder.go	187	// TODO: Add validations before returning the sandbox.	COMMENT

cri-o/cri-o

Open-Source Code Quality, Security and Technical Debt Review