1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

10.7K

Stars

Language

78.2K

Lines of Code

469

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 92 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 1HIGH 0MEDIUM 4LOW 87

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 92 distinct pattern matches across 6 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 Block71 hits · 71 pts

Severity	File	Line	Snippet	Context
LOW	registry.go	21	// GlobalScope represents the full namespace scope which contains	COMMENT
LOW	registry.go	101	// Manifests returns a reference to this repository's manifest service.	COMMENT
LOW	doc.go	1	// Package distribution will define the interfaces for the components of	COMMENT
LOW	blobs.go	81	Enumerate(ctx context.Context, ingester func(dgst digest.Digest) error) error	COMMENT
LOW	blobs.go	121	// BlobServer can serve blobs via http.	COMMENT
LOW	blobs.go	141	// or an error.	COMMENT
LOW	blobs.go	181	io.ReaderFrom	COMMENT
LOW	cmd/registry-api-descriptor-template/main.go	1	// registry-api-descriptor-template uses the APIDescriptor defined in the	COMMENT
LOW	configuration/configuration.go	21	// Configuration is a versioned registry configuration, intended to be provided by a yaml file, and	COMMENT
LOW	configuration/configuration.go	161	// receives a stop signal	COMMENT
LOW	configuration/configuration.go	221	// Enables H2C (HTTP/2 Cleartext). Enable to support HTTP/2 without needing to configure TLS	COMMENT
LOW	configuration/configuration.go	721	// to complete when pulling blobs from the remote registry. This timeout ensures	COMMENT
LOW	health/doc.go	1	// Package health provides a generic health checking framework.	COMMENT
LOW	health/doc.go	21	//	COMMENT
LOW	health/doc.go	41	// PeriodicChecks run on a certain schedule and asynchronously update the	COMMENT
LOW	health/doc.go	61	// ensuring some stability of the service when handling them.	COMMENT
LOW	health/doc.go	81	// endpoint always return an error:	COMMENT
LOW	health/doc.go	101	// if err != nil {	COMMENT
LOW	health/doc.go	121	// # touch /tmp/disable	COMMENT
LOW	internal/dcontext/trace.go	21	// The main benefit of this function is to post-process log messages or	COMMENT
LOW	internal/dcontext/doc.go	1	// Package dcontext provides several utilities for working with	COMMENT
LOW	internal/dcontext/doc.go	21	// any context.Context interface and returns the current logger from the	COMMENT
LOW	internal/dcontext/doc.go	41	//	COMMENT
LOW	internal/dcontext/doc.go	61	// INFO[0000] this log message has a version field http.request.id=unique id version=v2.0.0-alpha.2.m	COMMENT
LOW	internal/dcontext/doc.go	81	//	COMMENT
LOW	internal/client/transport/http_reader.go	61	// seekOffset allows Seek to override the offset. Seek changes	COMMENT
LOW	internal/client/auth/challenge/authchallenge.go	21	func init() {	COMMENT
LOW	internal/client/auth/challenge/authchallenge.go	61	}	COMMENT
LOW	version/version.sh	1	#!/bin/sh	COMMENT
LOW	version/get.go	21	// Revision returns the VCS (e.g. git) revision being used to build	COMMENT
LOW	digestset/deprecated.go	21	// Set is used to hold a unique set of digests which	COMMENT
LOW	digestset/deprecated.go	41		COMMENT
LOW	registry/auth/auth.go	1	// Package auth defines a standard interface for request access controllers.	COMMENT
LOW	registry/auth/auth.go	21	// if ctx, err := accessController.Authorized(r, access); err != nil {	COMMENT
LOW	registry/auth/auth.go	101	// Authorized determines if the request is granted access. If one or more	COMMENT
LOW	registry/storage/paths.go	21	// pathFor maps paths based on "object names" and their ids. The "object	COMMENT
LOW	registry/storage/paths.go	41	// │ │ └── link	COMMENT
LOW	registry/storage/paths.go	61	// is just a directory of layers which are "linked" into a repository. A layer	COMMENT
LOW	registry/storage/paths.go	81	//	COMMENT
LOW	registry/storage/paths.go	101	//	COMMENT
LOW	registry/storage/paths.go	361	func (layersPathSpec) pathSpec() {}	COMMENT
LOW	registry/storage/filereader_test.go	181	// TODO(stevvooe): We need to cover error return types, driven by the	COMMENT
LOW	registry/storage/cache/redis/redis.go	21	// the layer, providing path, length and mediatype information. There is also	COMMENT
LOW	registry/storage/driver/fileinfo.go	21	IsDir() bool	COMMENT
LOW	registry/storage/driver/storagedriver.go	61		COMMENT
LOW	registry/storage/driver/storagedriver.go	101	// RedirectURL returns a URL which the client of the request r may use	COMMENT
LOW	…try/storage/driver/middleware/cloudfront/middleware.go	41	var _ storagedriver.StorageDriver = &cloudFrontStorageMiddleware{}	COMMENT
LOW	registry/storage/driver/s3-aws/s3.go	1	// Package s3 provides a storagedriver.StorageDriver implementation to	COMMENT
LOW	registry/storage/driver/s3-aws/s3.go	521	}	COMMENT
LOW	registry/storage/driver/s3-aws/s3.go	1221	// # Examples	COMMENT
LOW	registry/storage/driver/s3-aws/s3_v2_signer.go	1	package s3	COMMENT
LOW	registry/storage/driver/azure/azure.go	721	return n, nil	COMMENT
LOW	registry/storage/driver/testsuites/testsuites.go	1041	wg.Wait()	COMMENT
LOW	registry/storage/driver/testsuites/testsuites.go	1061	// read, err := suite.StorageDriver.Writer(suite.ctx, filename, offset, bytes.NewReader(contents))	COMMENT
LOW	registry/storage/driver/testsuites/testsuites.go	1081	// } else {	COMMENT
LOW	registry/storage/driver/base/base.go	1	// Package base provides a base implementation of the storage driver that can	COMMENT
LOW	registry/storage/driver/base/base.go	21	// driver implements the actual logic.	COMMENT
LOW	registry/storage/driver/gcs/gcs.go	1	// Package gcs provides a storagedriver.StorageDriver implementation to	COMMENT
LOW	registry/api/v2/errors_deprecated.go	1	package v2	COMMENT
LOW	registry/api/v2/errors_deprecated.go	21	ErrorCodeRangeInvalid = errcode.ErrorCodeRangeInvalid	COMMENT
11 more matches not shown…

Verbosity Indicators8 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	internal/dcontext/http.go	182	// We need to check if that's intentional (could be a bug).	COMMENT
LOW⚡	registry/storage/blobstore_test.go	88	// Step 1: Put the blob. This also populates the cache.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	97	// Step 2: Verify the cached statter reports the blob exists.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	103	// Step 3: Simulate GC — delete blob data from backend.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	109	// Step 4: Confirm backend has no blob.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	114	// Step 5: Confirm cached statter STILL reports blob exists (stale cache).	COMMENT
LOW⚡	registry/storage/blobstore_test.go	123	// Step 6: Re-put should succeed because Put bypasses the stale cache	COMMENT
LOW⚡	registry/storage/blobstore_test.go	133	// Step 7: Verify the content is actually readable.	COMMENT

Structural Annotation Overuse7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	registry/storage/blobstore_test.go	88	// Step 1: Put the blob. This also populates the cache.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	97	// Step 2: Verify the cached statter reports the blob exists.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	103	// Step 3: Simulate GC — delete blob data from backend.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	109	// Step 4: Confirm backend has no blob.	COMMENT
LOW⚡	registry/storage/blobstore_test.go	114	// Step 5: Confirm cached statter STILL reports blob exists (stale cache).	COMMENT
LOW⚡	registry/storage/blobstore_test.go	123	// Step 6: Re-put should succeed because Put bypasses the stale cache	COMMENT
LOW⚡	registry/storage/blobstore_test.go	133	// Step 7: Verify the content is actually readable.	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	releases/v3.1.0.toml	227	* [`4d613f77`](https://github.com/distribution/distribution/commit/4d613f771f4565f0ab2eaaf14ce34037ab033e2c) feat(regi	COMMENT
MEDIUM	releases/v3.1.0.toml	228	* [`edde36cd`](https://github.com/distribution/distribution/commit/edde36cd9e6818491399602ab6f9374bba3e4416) feat(regi	COMMENT
MEDIUM	registry/registry.go	58	// a list of default ciphersuites to utilize	COMMENT
MEDIUM	registry/storage/driver/inmemory/mfs.go	114	// directory. Essentially, this is open or create.	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/hugo-geekdoc/static/js/mermaid-16393d09.bundle.min.js	2	(()=>{var t,e,r={9119:(t,e)=>{"use strict";Object.defineProperty(e,"__esModule",{value:!0}),e.BLANK_URL=e.relativeFirstC	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/hugo-geekdoc/static/js/mermaid-16393d09.bundle.min.js	2	(()=>{var t,e,r={9119:(t,e)=>{"use strict";Object.defineProperty(e,"__esModule",{value:!0}),e.BLANK_URL=e.relativeFirstC	CODE

distribution/distribution

Open-Source Code Quality, Security and Technical Debt Review