1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

25.4K

Stars

Language

177.2K

Lines of Code

969

Files

145

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 130 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 4.7/100 · LOW

Which changes need focused human review? 145 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 12LOW 133

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 145 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 Block115 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW	cmd/cancel2FA.go	41	// Here you will define your flags and configuration settings.	COMMENT
LOW	cmd/lang.go	181	// langCmd.PersistentFlags().String("foo", "", "A help for foo")	COMMENT
LOW	cmd/admin.go	101	// and all subcommands, e.g.:	COMMENT
LOW	cmd/restart.go	21	RootCmd.AddCommand(RestartCmd)	COMMENT
LOW	drivers/115_open/upload.go	61	// Message string `json:"message"`	COMMENT
LOW	drivers/115_open/driver.go	441	UsedSpace: used,	COMMENT
LOW	drivers/115_open/driver.go	461	// func (d *Open115) ArchiveDecompress(ctx context.Context, srcObj, dstDir model.Obj, args model.ArchiveDecompressArgs)	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		COMMENT
LOW	drivers/189/util.go	41	// res, err = d.client.R().Get(url)	COMMENT
LOW	drivers/189/util.go	61	// }	COMMENT
LOW	drivers/189/util.go	81	// if err != nil {	COMMENT
LOW	drivers/189/util.go	101	// return errors.New("ocr error:" + jsoniter.Get(vRes.Body(), "msg").ToString())	COMMENT
LOW	drivers/189/util.go	121	// "validateCode": vCodeRS,	COMMENT
LOW	drivers/baidu_netdisk/types.go	21	type File struct {	COMMENT
LOW	drivers/baidu_netdisk/types.go	101	//Height int `json:"height,omitempty"`	COMMENT
LOW	drivers/baidu_netdisk/types.go	141	} `json:"thumbs"`*/	COMMENT
LOW	drivers/baidu_netdisk/types.go	161	//Channels int `json:"channels"`	COMMENT
LOW	drivers/terabox/types.go	21	Url3 string `json:"url3"`	COMMENT
LOW	drivers/cloudreve_v4/types.go	41	// Logo string `json:"logo"`	COMMENT
LOW	drivers/139/types.go	21	type Catalog struct {	COMMENT
LOW	drivers/139/types.go	41	//ShareType int `json:"shareType"`	COMMENT
LOW	drivers/139/types.go	61	//CommentCount int `json:"commentCount"`	COMMENT
LOW	drivers/139/types.go	81	//FileEtag string `json:"fileEtag"`	COMMENT
LOW	drivers/139/types.go	161	//ContentSuffix string `json:"contentSuffix"`	COMMENT
LOW	drivers/ctfile/types.go	1	package ctfile	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		COMMENT
LOW	drivers/baidu_photo/utils.go	81	// return err	COMMENT
LOW	drivers/quark_uc/types.go	21	type File struct {	COMMENT
LOW	drivers/quark_uc/types.go	101	} `json:"metadata"`	COMMENT
LOW	drivers/quark_uc/types.go	121	//Md5 string `json:"md5"`	COMMENT
LOW	drivers/quark_uc/types.go	181	Size int64 `json:"size"`	COMMENT
LOW	drivers/quark_uc/types.go	201	// Duration int `json:"duration"`	COMMENT
LOW	drivers/123/util.go	81	// vm := js.New()	COMMENT
LOW	drivers/123/util.go	101	// }(t), a = -1, i = 0; i < r.length; i++)	COMMENT
LOW	drivers/123/util.go	121	// n = 2 < arguments.length && void 0 !== n ? n : 8;	COMMENT
LOW	drivers/123/util.go	141	// f.push(m[Number(d[p])]);	COMMENT
LOW	drivers/degoo/types.go	121	// Phone string	COMMENT
LOW	drivers/thunder_browser/types.go	181	WebContentLink string `json:"web_content_link"`	COMMENT
LOW	drivers/thunder_browser/types.go	201	Link Link `json:"link"`	COMMENT
LOW	drivers/thunder_browser/types.go	221	DeleteTime string `json:"delete_time"`	COMMENT
LOW	drivers/thunder/types.go	181	// Links map[string]Link `json:"links"`	COMMENT
LOW	drivers/thunder/types.go	201	// Video struct {	COMMENT
LOW	drivers/thunder/types.go	361	// UpgradeType string `json:"upgrade_type"`	COMMENT
LOW	internal/net/serve.go	21	"github.com/OpenListTeam/OpenList/v4/pkg/utils"	COMMENT
LOW	internal/net/serve.go	41	// If modtime is not the zero time or Unix epoch, ServeHTTP	COMMENT
LOW	internal/net/serve.go	121	case len(ranges) == 1:	COMMENT
LOW	internal/driver/driver.go	81	// Put a file (provided as a FileStreamer) into the driver	COMMENT
LOW	internal/driver/driver.go	141	// this is typically applicable to chunked uploads.	COMMENT
LOW	internal/driver/driver.go	221	}	COMMENT
LOW	internal/driver/driver.go	241	SliceSHA1s []string	COMMENT
LOW	internal/transcode/chunk_manager.go	1	// Package transcode chunk_manager.go：智能分段转码调度器	COMMENT
LOW	internal/transcode/scheduler.go	361	out = append(out, j)	COMMENT
LOW	internal/multipart/window.go	21		COMMENT
LOW	internal/model/user.go	41	ID uint `json:"id" gorm:"primaryKey"` // unique key	COMMENT
55 more matches not shown…

Decorative Section Separators10 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/media/id3.go	473	// ─── FLAC Vorbis Comment 解析 ────────────────────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/book_local.go	145	// ── EPUB 封面提取 ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/book_local.go	283	// ── PDF 封面提取 ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/book_local.go	316	// ── 公共辅助 ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/image.go	84	// ── 1. 解析 EXIF ──────────────────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/image.go	87	// ── 2. 生成缩略图并按配置存储 ────────────────────────────────	COMMENT
MEDIUM⚡	internal/media/scraper/image.go	105	// ── 拍摄时间 → ReleaseDate ────────────────────────────────────	COMMENT
MEDIUM⚡	internal/media/scraper/image.go	112	// ── GPS 地点 → Authors（借用作者字段存储地点信息）────────────	COMMENT
MEDIUM⚡	internal/media/scraper/image.go	119	// ── 相机型号 + 参数 → Genre ───────────────────────────────────	COMMENT
MEDIUM	internal/media/scraper/image.go	161	// ── EXIF Rating（0-5 星）→ Rating（0-10 分）──────────────────	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	drivers/189pc/utils.go	1652	// Step 1: initMultiUpload（不传 fileMd5/sliceMd5，只传 lazyCheck）	COMMENT
LOW	drivers/189pc/utils.go	1672	// Step 2: checkTransSecond（用 fileMd5 + sliceMd5 + uploadFileId 检查秒传）	COMMENT
LOW	drivers/189pc/utils.go	1693	// Step 3: commitMultiUploadFile（传 fileMd5 + sliceMd5）	COMMENT
LOW	drivers/ctfile/util.go	413	// Step 1: get upload ticket	COMMENT
LOW	drivers/ctfile/util.go	435	// Step 2: multipart upload to the presigned URL	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	drivers/189pc/utils.go	1652	// Step 1: initMultiUpload（不传 fileMd5/sliceMd5，只传 lazyCheck）	COMMENT
LOW	drivers/189pc/utils.go	1672	// Step 2: checkTransSecond（用 fileMd5 + sliceMd5 + uploadFileId 检查秒传）	COMMENT
LOW	drivers/189pc/utils.go	1693	// Step 3: commitMultiUploadFile（传 fileMd5 + sliceMd5）	COMMENT
LOW	drivers/ctfile/util.go	413	// Step 1: get upload ticket	COMMENT
LOW	drivers/ctfile/util.go	435	// Step 2: multipart upload to the presigned URL	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	entrypoint.sh	23	# Define the target directory path for aria2 service	COMMENT
MEDIUM	.github/workflows/sync_repo.yml	31	# Create a new branch	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	drivers/s3/meta.go	19	Placeholder string `json:"placeholder"`	CODE
LOW	drivers/bunny_storage/meta.go	18	Placeholder string `json:"placeholder" default:".openlist"`	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

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	server/s3/backend.go	235	//TODO: implement	COMMENT
LOW	server/middlewares/down.go	47	// TODO: implement	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release.yml	11	# Set release to prerelease first	COMMENT

OpenListTeam/OpenList

Open-Source Code Quality, Security and Technical Debt Review