0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

9.1K

Stars

Language

124.1K

Lines of Code

852

Files

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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 2.9/100 · LOW

Which changes need focused human review? 73 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 0LOW 73

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 73 distinct pattern matches across 5 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 Block45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	frontend/frontend-sdk/README.md	181	// public_key: "...",	COMMENT
LOW	frontend/frontend-sdk/README.md	201	// created_at: "2025-01-01T10:00:00Z",	COMMENT
LOW	frontend/frontend-sdk/README.md	241	// Example output:	COMMENT
LOW	deploy/docker-compose/quickstart.keycloak.yaml	1	# Override file for manually testing SAML/OIDC/custom-claims against a local Keycloak	COMMENT
LOW	deploy/docker-compose/config-keycloak.yaml	141	acme_corp:	COMMENT
LOW	backend/dto/user.go	61	//	COMMENT
LOW	backend/handler/utils.go	41	//func storeSession(cfg *config.Config, persister persistence.Persister, userId uuid.UUID, rawToken jwt.Token, httpConte	COMMENT
LOW	backend/handler/utils.go	61	// ID: uuid.FromStringOrNil(sessionID.(string)),	COMMENT
LOW	backend/handler/utils.go	81	//	COMMENT
LOW	backend/cmd/user/format.go	81	}	COMMENT
LOW	backend/config/config.go	21	// `debug`, if set to `true`, adds additional debugging information to flow API responses.	COMMENT
LOW	backend/config/config.go	61	// `security_notifications` configures security notifications for important security-related events.	COMMENT
LOW	backend/config/config_third_party.go	21	// is matched by scheme alone at runtime, with no host check at all, so it carries none of the	COMMENT
LOW	backend/config/config_third_party.go	41	//	COMMENT
LOW	backend/config/config_third_party.go	61	// successful.	COMMENT
LOW	backend/config/config_third_party.go	81	// See [here](https://pkg.go.dev/github.com/gobwas/glob#Compile) for more on globbing.	COMMENT
LOW	backend/config/config_third_party.go	301	//	COMMENT
LOW	backend/config/config_third_party.go	321	//	COMMENT
LOW	backend/config/config_third_party.go	341	ID string `jsonschema:"-" yaml:"-" json:"-" koanf:"-"`	COMMENT
LOW	backend/config/config_third_party.go	361	// - consent	COMMENT
LOW	backend/config/config_database.go	21	Database string `yaml:"database" json:"database,omitempty" koanf:"database" jsonschema:"default=hanko"`	COMMENT
LOW	backend/config/config_username.go	1	package config	COMMENT
LOW	backend/config/config_webauthn.go	61	// `display_name` is the service's name that some WebAuthn Authenticators will display to the user during registration	COMMENT
LOW	backend/config/config_server.go	41	}	COMMENT
LOW	backend/config/config_session.go	21	// `cookie` contains configuration for the session cookie issued on successful registration or login.	COMMENT
LOW	backend/config/config_session.go	41	// These claims are processed at JWT generation time and can include static values,	COMMENT
LOW	backend/config/config_session.go	61	// is_verified: "{{.User.Email.IsVerified}}" # Boolean from user data	COMMENT
LOW	backend/config/config_session.go	81	// - sub	COMMENT
LOW	backend/config/config_saml.go	21	AudienceUri string `yaml:"audience_uri" json:"audience_uri" koanf:"audience_uri"`	COMMENT
LOW	backend/thirdparty/helper.go	21	// The user-controlled redirect target must be a real absolute URL. Unlike	COMMENT
LOW	backend/thirdparty/helper.go	41	// Unlike before, we no longer hard-code the scheme to http/https here.	COMMENT
LOW	backend/thirdparty/helper.go	61	// because it can confuse "trusted host as prefix" with "trusted host as	COMMENT
LOW	backend/thirdparty/helper.go	81	return false	COMMENT
LOW	backend/thirdparty/helper.go	121	// and vice versa. Keeping this strict avoids surprising behavior.	COMMENT
LOW	backend/thirdparty/helper.go	161	// Example:	COMMENT
LOW	backend/thirdparty/helper.go	181	}	COMMENT
LOW	backend/thirdparty/helper.go	221		COMMENT
LOW	backend/thirdparty/helper.go	281	// "127.0.0.1", "127.0.0.1[a-z]", "127.0.0.1*."). Such a "**"	COMMENT
LOW	backend/thirdparty/helper.go	321	// (e.g. "127.0.0.1*", but also ".example.com**"). Strip it and	COMMENT
LOW	backend/thirdparty/helper.go	361		COMMENT
LOW	backend/thirdparty/helper.go	381	// without requiring the entire allowlist entry to be a valid URL.	COMMENT
LOW	backend/thirdparty/linking.go	81	}	COMMENT
LOW	backend/thirdparty/custom_claims.go	181	// without a DB.	COMMENT
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# ℹ️ Command-line programs to run using the OS shell.	COMMENT

Fake / Example Data22 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	frontend/frontend-sdk/README.md	193	// address: "user@example.com",	COMMENT
LOW	frontend/frontend-sdk/README.md	208	// name: "John Doe",	COMMENT
LOW	frontend/frontend-sdk/README.md	251	// email: { address: "user@example.com", is_primary: true, is_verified: true },	COMMENT
LOW	backend/README.md	602	"name": "Acme Corp",	CODE
LOW	backend/handler/user_admin_test.go	151	body := fmt.Sprintf(`{"id": "%s", "emails": [{"address": "test@test.com", "is_primary": true}]}`, sharedID)	CODE
LOW⚡	backend/handler/user_admin_test.go	339	body: `{"emails": [{"address": "test@test.com", "is_primary": true}]}`,	CODE
LOW⚡	backend/handler/user_admin_test.go	344	body: `{"id": "98a46ea2-51f6-4e30-bd29-8272de77c8c8", "emails": [{"address": "test@test.com", "is_prima	CODE
LOW⚡	backend/handler/user_admin_test.go	349	body: `{"emails": [{"address": "test@test.com", "is_primary": true}, {"address": "test2@test.com"}]}`,	CODE
LOW⚡	backend/handler/user_admin_test.go	354	body: `{"emails": [{"address": "test@test.com", "is_primary": true}], "created_at": "2023-06-07T13:42:4	CODE
LOW⚡	backend/handler/user_admin_test.go	359	body: `{"id": "b5dd5267-b462-48be-b70d-bcd6f1bbe7a5", "emails": [{"address": "test@test.com", "is_prima	CODE
LOW⚡	backend/handler/user_admin_test.go	364	body: `{"id": "customId", "emails": [{"address": "test@test.com", "is_primary": true}]}`,	CODE
LOW⚡	backend/handler/user_admin_test.go	379	body: `{"emails": [{"address": "test@test.com"}]}`,	CODE
LOW⚡	backend/handler/user_admin_test.go	384	body: `{"emails": [{"address": "test@test.com", "is_primary": true"}, {"address": "test2@test.com", "is	CODE
LOW⚡	backend/handler/user_admin_test.go	389	body: `{"emails": [{"address": "test@test.com", "is_primary": true"}, {"address": "test@test.com"}]}`,	CODE
LOW	backend/handler/user_test.go	82	s.Equal("John Doe", response.Name)	CODE
LOW	backend/handler/organization_admin_test.go	58	body: `{"name": "Acme Corp"}`,	CODE
LOW	backend/handler/thirdparty_callback_test.go	151	Name: "John Doe",	CODE
LOW	backend/handler/thirdparty_callback_test.go	222	Name: "John Doe",	CODE
LOW	backend/session/template_test.go	83	Name: "John Doe",	CODE
LOW	backend/session/template_test.go	97	"name": "John Doe",	CODE
LOW	backend/session/template_test.go	128	Name: "John Doe",	CODE
LOW	backend/session/template_test.go	149	"full_name": "John Doe",	CODE

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	frontend/elements/src/contexts/AppProvider.tsx	352	// Step 1: Set the authComponentFlow from props.mode	COMMENT
LOW	frontend/elements/src/contexts/AppProvider.tsx	364	// Step 2: Call init after authComponentFlow has been updated	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	frontend/elements/src/contexts/AppProvider.tsx	352	// Step 1: Set the authComponentFlow from props.mode	COMMENT
LOW	frontend/elements/src/contexts/AppProvider.tsx	364	// Step 2: Call init after authComponentFlow has been updated	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	e2e/helper/Matchers.ts	54	export async function toHaveLocalStorageEntryForUserWithCredential(	CODE
LOW	e2e/helper/Matchers.ts	96	export async function toHaveLocalStorageEntryForUserWithPasscode(	CODE

teamhanko/hanko

Open-Source Code Quality, Security and Technical Debt Review