2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.7K

Stars

TypeScript

Language

41.9K

Lines of Code

206

Files

Pattern Hits

2026-10-31

Scan Date

0.03

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 11.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 71 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 4.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 40 finding(s).

PR Review Velocity Impact 13.4/100 · LOW

Which changes need focused human review? 78 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 7MEDIUM 4LOW 67

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 78 distinct pattern matches across 14 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.

Hyper-Verbose Identifiers38 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	agent-approval-check/agent_approval_check.py	693	def get_latest_review_per_user(reviews: list[dict]) -> dict[str, dict]:	CODE
LOW	agent-approval-check/agent_approval_check.py	799	def load_agent_config_from_env(repo: str) -> AgentConfig:	CODE
LOW	agent-approval-check/agent_approval_check.py	979	def collect_approval_reactions(	CODE
LOW	agent-approval-check/agent_approval_check.py	1034	def find_notification_comment(comments: list[dict]) -> dict \| None:	CODE
LOW	agent-approval-check/agent_approval_check.py	1041	def find_stale_notification_for_commit(	CODE
LOW	agent-approval-check/agent_approval_check.py	1052	def find_old_stale_notifications(comments: list[dict], latest_sha: str) -> list[dict]:	CODE
LOW	agent-approval-check/agent_approval_check.py	1062	def generate_notification_comment(	CODE
LOW	agent-approval-check/agent_approval_check.py	1144	def generate_stale_notification(stale_approvals: list[dict], latest_sha: str) -> str:	CODE
LOW	agent-approval-check/agent_approval_check.py	1545	def format_status_description(message: str, head_sha: str) -> str:	CODE
LOW	test/restore-config.test.ts	455	function snapshotRegularFileContents(): string[] {	CODE
LOW	test/restore-config.test.ts	522	function countClaudePrExcludeEntries(): number {	CODE
LOW	base-action/src/workload-identity.ts	43	export function isWorkloadIdentityConfigured(): boolean {	CODE
LOW	base-action/src/parse-sdk-options.ts	133	function parseClaudeArgsToExtraArgs(	CODE
LOW	base-action/src/prepare-prompt.ts	14	async function validateAndPreparePrompt(	CODE
LOW	base-action/src/prepare-prompt.ts	62	async function createTemporaryPromptFile(	CODE
LOW	base-action/src/validate-env.ts	5	export function validateEnvironmentVariables() {	CODE
LOW	base-action/src/execution-file.ts	34	export function setExecutionFileOutputIfPresent(): string \| undefined {	CODE
LOW	src/modes/detector.ts	83	function validateTrackProgressEvent(context: GitHubContext): void {	CODE
LOW	src/utils/branch-template.ts	84	function collapseEmptyPathSegments(branchName: string): string {	CODE
LOW	src/mcp/update-git-reference.ts	30	function shouldRetryGitReferenceUpdate(error: Error): boolean {	CODE
LOW	src/mcp/install-mcp-server.ts	34	async function checkActionsReadPermission(	CODE
LOW	src/mcp/github-file-ops-server.ts	62	async function getOrCreateBranchRef(	CODE
LOW	src/create-prompt/index.ts	79	export function buildDisallowedToolsString(	CODE
LOW	src/create-prompt/index.ts	896	function extractUserRequestFromContext(	CODE
LOW	src/github/context.ts	279	export function isPullRequestReviewCommentEvent(	CODE
LOW	src/github/token.ts	28	function getAppTokenExchangeErrorMessage(	CODE
LOW	src/github/token.ts	34	function isWorkflowValidationError(	CODE
LOW	src/github/token.ts	75	export function parseAdditionalPermissions():	CODE
LOW	src/github/utils/actor-filter.ts	64	export function shouldIncludeCommentByActor(	CODE
LOW	src/github/utils/sanitizer.ts	12	export function stripMarkdownImageAltText(content: string): string {	CODE
LOW	src/github/utils/image-downloader.ts	39	function extractSignedUrlAssetGuid(signedUrl: string): string \| undefined {	CODE
LOW	src/github/utils/image-downloader.ts	340	function detectImageExtensionFromBuffer(buffer: Buffer): string \| undefined {	CODE
LOW	src/github/operations/restore-config.ts	209	function ensureClaudePrExcludedFromGit(): void {	CODE
LOW	src/github/operations/git-config.ts	70	export async function replaceCheckoutCredentials(	CODE
LOW	src/github/operations/branch-cleanup.ts	6	export async function checkAndCommitOrDeleteBranch(	CODE
LOW	src/github/data/formatter.ts	153	export function formatChangedFilesWithSHA(	CODE
LOW	src/github/validation/permissions.ts	76	async function checkActorWritePermissions(	CODE
LOW	src/entrypoints/collect-inputs.ts	1	export function collectActionInputsPresence(): string {	CODE

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	31	export ANTHROPIC_API_KEY="your-api-key-here"	CODE
HIGH	base-action/README.md	298	--mcp-config '{"mcpServers":{"server-name":{"command":"node","args":["./server.js"],"env":{"API_KEY":"your-api-key	CODE
HIGH	base-action/README.md	312	"API_KEY": "your-api-key"	CODE
HIGH	base-action/CONTRIBUTING.md	31	export ANTHROPIC_API_KEY="your-api-key-here"	CODE

Synthetic Comment Markers3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	test/validate-branch-name.test.ts	58	it("should accept branch names containing + (generated by Claude Code EnterWorktree)", () => {	CODE
HIGH	base-action/README.md	407	body: "## Claude Code Review\n\n" + review + "\n\nGenerated by Claude Code"	CODE
HIGH	src/github/operations/branch.ts	67	// + is valid per git-check-ref-format and generated by Claude Code's EnterWorktree tool when	COMMENT

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	bunfig.toml	1	# Intentionally minimal. action.yml pins --config to this file so bun resolves	COMMENT
LOW	agent-approval-check/agent_approval_check.py	1381	logger.warning("PR has >100 changed files - cannot verify all file paths")	COMMENT
LOW	docs/usage.md	21	- uses: anthropics/claude-code-action@v1	COMMENT
LOW	docs/usage.md	41	# trigger_phrase: "/claude"	COMMENT
LOW	examples/claude.yml	41		COMMENT
LOW	examples/claude-wif.yml	41	uses: anthropics/claude-code-action@v1	COMMENT
LOW	examples/ci-failure-auto-fix.yml	1	name: Auto Fix CI Failures	COMMENT
LOW	.github/egress-firewall.yaml	1	# Hosts that jobs on GitHub's egress-firewall runner (runs-on: ubuntu-24.04-firewall)	COMMENT
LOW	.github/workflows/release.yml	121	git tag -fa "$major_version" -m "Update $major_version tag to $next_version"	COMMENT
LOW	.github/workflows/release.yml	141	# next_version="${{ needs.create-release.outputs.next_version }}"	COMMENT
LOW	.github/workflows/release.yml	161	# gh release create "$next_version" \	COMMENT
LOW	src/github/operations/restore-config.ts	81	}	COMMENT
LOW	src/github/operations/branch.ts	61	`Invalid branch name: "${branchName}". Branch names cannot contain control characters, spaces, or special git char	COMMENT
LOW	src/entrypoints/run.ts	241		COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	base-action/test-mcp-local.sh	9	# Check if ANTHROPIC_API_KEY is set	COMMENT
LOW	.github/workflows/test-mcp-servers.yml	66	# Check if mcp_servers field exists in the init event	COMMENT
LOW	.github/workflows/test-mcp-servers.yml	163	# Check if mcp_servers field exists in the init event	COMMENT
LOW	.github/workflows/test-settings.yml	66	# Check if the echo command worked	COMMENT
LOW	.github/workflows/test-settings.yml	162	# Check if the echo command worked	COMMENT
LOW	.github/workflows/sync-base-action.yml	65	# Check if there are any changes	COMMENT
LOW	.github/workflows/test-structured-output.yml	323	# Check if all passed	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	146	# # Create the version tag	COMMENT
MEDIUM	.github/workflows/release.yml	160	# # Create the release	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/pr-review-comprehensive.yml	66	# Tools for comprehensive PR review	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/gh.sh	7	# Usage:	COMMENT
LOW	scripts/git-push.sh	9	# Usage:	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	agent-approval-check/agent_approval_check.py	98	logger = logging.getLogger(__name__)	CODE
LOW	agent-approval-check/agent_approval_check.py	376	def update_comment(self, alias: str, node_id: str, body: str) -> None:	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/create-prompt/index.ts	864	"I'm unable to [specific action] due to [reason]. You can find more information and potential workarounds in the [FAQ](h	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/entrypoints/prepare.ts	40	// Step 3: Check write permissions (entity contexts and workflow_run)	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/entrypoints/prepare.ts	40	// Step 3: Check write permissions (entity contexts and workflow_run)	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/create-prompt.test.ts	42	name: "John Doe",	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/check_workflow_hardening.py	231		CODE

anthropics/claude-code-action

Open-Source Code Quality, Security and Technical Debt Review