0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.3K

Stars

Language

212.6K

Lines of Code

551

Files

188

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 168 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 188 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 1MEDIUM 0LOW 187

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 188 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.

Over-Commented Block164 hits · 164 pts

Severity	File	Line	Snippet	Context
LOW	tools/paramcheck/paramcheck.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/schemafields/check_test.go	281	# reports problems that a change introduces, and so that a disagreement can be	COMMENT
LOW	tools/schemafields/openapi.go	221		COMMENT
LOW	tools/schemafields/exceptions.txt	1	# Schema field exceptions for tools/schemafields.	COMMENT
LOW	tools/schemafields/main.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/structfield/structfield.go	1	// Copyright 2025 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/list-return-structs/main.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/gen-release-notes/main.go	1	// Copyright 2025 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/metadata/check.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	tools/metadata/check.go	21	//	COMMENT
LOW	…etadata/testdata/golden/TestUpdateGo/valid/github/a.go	1	package github	COMMENT
LOW	…etadata/testdata/golden/TestUpdateGo/valid/github/a.go	21	// GitHub API docs: https://docs.github.com/rest/a/a?apiVersion=2022-11-28#update-a	COMMENT
LOW	tools/metadata/testdata/update-go/valid/github/a.go	1	package github	COMMENT
LOW	tools/metadata/testdata/update-go/invalid/github/a.go	21	//	COMMENT
LOW	test/integration/projects_test.go	21	// discovered dynamically by first listing projects and selecting one. For item	COMMENT
LOW	test/integration/doc.go	1	// Copyright 2016 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/newreposecretwithxcrypto/main.go	1	// Copyright 2021 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/newreposecretwithxcrypto/main.go	101	return secretValue, nil	COMMENT
LOW	example/listenvironments/main.go	1	// Copyright 2022 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/commitpr/main.go	1	// Copyright 2018 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/codespaces/newreposecretwithxcrypto/main.go	1	// Copyright 2023 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/codespaces/newreposecretwithxcrypto/main.go	101	return secretValue, nil	COMMENT
LOW	example/codespaces/newusersecretwithxcrypto/main.go	1	// Copyright 2023 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	example/codespaces/newusersecretwithxcrypto/main.go	101	// The actual transmission of the secret value to GitHub using the API requires that the secret value is encrypted	COMMENT
LOW	example/auditlogstream/main.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	scrape/scrape.go	1	// Copyright 2013 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	script/run-check-structfield-settings.sh	1	#!/bin/bash -e	COMMENT
LOW	github/users_ssh_signing_keys.go	21	func (k SSHSigningKey) String() string {	COMMENT
LOW	github/users.go	81	// Assignment identifies how a user was assigned to an organization role. Its	COMMENT
LOW	github/fuzz_messages_test.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/repos_releases.go	321	//	COMMENT
LOW	github/private_registries.go	121		COMMENT
LOW	github/billing.go	81		COMMENT
LOW	github/git.go	1	// Copyright 2013 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/actions_workflow_jobs.go	61	// Filter specifies how jobs should be filtered by their completed_at timestamp.	COMMENT
LOW	github/issues.go	381	// Milestone limits issues for the specified milestone. Possible values are	COMMENT
LOW	github/users_followers.go	1	// Copyright 2013 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/orgs_actions_allowed.go	1	// Copyright 2021 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/apps.go	61	// InstallationTokenListRepoOptions allow restricting a token's access to a list of all repositories in an installation.	COMMENT
LOW	github/apps.go	221	}	COMMENT
LOW	github/apps.go	481	// GetEnterpriseInstallation finds the enterprise's installation information.	COMMENT
LOW	github/agents.go	1	// Copyright 2026 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/gen-stringify-test.go	1	// Copyright 2019 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/users_attestations.go	1	// Copyright 2024 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/repos_stats.go	81	// starting on Sunday.	COMMENT
LOW	github/repos_stats.go	101	if err != nil {	COMMENT
LOW	github/repos_stats.go	161	}	COMMENT
LOW	github/repos_stats.go	201	}	COMMENT
LOW	github/repos_forks.go	61	// CreateFork creates a fork of the specified repository.	COMMENT
LOW	github/rules.go	121	// NOTE: GitHub's API inconsistently uses different casing for the same logical values	COMMENT
LOW	github/orgs_attestations.go	1	// Copyright 2024 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/enterprise_app_installation.go	161	// AppInstallationRepositoriesRequest specifies the parameters for	COMMENT
LOW	github/dependency_graph_snapshots.go	21	// - "licenses": license information (e.g., "MIT", "Apache-2.0")	COMMENT
LOW	github/actions.go	1	// Copyright 2020 The go-github AUTHORS. All rights reserved.	COMMENT
LOW	github/activity.go	41	CurrentUserOrganization *FeedLink `json:"current_user_organization,omitempty"`	COMMENT
LOW	github/copilot.go	1581	// CopilotMetricsCopilotApp represents Copilot app totals in a metrics report.	COMMENT
LOW	github/teams.go	181	// Possible values are:	COMMENT
LOW	github/teams.go	241		COMMENT
LOW	github/teams.go	521	// Permission specifies the permission to grant the team on this repository.	COMMENT
LOW	github/teams.go	781	return s.client.Do(req, nil)	COMMENT
104 more matches not shown…

Fake / Example Data20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	github/users_emails_test.go	24	"email": "user@example.com",	CODE
LOW	github/users_emails_test.go	37	want := []*UserEmail{{Email: new("user@example.com"), Verified: new(false), Primary: new(true)}}	CODE
LOW	github/users_emails_test.go	60	"email": "user@example.com",	CODE
LOW	github/users_emails_test.go	74	want := []*UserEmail{{Email: new("user@example.com"), Verified: new(true), Primary: new(true), Visibility: new("public"	CODE
LOW	github/users_emails_test.go	129	input := []string{"user@example.com"}	CODE
LOW	github/users_emails_test.go	158	"email": "user@example.com",	CODE
LOW	github/users_emails_test.go	171	want := []*UserEmail{{Email: new("user@example.com"), Verified: new(false), Primary: new(true), Visibility: new("privat	CODE
LOW	github/examples_test.go	97	Committer: &github.CommitAuthor{Name: new("FirstName LastName"), Email: new("user@example.com")},	CODE
LOW	github/enterprise_licenses_test.go	194	"visual_studio_subscription_email": "user@example.com",	CODE
LOW	github/enterprise_licenses_test.go	216	VisualStudioSubscriptionEmail: new("user@example.com"),	CODE
LOW	github/enterprise_licenses_test.go	255	"visual_studio_subscription_email": "user@example.com",	CODE
LOW	github/enterprise_licenses_test.go	269	VisualStudioSubscriptionEmail: new("user@example.com"),	CODE
LOW	github/enterprise_scim_test.go	292	DisplayName: "John Doe",	CODE
LOW	github/enterprise_scim_test.go	311	"displayName": "John Doe",	CODE
LOW	github/enterprise_scim_test.go	331	DisplayName: "John Doe",	CODE
LOW	github/enterprise_scim_test.go	481	"displayName": "John Doe",	CODE
LOW	github/enterprise_scim_test.go	505	DisplayName: "John Doe",	CODE
LOW	github/enterprise_scim_test.go	656	Formatted: new("John Doe"),	CODE
LOW	github/enterprise_scim_test.go	684	"formatted": "John Doe",	CODE
LOW	github/enterprise_scim_test.go	714	Formatted: new("John Doe"),	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	.codecov.yml	4	# ignore auto-generated code	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	github/messages.go	202	// Example usage:	COMMENT
LOW	github/messages.go	265	// Example usage:	COMMENT
LOW	github/messages.go	322	// Example usage:	COMMENT

google/go-github

Open-Source Code Quality, Security and Technical Debt Review