1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

10.0K

Stars

Language

241.2K

Lines of Code

2.1K

Files

Pattern Hits

2026-10-31

Scan Date

0.02

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 45 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.8/100 · LOW

Are imports declared and package/API names verified? 52 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.3/100 · LOW

Which changes need focused human review? 97 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 33MEDIUM 0LOW 64

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 97 distinct pattern matches across 4 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.

Magic Placeholder Names32 hits · 168 pts

Severity	File	Line	Snippet	Context
HIGH	providers/dns/dreamhost/dreamhost.toml	8	DREAMHOST_API_KEY="YOURAPIKEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	34	curl -X GET --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	78	curl -X PUT --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	100	curl -X GET --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	139	curl -X PATCH --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	159	curl -X DELETE --user "api:YOUR_API_KEY" \	CODE
HIGH⚡	providers/dns/derak/internal/readme.md	192	curl -X POST --user "api:YOUR_API_KEY" \	CODE
HIGH⚡	providers/dns/derak/internal/readme.md	201	curl -X POST --user "api:YOUR_API_KEY" \	CODE
HIGH⚡	providers/dns/derak/internal/readme.md	210	curl -X POST --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	231	curl -X PUT --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/derak/internal/readme.md	248	curl -X DELETE --user "api:YOUR_API_KEY" \	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	19	Authorization: Token <YOUR_TOKEN>	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	45	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	53	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	108	-H "Authorization: Token <YOUR_TOKEN>" \	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	176	-H "Authorization: Token <YOUR_TOKEN>" \	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	251	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	351	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	386	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	425	-H "Authorization: Token <YOUR_TOKEN>" \	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	481	-H "Authorization: Token <YOUR_TOKEN>" \	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	529	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	560	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	595	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	629	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	730	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	767	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	802	-H "Authorization: Token <YOUR_TOKEN>"	CODE
HIGH	providers/dns/netnod/internal/Netnod-Primary-DNS-API.md	1059	- Verify "Authorization: Token <YOUR_TOKEN>" header format	CODE
HIGH	providers/dns/excedo/excedo.toml	8	EXCEDO_API_KEY=your-api-key \	CODE
HIGH	docs/content/dns/zz_gen_excedo.md	29	EXCEDO_API_KEY=your-api-key \	CODE
HIGH	docs/content/dns/zz_gen_dreamhost.md	29	DREAMHOST_API_KEY="YOURAPIKEY" \	CODE

Over-Commented Block44 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	cmd/internal/storage/storage_accounts.go	41	}	COMMENT
LOW	cmd/internal/storage/storage_accounts.go	61	// ./.lego/accounts/localhost_14000/foo@example.com/foo@example.com.key	COMMENT
LOW	certificate/renewal.go	101	return &RenewalInfo{ExtendedRenewalInfo: info}, err	COMMENT
LOW	certificate/certificates.go	61	CSR []byte `json:"-"`	COMMENT
LOW	acme/commons.go	61	// An HTTP or HTTPS URL locating a website providing more information about the ACME server.	COMMENT
LOW	acme/commons.go	101	Status string `json:"status,omitempty"`	COMMENT
LOW	acme/commons.go	141	type Order struct {	COMMENT
LOW	acme/commons.go	161	Profile string `json:"profile,omitempty"`	COMMENT
LOW	acme/commons.go	181	// including unexpired authorizations that the client has completed in the past for identifiers specified in the order.	COMMENT
LOW	acme/commons.go	221	// The timestamp after which the server will consider this authorization invalid,	COMMENT
LOW	acme/commons.go	261	// The type of challenge encoded in the object.	COMMENT
LOW	acme/commons.go	281	// Multiple errors can be indicated by using subproblems Section 6.7.1.	COMMENT
LOW	acme/commons.go	321	Value string `json:"value"`	COMMENT
LOW	acme/commons.go	361	// RetryAfter header indicating the polling interval that the ACME server recommends.	COMMENT
LOW	providers/dns/gcloud/googlecloud.go	361		COMMENT
LOW	providers/dns/gandi/gandi_test.go	101	func TestDNSProvider(t *testing.T) {	COMMENT
LOW	providers/dns/lightsail/lightsail.go	61	// AWS Credentials are automatically detected in the following locations	COMMENT
LOW	providers/dns/cloudflare/cloudflare.go	81	config *Config	COMMENT
LOW	providers/dns/namecheap/namecheap.go	21		COMMENT
LOW	docs/content/references/ref-file/_index.md	21	## Global configuration	COMMENT
LOW	docs/content/references/ref-file/_index.md	41	```	COMMENT
LOW	docs/content/references/ref-file/_index.md	61	# The account ID/Name.	COMMENT
LOW	docs/content/references/ref-file/_index.md	81	# The path to a Certificate Signing Request (CSR) file.	COMMENT
LOW	docs/content/references/ref-file/_index.md	101	enableCommonName: true	COMMENT
LOW	docs/content/references/ref-file/_index.md	121	# Default: false	COMMENT
LOW	docs/content/references/ref-file/_index.md	141	#	COMMENT
LOW	docs/content/references/ref-file/_index.md	161		COMMENT
LOW	docs/content/references/ref-file/_index.md	181	# - SHA256	COMMENT
LOW	docs/content/references/ref-file/_index.md	201	# Optional.	COMMENT
LOW	docs/content/references/ref-file/_index.md	221	# Optional.	COMMENT
LOW	docs/content/references/ref-file/_index.md	241	# The address to listen on.	COMMENT
LOW	docs/content/references/ref-file/_index.md	261	# Required.	COMMENT
LOW	docs/content/references/ref-file/_index.md	281	#	COMMENT
LOW	docs/content/references/ref-file/_index.md	301	# Supported syntax: host:port.	COMMENT
LOW	docs/content/references/ref-file/_index.md	321		COMMENT
LOW	docs/content/references/ref-file/_index.md	361	# The ID/Name of the account.	COMMENT
LOW	docs/content/references/ref-file/_index.md	381	#	COMMENT
LOW	docs/content/references/ref-file/_index.md	421		COMMENT
LOW	docs/content/references/ref-file/_index.md	441		COMMENT
LOW	docs/content/references/ref-file/_index.md	461	```	COMMENT
LOW	docs/content/references/ref-file/_index.md	481	# optional.	COMMENT
LOW	docs/content/references/ref-file/_index.md	501	#	COMMENT
LOW	challenge/http01/http_challenge_server.go	121		COMMENT
LOW	challenge/http01/domain_matcher.go	21	// or when it operates behind a transparent proxy.	COMMENT

Fake / Example Data20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	registration/registar_test.go	33	email: "test@test.com",	CODE
LOW	providers/dns/gcloud/googlecloud_test.go	82	EnvServiceAccount: `{"project_id": "A","type": "service_account","client_email": "foo@bar.com","private_key_id": "pk	CODE
LOW	providers/dns/euserv/euserv.toml	8	EUSERV_EMAIL="user@example.com" \	CODE
LOW	providers/dns/internal/selectel/internal/client_test.go	33	{ID: 1234, Name: "example.org", Type: "TXT", TTL: 60, Email: "email@example.org", Content: "txttxttxtB"},	CODE
LOW	providers/dns/internal/selectel/internal/client_test.go	90	Email: "email@example.org",	CODE
LOW	providers/dns/internal/selectel/internal/client_test.go	101	Email: "email@example.org",	CODE
LOW	providers/dns/rage4/internal/client_test.go	117	OwnerEmail: "user@example.com",	CODE
LOW	providers/dns/wedos/wedos_test.go	24	EnvUsername: "admin@example.com",	CODE
LOW	providers/dns/wedos/wedos_test.go	39	EnvUsername: "admin@example.com",	CODE
LOW	providers/dns/wedos/wedos_test.go	84	username: "admin@example.com",	CODE
LOW	providers/dns/wedos/wedos_test.go	94	username: "admin@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	25	EnvEmail: "user@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	32	EnvEmail: "user@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	49	EnvEmail: "user@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	91	email: "user@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	96	email: "user@example.com",	CODE
LOW	providers/dns/mailinabox/mailinabox_test.go	109	email: "user@example.com",	CODE
LOW	providers/dns/conohav3/internal/identity_test.go	41	ID: "dummy-id",	CODE
LOW	docs/content/dns/zz_gen_euserv.md	29	EUSERV_EMAIL="user@example.com" \	CODE
LOW	lego/client_test.go	22	email: "test@test.com",	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	acme/api/order.go	83	// so we need to ensure that the identifiers are the same as requested.	COMMENT

go-acme/lego

Open-Source Code Quality, Security and Technical Debt Review