0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

8.5K

Stars

Language

400.3K

Lines of Code

2.4K

Files

300

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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 32 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 268 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 3.9/100 · LOW

Which changes need focused human review? 300 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 2MEDIUM 2LOW 296

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 300 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.

Fake / Example Data266 hits · 282 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/crabbox/SKILL.md	465	../crabbox/bin/crabbox desktop paste --provider hetzner --id <cbx_id-or-slug> --text "user@example.com"	CODE
LOW	internal/cmd/docs_sed_images_more_test.go	73	{"with special chars", "foo@bar.com", true},	CODE
LOW	internal/cmd/gmail_settings_email_validation_test.go	31	{name: "plain", email: "user@example.com"},	CODE
LOW	internal/cmd/execute_chat_test.go	932	result := executeWithChatTestService(t, []string{"--json", "--account", "a@b.com", "chat", "dm", "space", "user@example	CODE
LOW	internal/cmd/execute_chat_test.go	967	result := executeWithChatTestService(t, []string{"--json", "--account", "a@b.com", "chat", "dm", "send", "user@example.	CODE
LOW⚡	internal/cmd/config_cmd_test.go	377	if !cfg.NoSendAccounts["user@example.com"] {	CODE
LOW⚡	internal/cmd/config_cmd_test.go	385	if !strings.Contains(result.stdout, "user@example.com") {	CODE
LOW⚡	internal/cmd/config_cmd_test.go	389	removeResult := executeWithTestRuntime(t, []string{"config", "no-send", "remove", "user@example.com"}, runtime)	CODE
LOW	internal/cmd/calendar_presentation_test.go	82	EmailAddresses: []*people.EmailAddress{{Value: "user@example.com"}},	CODE
LOW	internal/cmd/mcp_test.go	130	}}, "user@example.com")	CODE
LOW	internal/cmd/gmail_quote_mailbox_test.go	62	{`"not@me"@example.org`, "mailto:%22not%40me%22@example.org"},	CODE
LOW	internal/cmd/gmail_quote_mailbox_test.go	63	{`"oh\\no"@example.org`, "mailto:%22oh%5C%5Cno%22@example.org"},	CODE
LOW	internal/cmd/slides_add_slide_test.go	52	"placeholder": map[string]any{	CODE
LOW	internal/cmd/execute_groups_test.go	154	"--account", "admin@example.com", "groups", "members", "engineering@example.com",	CODE
LOW	internal/cmd/auth_service_account_more_test.go	27	if err := executeWithRuntime([]string{"auth", "service-account", "set", "user@example.com", "--key", keyPath}, runtim	CODE
LOW	internal/cmd/auth_service_account_more_test.go	36	storedPath := defaultLayoutForTest(t, config.PathKindData).ServiceAccountPath("user@example.com")	CODE
LOW	internal/cmd/auth_service_account_more_test.go	48	if !strings.Contains(listOut, "user@example.com") \|\| !strings.Contains(listOut, "service_account") {	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	76	if err := executeWithRuntime([]string{"auth", "service-account", "set", "user@example.com", "--key", keyPath}, runtim	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	82	storedPath := layout.ServiceAccountPath("user@example.com")	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	90	if _, err := os.Stat(ambientLayout.ServiceAccountPath("user@example.com")); !os.IsNotExist(err) {	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	95	{"auth", "service-account", "status", "user@example.com"},	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	105	if !strings.Contains(out, "user@example.com") {	CODE
LOW⚡	internal/cmd/auth_service_account_more_test.go	112	if err := executeWithRuntime([]string{"auth", "service-account", "unset", "user@example.com", "--force"}, runtime); e	CODE
LOW	internal/cmd/auth_service_account_more_test.go	231	if err := Execute([]string{"auth", "service-account", "status", "user@example.com"}); err != nil {	CODE
LOW	internal/cmd/auth_service_account_more_test.go	256	path := layout.ServiceAccountPath("user@example.com")	CODE
LOW	internal/cmd/auth_service_account_more_test.go	266	if err := Execute([]string{"auth", "service-account", "status", "user@example.com"}); err != nil {	CODE
LOW	internal/cmd/auth_service_account_more_test.go	299	if err := executeWithRuntime([]string{"auth", "service-account", "set", "user@example.com", "--key", keyPath}, runtim	CODE
LOW	internal/cmd/auth_service_account_more_test.go	307	if err := executeWithRuntime([]string{"--account", "user@example.com", "auth", "status"}, runtime); err != nil {	CODE
LOW	internal/cmd/schema_test.go	200	if err := store.SetAccountAlias("work", "user@example.com"); err != nil {	CODE
LOW	internal/cmd/schema_test.go	203	if err := store.SetNoSendAccount("user@example.com", true); err != nil {	CODE
LOW⚡	internal/cmd/auth_add_test.go	236	return googleauth.Identity{Subject: "sub-123", Email: "user@example.com"}, nil	CODE
LOW⚡	internal/cmd/auth_add_test.go	245	if err := execute([]string{"auth", "add", "user@example.com", "--services", "gmail", "--manual"}); err != nil {	CODE
LOW⚡	internal/cmd/auth_add_test.go	249	tok, err := store.GetToken(config.DefaultClientName, "user@example.com")	CODE
LOW	internal/cmd/auth_add_test.go	73	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	82	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	108	if !parsed.Stored \|\| parsed.Email != "user@example.com" \|\| len(parsed.Services) != 2 {	CODE
LOW	internal/cmd/auth_add_test.go	111	tok, err := store.GetToken(config.DefaultClientName, "user@example.com")	CODE
LOW	internal/cmd/auth_add_test.go	336	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	346	err := execute([]string{"auth", "add", "user@example.com", "--services", "gmail", "--manual"})	CODE
LOW	internal/cmd/auth_add_test.go	377	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	382	if err := execute([]string{"--json", "auth", "add", "user@example.com"}); err != nil {	CODE
LOW	internal/cmd/auth_add_test.go	451	[]string{"auth", "add", "user@example.com", "--services", "keep"},	CODE
LOW	internal/cmd/auth_add_test.go	516	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	525	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	582	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	591	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	648	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	653	"auth", "add", "user@example.com", "--services", "gmail", "--gmail-scope", tc.mode,	CODE
LOW	internal/cmd/auth_add_test.go	693	err := Execute([]string{"auth", "add", "user@example.com", "--services", "gmail", "--readonly", "--gmail-scope", mode	CODE
LOW	internal/cmd/auth_add_test.go	723	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	732	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	775	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	784	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	804	err := Execute([]string{"auth", "add", "user@example.com", "--services", "drive", "--readonly", "--drive-scope", "file"	CODE
LOW	internal/cmd/auth_add_test.go	838	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	847	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	886	return googleauth.Identity{Email: "user@example.com"}, nil	CODE
LOW	internal/cmd/auth_add_test.go	895	"user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	920	"auth", "add", "user@example.com",	CODE
LOW	internal/cmd/auth_add_test.go	1052	"auth", "add", "user@example.com", "--services", "gmail", "--gmail-scope", mode, "--remote",	CODE
206 more matches not shown…

Verbosity Indicators10 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	testdata/v7_run.sh	14	# Step 0: Clear	COMMENT
LOW⚡	testdata/v7_run.sh	23	# Step 1: Seed	COMMENT
LOW⚡	testdata/v7_run.sh	37	# Step 2: Main formatting	COMMENT
LOW⚡	testdata/v7_run.sh	42	# Step 3: Table operations	COMMENT
LOW⚡	internal/cmd/docs_sed_table_create.go	131	// Step 1: Delete the placeholder text	COMMENT
LOW⚡	internal/cmd/docs_sed_table_create.go	132	// Step 2: Insert the table at that position	COMMENT
LOW	internal/cmd/docs_table_inserter.go	37	// Step 1: Insert the table structure	COMMENT
LOW	internal/cmd/docs_table_inserter.go	56	// Step 2: Fetch the document to get cell indices	COMMENT
LOW⚡	internal/cmd/docs_table_inserter.go	77	// Step 3: Find the table in the document and get cell indices	COMMENT
LOW⚡	internal/cmd/docs_table_inserter.go	83	// Step 4: Collect all per-cell requests grouped by cell, sort descending by	COMMENT

Structural Annotation Overuse10 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW⚡	testdata/v7_run.sh	14	# Step 0: Clear	COMMENT
LOW⚡	testdata/v7_run.sh	23	# Step 1: Seed	COMMENT
LOW⚡	testdata/v7_run.sh	37	# Step 2: Main formatting	COMMENT
LOW⚡	testdata/v7_run.sh	42	# Step 3: Table operations	COMMENT
LOW⚡	internal/cmd/docs_sed_table_create.go	131	// Step 1: Delete the placeholder text	COMMENT
LOW⚡	internal/cmd/docs_sed_table_create.go	132	// Step 2: Insert the table at that position	COMMENT
LOW	internal/cmd/docs_table_inserter.go	37	// Step 1: Insert the table structure	COMMENT
LOW	internal/cmd/docs_table_inserter.go	56	// Step 2: Fetch the document to get cell indices	COMMENT
LOW⚡	internal/cmd/docs_table_inserter.go	77	// Step 3: Find the table in the document and get cell indices	COMMENT
LOW⚡	internal/cmd/docs_table_inserter.go	83	// Step 4: Collect all per-cell requests grouped by cell, sort descending by	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	internal/cmd/gmail_date.go	41	return formatMailDateInLocation(raw, loc, listDateLayout)	COMMENT
LOW	internal/cmd/gmail_search_count.go	81	}	COMMENT
LOW	internal/cmd/gmail_quote_markup.go	1	package cmd	COMMENT
LOW	internal/cmd/gmail_forward.go	261		COMMENT
LOW	internal/cmd/docs_table_inserter.go	181	TextStyle: &docs.TextStyle{Bold: true},	COMMENT
LOW	internal/cmd/docs_append_table_test.go	21	// freshly-inserted table in the post-write document. In practice the Docs API	COMMENT
LOW	internal/cmd/gmail_compose_text_html.go	1	package cmd	COMMENT
LOW	internal/slidesmarkdown/frontmatter.go	21		COMMENT
LOW	internal/googleauth/reauth.go	41	// AuthorizeFunc performs the OAuth authorization flow. If nil,	COMMENT
LOW	internal/safetyprofile/profile.go	1	// Package safetyprofile parses and hashes baked safety profile YAML for the	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/examples.md	277	gog config set youtube_api_key YOUR_API_KEY	CODE
HIGH	docs/youtube.md	17	gog config set youtube_api_key YOUR_API_KEY	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/cmd/docs_table_inserter.go	252	// Backward tolerance: 2 keeps us robust against the original ±2 search	COMMENT
MEDIUM	internal/cmd/docs_append_table_test.go	33	// and picks the closest StartIndex — robust to the API's actual drift while	COMMENT

openclaw/gogcli

Open-Source Code Quality, Security and Technical Debt Review