1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.2K

Stars

Language

86.6K

Lines of Code

573

Files

123

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? 123 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 7.2/100 · LOW

Which changes need focused human review? 123 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 3LOW 120

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 123 distinct pattern matches across 3 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 Block116 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW	add.go	41		COMMENT
LOW	add.go	61	// If the sources include directory trees, Hasher will be passed	COMMENT
LOW	add.go	81	StripSetuidBit bool	COMMENT
LOW	add.go	101	// Parents specifies that we should preserve either all of the parent	COMMENT
LOW	add.go	121	// paths. When false, they are rejected. Defaults to true.	COMMENT
LOW	pull.go	21	// being written. Except in specific circumstances, no value should be	COMMENT
LOW	pull.go	41	AllTags bool	COMMENT
LOW	run.go	121	// Cmd is an override for the configured default command.	COMMENT
LOW	run.go	141	// terminal is used if os.Stdout is connected to a terminal, but that	COMMENT
LOW	run.go	161	DropCapabilities []string	COMMENT
LOW	run.go	181	SystemContext *types.SystemContext `json:"-"`	COMMENT
LOW	buildah.go	21	"go.podman.io/storage"	COMMENT
LOW	buildah.go	41	)	COMMENT
LOW	buildah.go	61	// take, signalling that the source image should not be pulled from a	COMMENT
LOW	buildah.go	101	FromImage string `json:"image,omitempty"`	COMMENT
LOW	buildah.go	141	Isolation define.Isolation	COMMENT
LOW	buildah.go	161	// be allowed to inherit the current set of supplementary groups.	COMMENT
LOW	buildah.go	181	// TempVolumes are temporary mount points created during Run() calls.	COMMENT
LOW	buildah.go	281	// FromImage is the name of the image which should be used as the	COMMENT
LOW	buildah.go	301	BlobDirectory string	COMMENT
LOW	buildah.go	321	// mounted in "host-path:container-path" format	COMMENT
LOW	buildah.go	361	// PullRetryDelay is how long to wait before retrying a pull attempt.	COMMENT
LOW	buildah.go	381	// (when set to true), or with a minimal initial configuration which	COMMENT
LOW	buildah.go	401	// Image is the name or ID of the image we'd like to examine.	COMMENT
LOW	commit.go	41		COMMENT
LOW	commit.go	61	// being written. Except in specific circumstances, no value should be	COMMENT
LOW	commit.go	81	// manifest.	COMMENT
LOW	commit.go	101	// regenerate from on-disk layers. If blobs are available, the	COMMENT
LOW	commit.go	121	// Deprecated: use HistoryTimestamp or SourceDateEpoch (possibly with	COMMENT
LOW	commit.go	141	// indexing. i.e. 0 is the first layer, -1 is the last (top-most) layer.	COMMENT
LOW	commit.go	161	// filesystem paths in the image and the corresponding values are the	COMMENT
LOW	commit.go	181	// be added to the image at commit-time. The order of these relative	COMMENT
LOW	install.md	241		COMMENT
LOW	install.md	261	# create accounts with arbitrary names). This will prevent an image from being	COMMENT
LOW	install.md	281	# blocked = false	COMMENT
LOW	install.md	301	# #	COMMENT
LOW	release.sh	1	#!/bin/sh	COMMENT
LOW	push.go	41	// PushOptions can be used to alter how an image is copied somewhere.	COMMENT
LOW	push.go	61	SystemContext *types.SystemContext	COMMENT
LOW	push.go	81	// MaxRetries is the maximum number of attempts we'll make to push any	COMMENT
LOW	image.go	41	)	COMMENT
LOW	image.go	61	// create uniquely-named files, but we don't want to try to use their	COMMENT
LOW	image.go	81	// - Allow OBJECT_INHERIT+CONTAINER_INHERIT+INHERIT_ONLY Generic All to Creator Owner (CO)	COMMENT
LOW	docker/types.go	41	// layer. Otherwise, the history item is associated with the next	COMMENT
LOW	docker/types.go	221	}	COMMENT
LOW	define/build.go	21	// Value is the URL of an external tar archive.	COMMENT
LOW	define/build.go	41	// CgroupParent is the path to cgroups under which the cgroup for the container will be created.	COMMENT
LOW	define/build.go	61	DNSSearch []string	COMMENT
LOW	define/build.go	81	// OmitTimestamp forces epoch 0 as created timestamp to allow for	COMMENT
LOW	define/build.go	101	// "nproc": maximum number of processes (ulimit -u)	COMMENT
LOW	define/build.go	121		COMMENT
LOW	define/build.go	141	// Quiet tells us whether or not to announce steps as we go through them.	COMMENT
LOW	define/build.go	161	// potential cache destination.	COMMENT
LOW	define/build.go	181	// Map of external additional build contexts	COMMENT
LOW	define/build.go	201	LogFile string	COMMENT
LOW	define/build.go	221	// SourcePolicyFile specifies the path to a BuildKit-compatible source	COMMENT
LOW	define/build.go	241	// NamespaceOptions controls how we set up namespaces processes that we	COMMENT
LOW	define/build.go	261	IDMappingOptions *IDMappingOptions	COMMENT
LOW	define/build.go	281	DefaultMountsFilePath string	COMMENT
LOW	define/build.go	301	SaveStages bool	COMMENT
56 more matches not shown…

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_buildah_authentication.sh	33	# Create a private registry that uses certificate and creds file	COMMENT
MEDIUM	tests/test_buildah_baseline.sh	62	# Create a scratch container	COMMENT
MEDIUM	tests/test_buildah_baseline.sh	230	# Create a whalesays container	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/helpers.bash	646	# is_rootless # Check if we run as normal user	COMMENT
LOW	.github/workflows/assign.yml	27	# Check if issue has any assignees	COMMENT
LOW	demos/buildah_multi_stage.sh	10	# is_rootless # Check if we run as normal user	COMMENT
LOW	demos/buildah-scratch-demo.sh	11	# is_rootless # Check if we run as normal user	COMMENT

podman-container-tools/buildah

Open-Source Code Quality, Security and Technical Debt Review