1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

50.4K

Stars

Language

138.4K

Lines of Code

846

Files

119

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 111 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 119 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 4HIGH 0MEDIUM 0LOW 115

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 119 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 Block100 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW	cmd/cancel2FA.go	41	// cancel2FACmd.PersistentFlags().String("foo", "", "A help for foo")	COMMENT
LOW	cmd/start.go	61		COMMENT
LOW	cmd/restart.go	21	RootCmd.AddCommand(RestartCmd)	COMMENT
LOW	drivers/115_open/driver.go	301	// 4. upload	COMMENT
LOW	drivers/115_open/driver.go	321	// return nil, errs.NotImplement	COMMENT
LOW	drivers/thunderx/types.go	101	//FileExtension string `json:"file_extension"`	COMMENT
LOW	drivers/thunderx/types.go	121	//IsDefault bool `json:"is_default"`	COMMENT
LOW	drivers/123_share/types.go	81	//func (f File) Thumb() string {	COMMENT
LOW	drivers/quqi/driver.go	361	// partSize := int64(1024 * 1024 * 2)	COMMENT
LOW	drivers/189/util.go	41	// if err != nil {	COMMENT
LOW	drivers/189/util.go	61	// captchaToken := regexp.MustCompile(`captchaToken' value='(.+?)'`).FindStringSubmatch(b)[1]	COMMENT
LOW	drivers/189/util.go	81	// return err	COMMENT
LOW	drivers/189/util.go	101	// }	COMMENT
LOW	drivers/189/util.go	121	// "captchaToken": captchaToken,	COMMENT
LOW	drivers/baidu_netdisk/types.go	101	Dlink string `json:"dlink"`	COMMENT
LOW	drivers/baidu_netdisk/types.go	121	//} `json:"names"`	COMMENT
LOW	drivers/baidu_netdisk/types.go	141	URL3 string `json:"url3"`	COMMENT
LOW	drivers/baidu_netdisk/types.go	161	//ID string `json:"id"`	COMMENT
LOW	drivers/terabox/types.go	21	Url3 string `json:"url3"`	COMMENT
LOW	drivers/139/types.go	21	CatalogID string `json:"catalogID"`	COMMENT
LOW	drivers/139/types.go	41	//SoftLink interface{} `json:"softLink"`	COMMENT
LOW	drivers/139/types.go	61	ThumbnailURL string `json:"thumbnailURL"`	COMMENT
LOW	drivers/139/types.go	81	//FileVersion string `json:"fileVersion"`	COMMENT
LOW	drivers/139/types.go	161	ContentSize int64 `json:"contentSize"`	COMMENT
LOW	drivers/139/driver.go	341	}	COMMENT
LOW	drivers/webdav/odrvcookie/cookie.go	1	package odrvcookie	COMMENT
LOW	drivers/webdav/odrvcookie/cookie.go	21	//}{m: make(map[string]*SpCookie)}	COMMENT
LOW	drivers/webdav/odrvcookie/cookie.go	41	// Cookie: cookie.ToString([]*http.Cookie{&tokenConf.RtFa, &tokenConf.FedAuth}),	COMMENT
LOW	drivers/yandex_disk/types.go	21	//AntivirusStatus string `json:"antivirus_status"`	COMMENT
LOW	drivers/baidu_photo/utils.go	61	//func (d *BaiduPhoto) Request(furl string, method string, callback base.ReqCallback, resp interface{}) ([]byte, error)	COMMENT
LOW	drivers/baidu_photo/utils.go	81	// }	COMMENT
LOW	drivers/quark_uc/types.go	41	//Status int `json:"status"`	COMMENT
LOW	drivers/quark_uc/types.go	121	//Category int `json:"category"`	COMMENT
LOW	drivers/123/util.go	81	// for (var t = [], e = 0; e < 256; e++) {	COMMENT
LOW	drivers/123/util.go	101	// return typeof t	COMMENT
LOW	drivers/123/util.go	121	// d: r.getDate() < 10 ? "0".concat(r.getDate()) : r.getDate(),	COMMENT
LOW	drivers/123/util.go	181	return err	COMMENT
LOW	drivers/thunder_browser/types.go	121	// Audit struct {	COMMENT
LOW	drivers/thunder_browser/types.go	141	// BitRate int `json:"bit_rate"`	COMMENT
LOW	drivers/thunder/types.go	181	// Links map[string]Link `json:"links"`	COMMENT
LOW	drivers/thunder/types.go	201	// Video struct {	COMMENT
LOW	internal/net/serve.go	21	"github.com/alist-org/alist/v3/pkg/utils"	COMMENT
LOW	internal/net/serve.go	41	// and passing it to DetectContentType.	COMMENT
LOW	internal/net/request_test.go	161	// Concurrency > 1 makes it take the chunked/MultiReadCloser path rather	COMMENT
LOW	internal/bootstrap/data/setting.go	21	// older than the one PreDefault records. Keeping the whole chain matters	COMMENT
LOW	internal/driver/driver.go	81	// Besides the most basic upload functionality, the following features also need to be implemented:	COMMENT
LOW	internal/driver/driver.go	101	// mutex like `semaphore.Weighted` to limit the maximum number of upload threads, preventing excessive	COMMENT
LOW	internal/driver/driver.go	141	// 1. Canceling (when `<-ctx.Done()` returns), which can be supported by the following methods:	COMMENT
LOW	internal/driver/driver.go	161	// memory usage caused by buffering too many file chunks awaiting upload.	COMMENT
LOW	internal/op/role.go	181	// old.PermissionScopes[0].Path != r.PermissionScopes[0].Path {	COMMENT
LOW	internal/model/user.go	41	// 4: can rename	COMMENT
LOW	server/s3/utils.go	61		COMMENT
LOW	server/s3/utils.go	81	// in, err := b.Open(os.O_RDONLY)	COMMENT
LOW	server/s3/utils.go	121	// path = strings.Trim(path, "/")	COMMENT
LOW	server/common/common.go	21	}	COMMENT
LOW	server/webdav/webdav.go	561		COMMENT
LOW	server/webdav/xml.go	21	// were encoded. Such changes were introduced in the Go 1.5 cycle, but were	COMMENT
LOW	server/webdav/xml.go	301	// multistatus response.	COMMENT
LOW	server/webdav/prop.go	41	// Allowed values include, but are not limited to the WebDAV status	COMMENT
LOW	server/webdav/prop.go	81	// removed. See the Terminology section of	COMMENT
40 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	drivers/lark/other.go	139	return c.client.Drive.V1.ExportTask.Create(ctx,	CODE
CRITICAL	drivers/lark/other.go	195	return c.client.Drive.V1.ExportTask.Get(ctx,	CODE
CRITICAL	drivers/lark/other.go	235	return c.client.Drive.V1.ExportTask.Download(ctx,	CODE
CRITICAL	drivers/lark/driver.go	262	return c.client.Drive.V1.File.List(ctx, builder.Build(), opts...)	CODE

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	drivers/darkibox/driver.go	234	// Step 1: Get the upload server URL	COMMENT
LOW⚡	drivers/darkibox/driver.go	243	// Step 2: Upload the file to the upload server	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	drivers/darkibox/driver.go	234	// Step 1: Get the upload server URL	COMMENT
LOW⚡	drivers/darkibox/driver.go	243	// Step 2: Upload the file to the upload server	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	drivers/s3/meta.go	19	Placeholder string `json:"placeholder"`	CODE
LOW	server/webdav/internal/xml/atom_test.go	14	Author: Person{Name: "John Doe"},	CODE
LOW	server/webdav/internal/xml/marshal_test.go	404	contentsAttr = "lorem ipsum"	CODE
LOW	server/webdav/internal/xml/marshal_test.go	878	ExpectXML: `<dummy name="Sarah" age="12">lorem ipsum</dummy>`,	CODE

Hyper-Verbose Identifiers6 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/test-release-build.py	57	def test_download_and_compile_failures_stop_before_packaging(self):	STRING
LOW	.github/scripts/test-release-build.py	65	def test_release_package_counts_and_freebsd_metadata(self):	STRING
LOW⚡	.github/scripts/test-release-build.py	82	def test_zip_rejects_empty_build_and_skips_metadata_network(self):	STRING
LOW⚡	.github/scripts/test-release-build.py	90	def test_freebsd_checksum_mismatch_stops_compilation(self):	STRING
LOW⚡	.github/scripts/test-release-build.py	96	def test_shared_web_download_failures(self):	STRING
LOW⚡	.github/scripts/test-release-build.py	102	def test_prepare_download_failure_is_not_cached_as_success(self):	STRING

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/s3/backend.go	240	//TODO: implement	COMMENT

AlistGo/alist

Open-Source Code Quality, Security and Technical Debt Review