1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

10.4K

Stars

Language

118.6K

Lines of Code

900

Files

130

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 5.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 124 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 5.7/100 · LOW

Which changes need focused human review? 130 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 5LOW 125

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 130 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 Block119 hits · 119 pts

Severity	File	Line	Snippet	Context
LOW	cmd/dashboard/main.go	101	// @version 1.0	COMMENT
LOW	cmd/dashboard/controller/mcp_origin.go	41	}	COMMENT
LOW	cmd/dashboard/controller/waf.go	61	},	COMMENT
LOW	cmd/dashboard/controller/csrf.go	81	c.SetCookie(csrfCookieName, token, 0, "/", "", secure, false)	COMMENT
LOW	cmd/dashboard/controller/csrf.go	101	// - Bearer-token PAT requests (`Authorization: Bearer nzp_*`): stateless,	COMMENT
LOW	cmd/dashboard/controller/notification_group.go	121	// Edit notification group	COMMENT
LOW	cmd/dashboard/controller/notification_group.go	201	}	COMMENT
LOW	cmd/dashboard/controller/server.go	41	return ssl, nil	COMMENT
LOW	cmd/dashboard/controller/server.go	161	// entry is dropped: the order shortens the window in which a	COMMENT
LOW	cmd/dashboard/controller/server.go	281	}	COMMENT
LOW	cmd/dashboard/controller/server.go	361	// Batch move servers to other user	COMMENT
LOW	cmd/dashboard/controller/server.go	421	// server 是否存在。	COMMENT
LOW	cmd/dashboard/controller/server.go	501	"uptime": tsdb.MetricServerUptime,	COMMENT
LOW	cmd/dashboard/controller/service.go	141	// Get service history	COMMENT
LOW	cmd/dashboard/controller/service.go	601	return nil, nil	COMMENT
LOW	cmd/dashboard/controller/user.go	41	}, nil	COMMENT
LOW	cmd/dashboard/controller/user.go	121	}	COMMENT
LOW	cmd/dashboard/controller/user.go	161		COMMENT
LOW	cmd/dashboard/controller/user.go	241	Pagination: model.Pagination{	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	1	// Package controller — scope reference table for REST + MCP.	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	21	//	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	41	// GET /api/v1/server nezha:inventory:read	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	61	// GET /api/v1/server/{id}/metrics nezha:server:read	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	81	// POST /api/v1/cron/{id}/manual nezha:cron:exec	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	101	// POST /api/v1/notification-group nezha:notification-group:write	COMMENT
LOW	cmd/dashboard/controller/scope_doc.go	121	// POST /api/v1/refresh-token	COMMENT
LOW	…d/dashboard/controller/mcp_transfer_zero_chunk_test.go	21	}	COMMENT
LOW	cmd/dashboard/controller/cron_update_owner_uid_test.go	61	c.Set(apiTokenCtxKey, tok)	COMMENT
LOW	cmd/dashboard/controller/api_token_revoke_registry.go	21	//	COMMENT
LOW	cmd/dashboard/controller/setting.go	61	Oauth2Providers: config.Oauth2Providers,	COMMENT
LOW	cmd/dashboard/controller/frontend.go	41	// List frontends	COMMENT
LOW	cmd/dashboard/controller/nat.go	161	// Batch delete NAT configurations	COMMENT
LOW	cmd/dashboard/controller/notification.go	41	n.RequestBody = ""	COMMENT
LOW	cmd/dashboard/controller/notification.go	161	}	COMMENT
LOW	cmd/dashboard/controller/cron.go	201	}	COMMENT
LOW	cmd/dashboard/controller/cron.go	241	}	COMMENT
LOW	cmd/dashboard/controller/oauth2.go	21	)	COMMENT
LOW	cmd/dashboard/controller/transfer_retry_authz_test.go	21	// retryServerTransfer previously gated on prev.HasPermission(c), which honours	COMMENT
LOW	cmd/dashboard/controller/server_group.go	81	// New server group	COMMENT
LOW	cmd/dashboard/controller/server_group.go	141	// Edit server group	COMMENT
LOW	cmd/dashboard/controller/server_group.go	221	return nil, nil	COMMENT
LOW	cmd/dashboard/controller/permissions.go	61	// that carries a non-empty server_ids whitelist. Cover-all semantics in	COMMENT
LOW	cmd/dashboard/controller/permissions.go	201	return model.DenyListSafeForLimitedPAT(tok, ownerUID, denyIDs)	COMMENT
LOW	cmd/dashboard/controller/permissions.go	221	// 会跑到 PAT 白名单之外。	COMMENT
LOW	cmd/dashboard/controller/permissions.go	301		COMMENT
LOW	cmd/dashboard/controller/permissions.go	361	}	COMMENT
LOW	cmd/dashboard/controller/permissions.go	381	// existing cron's UserID — not the caller — because CronTrigger fans out	COMMENT
LOW	cmd/dashboard/controller/terminal_fm_quota_test.go	1	package controller	COMMENT
LOW	cmd/dashboard/controller/mcp.go	1	// Package controller — MCP (Model Context Protocol) server.	COMMENT
LOW	cmd/dashboard/controller/transfer_list_filter_test.go	21		COMMENT
LOW	cmd/dashboard/controller/transfer.go	21	// @Description InitiatorID. The same predicate is enforced both at the SQL	COMMENT
LOW	cmd/dashboard/controller/transfer.go	41	}	COMMENT
LOW	cmd/dashboard/controller/transfer.go	101	// @Description terminal (Failed/Timeout/Cancelled) transfer. The previous row	COMMENT
LOW	cmd/dashboard/controller/transfer.go	161	// @Summary Websocket server transfer stream	COMMENT
LOW	cmd/dashboard/controller/cron_service_cover_pat_test.go	1	package controller	COMMENT
LOW	cmd/dashboard/controller/ddns.go	41		COMMENT
LOW	cmd/dashboard/controller/ddns.go	101		COMMENT
LOW	cmd/dashboard/controller/ddns.go	181	return nil, nil	COMMENT
LOW	cmd/dashboard/controller/dashboard_credential.go	21	// authenticate dashboard requests on its own.	COMMENT
LOW	cmd/dashboard/controller/dashboard_credential.go	41	//	COMMENT
59 more matches not shown…

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	script/install_en.sh	3	#========================================================	COMMENT
MEDIUM	script/install_en.sh	5	#========================================================	COMMENT
MEDIUM	script/install.sh	3	#========================================================	COMMENT
MEDIUM	script/install.sh	5	#========================================================	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/sync.py	37	def get_github_latest_release():	CODE
LOW	.github/sync.py	159	def get_existing_gitee_release(client, release_api_uri, tag, token):	CODE
LOW	.github/sync_atomgit.py	12	def get_github_latest_release():	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	94	# Create the Go file to link the library	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	cmd/dashboard/controller/jwt_session_test.go	413	refreshResponse(c, 200, "fake-token", newExpire)	CODE
LOW	service/singleton/nat_domain_policy_test.go	44	for _, domain := range []string{"*.example.com", "https://example.com", "member.example.com/path", "user@example.com",	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/sync.py	37		CODE

nezhahq/nezha

Open-Source Code Quality, Security and Technical Debt Review