0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

10.4K

Stars

Language

313.3K

Lines of Code

1.3K

Files

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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 85 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 1.5/100 · LOW

Which changes need focused human review? 88 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 1MEDIUM 2LOW 85

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 88 distinct pattern matches across 7 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 Block78 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	cmd/buildkitd/service_windows.go	201	}	COMMENT
LOW	snapshot/merge.go	41	// result of merging these diffs looks the same as exporting the diffs as layer	COMMENT
LOW	cache/contenthash/checksum.go	1121	type followLinksCallback func(path string, cr *CacheRecord) error	COMMENT
LOW	cache/contenthash/path_test.go	21	mkdirAll(t, tmpdir, "target")	COMMENT
LOW	cache/remotecache/v1/types/doc.go	1	package cacheimporttypes	COMMENT
LOW	cache/remotecache/v1/types/doc.go	21	// {	COMMENT
LOW	cache/remotecache/v1/types/doc.go	41	// "createdat": "",	COMMENT
LOW	frontend/dockerfile/dockerfile_outline_test.go	181	dockerui.DefaultLocalNameDockerfile: dir,	COMMENT
LOW	frontend/dockerfile/exclude_patterns_test.go	21	testExcludedFilesOnCopy,	COMMENT
LOW	frontend/dockerfile/dockerfile_git_http_test.go	21	// testDockerfileFromGitSHA1 runs testDockerfileFromGit against a repo using	COMMENT
LOW	frontend/dockerfile/dockerfile_heredoc_test.go	361	require.NoError(t, err)	COMMENT
LOW	frontend/dockerfile/instructions/bflag.go	121		COMMENT
LOW	frontend/dockerfile/instructions/bflag.go	141	// w/o needing to add an if-statement around each one.	COMMENT
LOW	frontend/dockerfile/instructions/commands.go	501		COMMENT
LOW	frontend/dockerfile/shell/lex.go	41	}	COMMENT
LOW	frontend/dockerfile/shell/lex.go	281	if preservePatternEscapes && ch == sw.escapeToken {	COMMENT
LOW	frontend/dockerfile/dfgitutil/git_ref.go	41	//	COMMENT
LOW	identity/randomid.go	21	// To ensure that all identifiers are fixed length, we make sure they	COMMENT
LOW	util/tracing/detect/resource.go	21	detectedResource *resource.Resource	COMMENT
LOW	util/tracing/otlptracegrpc/client.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	util/tracing/otlptracegrpc/connection.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	util/progress/progressui/display.go	61	// init initializes the display and opens any resources	COMMENT
LOW	util/system/path.go	121	}	COMMENT
LOW	util/system/path.go	141	return false	COMMENT
LOW	util/system/path.go	161	//	COMMENT
LOW	util/system/path.go	201	// We expect all paths to be in C:	COMMENT
LOW	util/resolvconf/resolvconf.go	1	// Package resolvconf is used to generate a container's /etc/resolv.conf file.	COMMENT
LOW	util/compression/go126flate/deflate.go	21		COMMENT
LOW	util/compression/go126flate/deflate.go	661	// a very fast compression for all types of input, but sacrificing considerable	COMMENT
LOW	util/compression/go126flate/deflate.go	701	// A Writer takes data written to it and writes the compressed	COMMENT
LOW	util/compression/go126flate/doc.go	1	// Copyright 2009 The Go Authors. All rights reserved.	COMMENT
LOW	util/compression/go126flate/deflatefast.go	101	// scanned (or skipped), look at every third byte, etc.. When a match	COMMENT
LOW	util/compression/go126flate/deflatefast.go	141	dst = emitLiteral(dst, src[nextEmit:s])	COMMENT
LOW	util/compression/go126flate/huffman_bit_writer.go	181	n++	COMMENT
LOW	util/compression/go126flate/huffman_code.go	121	// It is only called when list.length >= 3.	COMMENT
LOW	util/compression/go126flate/huffman_code.go	141		COMMENT
LOW	util/db/boltutil/gate.go	1	package boltutil	COMMENT
LOW	util/rootless/specconv/specconv_linux.go	1	package specconv	COMMENT
LOW	util/windows/util_windows.go	61	// The equivalent in Windows of /etc/passwd and /etc/group is a registry hive called SAM which can be found	COMMENT
LOW	util/overlay/overlay_linux.go	121	return errors.Wrapf(err, "failed to record upperdir changes")	COMMENT
LOW	util/testutil/dockerd/client/client.go	21	//	COMMENT
LOW	util/testutil/dockerd/client/client.go	61	// client used to send and receive http requests.	COMMENT
LOW	util/testutil/dockerd/client/client.go	81	// in the client. The client (and by extension API client) can be made to send	COMMENT
LOW	util/purl/image.go	81	}	COMMENT
LOW	source/git/bundle.go	21	digest "github.com/opencontainers/go-digest"	COMMENT
LOW	source/git/bundle.go	41	bundleFallbackRef = "refs/heads/main"	COMMENT
LOW	source/git/bundle.go	161	// the same staging dir on subsequent calls for the lifetime of gs.	COMMENT
LOW	source/git/source.go	1001	// commit as the ref directly. validateBundleAttrs guarantees	COMMENT
LOW	solver/cachemiss_stale_dep_test.go	1	package solver	COMMENT
LOW	solver/cachemiss_stale_dep_test.go	21	// keys to edgeState.keys at completion). Both base and step are saved. A2 then	COMMENT
LOW	solver/cachemiss_stale_dep_test.go	181	// Control: with the base recreated fresh, A2 probes the	COMMENT
LOW	solver/cachemiss_stale_dep_test.go	201	execs, result := run(t, scenario{holdBaseAlive: true, sameStepVertex: true, warmBase: true})	COMMENT
LOW	solver/cachemiss_stale_dep_test.go	241	// keys -- but it must NOT advertise them in edgeState.keys, or step would	COMMENT
LOW	solver/types.go	221	// For example, in LLB this digest is a manifest digest for OCI images, or	COMMENT
LOW	solver/pb/ops.pb.go	281	// Op represents a vertex of the LLB DAG.	COMMENT
LOW	solver/llbsolver/metrics.go	81	enabled: true,	COMMENT
LOW	solver/llbsolver/ops/exec.go	321	// - A "snapshot" contains "foo/a.txt" and "bar/b.txt"	COMMENT
LOW	docs/buildkitd.toml.md	61	# specification, please refer to https://github.com/cncf-tags/container-device-interface/blob/main/SPEC.md#cdi-json-sp	COMMENT
LOW	docs/buildkitd.toml.md	101	platforms = [ "linux/amd64", "linux/arm64" ]	COMMENT
LOW	docs/buildkitd.toml.md	161	address = "/run/containerd/containerd.sock"	COMMENT
18 more matches not shown…

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/dockerfile/docs/reference.md	2249	# Note: I've written this using sh so it works in the busybox container too	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	util/testutil/dockerd/client/client.go	45	// DefaultVersion is the pinned version of the docker API we utilize.	COMMENT
MEDIUM	client/llb/source.go	377	// Formats that utilize SSH may need to supply credentials as a [GitOption].	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	frontend/dockerfile/dockerfile_check_test.go	943	LABEL org.opencontainers.image.authors="me@example.org"	CODE
LOW	frontend/dockerfile/docs/reference.md	1301	ENV MY_NAME="John Doe"	CODE
LOW	frontend/dockerfile/docs/reference.md	1311	ENV MY_NAME="John Doe" MY_DOG=Rex\ The\ Dog \	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	frontend/dockerfile/builder/build.go	32	// Don't forget to update frontend documentation if you add	COMMENT
LOW	frontend/dockerui/config.go	53	// Don't forget to update frontend documentation if you add	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	client/pinrace_6731_test.go	121	// Step 1: warmup, in its own c.Build (Job 1). The frontend evaluates	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	client/pinrace_6731_test.go	121	// Step 1: warmup, in its own c.Build (Job 1). The frontend evaluates	COMMENT

moby/buildkit

Open-Source Code Quality, Security and Technical Debt Review