2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

9.8K

Stars

TypeScript

Language

171.8K

Lines of Code

745

Files

394

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 11.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 389 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 56 finding(s).

PR Review Velocity Impact 11.8/100 · LOW

Which changes need focused human review? 394 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 18LOW 376

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 394 distinct pattern matches across 8 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 Block312 hits · 312 pts

Severity	File	Line	Snippet	Context
LOW	docs/08_capnweb_interface.md	61	// missing subset. Returns the receiver's new rev plus the	COMMENT
LOW	docs/08_capnweb_interface.md	101	}>;	COMMENT
LOW	script/run-fs-bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/npm-bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/npm-bench.sh	21	# REPS timed repetitions per scenario per target (default: 3)	COMMENT
LOW	script/run-npm-bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	script/run-npm-bench.sh	21	# Add fuse-ignored:/tmp/workspace/ignored to measure	COMMENT
LOW	script/fs-bench.sh	1	#!/usr/bin/env bash	COMMENT
LOW	examples/vite-bundle/src/index.ts	1	// Example Vite-built Worker + Durable Object whose Workspace ships a	COMMENT
LOW	examples/tutorial/src/index.ts	1	// Recipe card tutorial. POST /prompt {"prompt":"spaghetti bolognese"}	COMMENT
LOW	examples/container-legacy/src/index.ts	1	// Example Worker + container-enabled Durable Object that runs a	COMMENT
LOW	examples/container-legacy/src/index.ts	41	// Env is generated by `wrangler types` into worker-configuration.d.ts.	COMMENT
LOW	examples/container-legacy/src/index.ts	61	// cast the way the mixin's own docs do.	COMMENT
LOW	examples/container/src/index.ts	1	// Example Worker + container-enabled Durable Object that runs a	COMMENT
LOW	examples/container/src/index.ts	41	// container egress (ctx.exports.WorkspaceProxy below). The class	COMMENT
LOW	examples/container/src/index.ts	61	// the `images` map in wrangler.jsonc. "app" is the default, so	COMMENT
LOW	examples/container/src/index.ts	121	}	COMMENT
LOW	examples/worker-shell/src/index.ts	1	// Example Worker + Durable Object that runs a Workspace whose	COMMENT
LOW	examples/worker-shell/src/index.ts	41	// and the bundler drops it. Pass the ones you want to the	COMMENT
LOW	examples/assets/src/index.ts	1	// Example Worker + Durable Object that turns a text prompt into an	COMMENT
LOW	packages/computerd/src/fuse/tracer.ts	1	// FUSE op tracer.	COMMENT
LOW	packages/computerd/src/fuse/driver.ts	301	size: number; // logical end-of-file	COMMENT
LOW	packages/computerd/src/fuse/driver.ts	421	let cap = Math.max(entry.buf.length * 2, 64 * 1024);	COMMENT
LOW	packages/computerd/src/fuse/passthrough.ts	1	// Local-only passthrough for the FUSE op layer. See	COMMENT
LOW	packages/computerd/src/fuse/passthrough.ts	621	}	COMMENT
LOW	packages/computerd/src/fuse/ignore.ts	1	// Local-only paths of the mount, as glob patterns. See	COMMENT
LOW	packages/computerd/src/fuse/native-roots.ts	1	// Native roots: bind-mounts local-only directories onto the mount. See	COMMENT
LOW	packages/computerd/src/fuse/native-roots.ts	21	// removal-guard.c) detaches the mount first; this module hands it each	COMMENT
LOW	packages/computerd/src/fuse/backend.ts	1	import { access as defaultAccess } from "node:fs/promises";	COMMENT
LOW	packages/computerd/src/fuse/driver.test.ts	761	const out = Buffer.alloc("second".length);	COMMENT
LOW	packages/computerd/src/fuse/driver.test.ts	801	const afterStat = after.result as { size: number; mtime: Date };	COMMENT
LOW	packages/computerd/src/cli/computerd.ts	461	socket.destroy();	COMMENT
LOW	packages/computerd/src/cli/computerd.ts	521	base?: unknown;	COMMENT
LOW	packages/computerd/src/cli/computerd.ts	721	// or macFUSE and falls back to the userspace shim. fuse / macfuse	COMMENT
LOW	packages/computerd/src/cli/computerd.ts	921	kill: runner.kill.bind(runner),	COMMENT
LOW	packages/computerd/src/cli/logger.ts	1	// Minimal logger primitives for computerd. Two responsibilities:	COMMENT
LOW	packages/computerd/src/cli/logger.ts	61	}	COMMENT
LOW	packages/computerd/src/exec/schema.ts	1	// computerd-owned tables in the same SQLite DB as dofs.	COMMENT
LOW	packages/computerd/src/exec/runner.fuse.test.ts	1	// Regression: computerd must not deadlock when shell.exec passes a cwd	COMMENT
LOW	packages/computerd/src/exec/runner.fuse.test.ts	21	// is responsive again.	COMMENT
LOW	packages/computerd/src/exec/types.ts	1	// Wire-compatible shapes for the exec surface. Mirrors docs/08	COMMENT
LOW	packages/computerd/src/exec/types.ts	41	stdin?: Uint8Array;	COMMENT
LOW	packages/computerd/src/exec/types.ts	61	defaultTimeoutMs?: number;	COMMENT
LOW	packages/computerd/src/exec/types.ts	81	// caller may reach for, notably ${PIPESTATUS[@]}, is a parse error there	COMMENT
LOW	packages/computerd/src/exec/log.ts	1	// Replay store for a single exec, backed by SQLite.	COMMENT
LOW	packages/computerd/src/exec/env.ts	1	// Builds the environment a spawned command inherits from the daemon.	COMMENT
LOW	packages/computerd/src/exec/runner.ts	1	// Process supervisor.	COMMENT
LOW	packages/computerd/src/exec/runner.ts	141	// server.	COMMENT
LOW	packages/computerd/src/shim/shim.ts	1	// Userspace bidirectional sync between the @platformatic/vfs store	COMMENT
LOW	packages/computerd/src/shim/shim.ts	121		COMMENT
LOW	packages/rpc/vitest.config.bench.ts	1	import { defineConfig } from "vitest/config";	COMMENT
LOW	packages/rpc/tests/shell-and-composite.test.ts	1	// End-to-end tests for ShellRPC and the composite WorkspaceRPC.	COMMENT
LOW	packages/rpc/src/interface.test.ts	1	// Wire error code coverage. Every WireErrorCode is supposed to	COMMENT
LOW	packages/rpc/src/debug.ts	1	// Stub leak tracking. Gated on the CAPNWEB_TRACK_STUBS env flag so	COMMENT
LOW	packages/rpc/src/sync-driver.ts	61	// Soft cap on entries processed per batch in pullOnce. Each batch	COMMENT
LOW	packages/rpc/src/sync-driver.ts	101	remote: SyncRPC,	COMMENT
LOW	packages/rpc/src/sync-driver.ts	121	const fetchResult = await remote.fetchChanges({ after });	COMMENT
LOW	packages/rpc/src/sync-driver.ts	141	// had. Resetting and replaying cannot mend that, so we let the	COMMENT
LOW	packages/rpc/src/sync-driver.ts	341	remote: SyncRPC,	COMMENT
LOW	packages/rpc/src/sync-driver.ts	381	writeFetchCursor(db, { rev: 0, path: null }, backend);	COMMENT
252 more matches not shown…

Hyper-Verbose Identifiers51 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	…ink-compare-runtimes/worker/computer-container-pool.ts	69	export function createWorkspaceWarmPoolRuntime(env: WorkspacePoolEnv): WarmPoolRuntime {	CODE
LOW	…ink-compare-runtimes/worker/computer-container-pool.ts	99	function getWorkspaceContainerHost(	CODE
LOW	…ink-compare-runtimes/worker/computer-container-pool.ts	137	export async function startWorkspaceContainerAndWait(	CODE
LOW	…hink-compare-runtimes/worker/sandbox-container-pool.ts	16	function createSandboxWarmPoolRuntime(env: SandboxPoolEnv): WarmPoolRuntime {	CODE
LOW	…/think-compare-runtimes/worker/wrangler-config.test.ts	70	function durableObjectBindingNames(config: WranglerConfig): string[] {	CODE
LOW	…ples/think-compare-runtimes/worker/container-config.ts	20	export function warmPoolRefreshIntervalMs(env: ContainerPoolConfigEnv): number {	CODE
LOW	examples/think-compare-runtimes/worker/think/agents.ts	458	async function assertSandboxFixtureVisible(	CODE
LOW	examples/think-compare-runtimes/worker/think/prompts.ts	11	export function createRuntimeSystemPrompt(runtime: RuntimeId): string {	CODE
LOW	examples/think-compare-runtimes/worker/think/prompts.ts	57	export function createRuntimeToolDescriptions(runtime: RuntimeId): RuntimeToolDescriptions {	CODE
LOW	…s/think-compare-runtimes/worker/think/scripted-turn.ts	11	export async function runScriptedThinkToolSmoke({	CODE
LOW	…think-compare-runtimes/worker/think/remote-recorder.ts	8	export function createRemoteRunEventRecorder(sink: CompareRunEventSink): {	CODE
LOW	…compare-runtimes/worker/runtime/comparison-run.test.ts	118	function perRuntimeFixtureSetupEventCount(): number {	CODE
LOW	…les/think-compare-runtimes/worker/runtime/workspace.ts	31	export function createWorkspaceFixtureRuntime(workspace: WorkspaceFixtureTarget): FixtureRuntime {	CODE
LOW	…les/think-compare-runtimes/worker/runtime/workspace.ts	53	export function createWorkspaceCommandRunner(	CODE
LOW	…les/think-compare-runtimes/worker/runtime/workspace.ts	105	function workspaceBackendForCommand(command: string): "container" \| "shell" {	CODE
LOW	…-compare-runtimes/worker/runtime/workspace-run.test.ts	43	function expectedFixtureEventSummaries(): Array<{	CODE
LOW	…mples/think-compare-runtimes/worker/runtime/sandbox.ts	23	export function createSandboxFixtureRuntime(sandbox: SandboxFixtureTarget): FixtureRuntime {	CODE
LOW	…mples/think-compare-runtimes/worker/runtime/sandbox.ts	48	export function createSandboxCommandRunner(sandbox: SandboxCommandTarget): RuntimeCommandRunner {	CODE
LOW	…mples/think-compare-runtimes/worker/runtime/adapter.ts	42	export function createWorkspaceRuntimeAdapter(	CODE
LOW	…mples/think-compare-runtimes/worker/runtime/adapter.ts	66	export function createSandboxRuntimeAdapter(options: SandboxRuntimeAdapterOptions): RuntimeAdapter {	CODE
LOW	…/think-compare-runtimes/worker/runtime/instrumented.ts	11	export function createInstrumentedFixtureRuntime({	CODE
LOW	…nk-compare-runtimes/worker/runtime/sandbox-run.test.ts	43	function expectedFixtureEventSummaries(): Array<{	CODE
LOW	…ples/think-compare-runtimes/src/runtime-panel-model.ts	463	function isAgentToolLifecycleEvent(event: RunEvent): boolean {	CODE
LOW	…ples/think-compare-runtimes/src/runtime-panel-model.ts	537	function appendConcreteUnpairedToolCalls(	CODE
LOW	examples/rlm/worker/executor-tool.ts	105	export function extractGeneratedSourceBytes(toolCalls: unknown): number {	CODE
LOW	examples/rlm/worker/structured-rlm.ts	51	export function structuredRlmSystemPrompt(fixture: BenchmarkFixture): string {	CODE
LOW	examples/rlm/worker/oolong-synth.ts	113	export function parseOolongSynthRowsResponse(	CODE
LOW	examples/rlm/worker/oolong-synth.ts	293	function hashOolongSynthFixtureSource(fixture: OolongSynthFixture): string {	CODE
LOW	examples/rlm/src/App.tsx	714	function getOrCreateSessionId(): string {	CODE
LOW	packages/computerd/src/fuse/ignore-config.ts	175	function inactiveNativeRootsReason(	CODE
LOW	packages/computerd/src/fuse/ignore-config.ts	205	function inactivePassthroughReason(	CODE
LOW	packages/computerd/src/fuse/vfs.ts	25	function ensureVirtualProviderPrototype(): void {	CODE
LOW	packages/computerd/src/fuse/vfs.ts	83	export async function createNodeVirtualFileSystem(	CODE
LOW	packages/computer/src/transport-failure.ts	90	export function isWorkspaceTransportFailure(error: unknown): boolean {	CODE
LOW	packages/computer/src/transport-failure.ts	123	export function isWorkspacePreDispatchTransportFailure(error: unknown): boolean {	CODE
LOW	packages/computer/src/workspace.ts	1380	function createDisabledArtifactsClient(): ArtifactClient {	CODE
LOW	packages/computer/src/tools/common/fs/edit-diff.ts	44	function normalizeNfkcForFuzzyMatch(text: string): string {	CODE
LOW	packages/computer/src/tools/common/fs/edit-diff.ts	432	export function applyEditsToNormalizedContent(	CODE
LOW	…r/src/backends/container-legacy/container-lifecycle.ts	126	export async function destroyContainerExpectingExit(	CODE
LOW	…r/src/backends/container-legacy/container-lifecycle.ts	150	export function resetContainerLifecycleForTests(ctx: DurableObjectState): void {	CODE
LOW	…computer/src/backends/container/container-lifecycle.ts	132	export async function destroyContainerExpectingExit(	CODE
LOW	…computer/src/backends/container/container-lifecycle.ts	156	export function resetContainerLifecycleForTests(ctx: DurableObjectState): void {	CODE
LOW	packages/computer/src/git/adapter.ts	107	export async function workspaceIsomorphicGitClient(	CODE
LOW	packages/dofs/src/sync/apply.ts	105	function removeReplaceableFinalEntry(	CODE
LOW	packages/dofs/src/sync/apply.ts	744	function settleDeferredDirectories(	CODE
LOW	packages/dofs/src/fs/mount-guard.ts	28	export function invalidateReadOnlyMountCache(db: Database): void {	CODE
LOW	packages/dofs/src/fs/writeBuffer.ts	80	export function getPendingWriteBufferByPath(	CODE
LOW	packages/dofs/src/fs/writeBuffer.ts	91	export function getPendingWriteBufferByParent(	CODE
LOW	packages/dofs/src/fs/writeFile.ts	764	export function openWriteBufferForCreateSync(	CODE
LOW	packages/dofs/src/fs/rename.ts	170	function assertCompatibleOverwrite(	CODE
LOW	packages/dofs/src/fs/resolve.ts	113	export function resolveInodeWithoutSymlinks(db: Database, path: string): ResolvedInode \| null {	CODE

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	script/run-fs-tests.sh	2	# Non-interactive harness for ./script/shell. Mount the computerd binary, fs-tests,	COMMENT
MEDIUM	script/run-fs-bench.sh	2	# Non-interactive harness for ./script/shell that runs fs-bench.	COMMENT
MEDIUM	script/fs-tests.sh	2	# Filesystem conformance test harness for the computerd FUSE mount.	COMMENT
MEDIUM	packages/computer/test-harness/run-computerd.sh	4	# Used by the vitest harness to give TestBackend a	COMMENT
MEDIUM	packages/computer/test-harness/run-computerd.sh	5	# real computerd to talk to. The harness sets COMPUTERD_HARNESS_URL from	COMMENT
MEDIUM	packages/computer/test-harness/run-computerd.sh	17	# stderr for the harness to capture.	COMMENT
MEDIUM	packages/computer/test-harness/run-harness.sh	2	# Wrapper that runs the docker harness vitest project end-to-end.	COMMENT
MEDIUM	packages/computer/test-harness/run-harness.sh	7	# - Runs vitest against test-harness/vitest config.	COMMENT
MEDIUM	packages/computer/test-harness/run-harness.sh	22	# Skip when docker is unavailable. The harness vitest project	COMMENT
MEDIUM	packages/computer/test-harness/run-harness.sh	23	# also skips in that case; this keeps `npm run test:harness`	COMMENT
MEDIUM	.github/workflows/ci.yml	106	# The computer harness and computerd's real-FUSE regression both	COMMENT

Structural Annotation Overuse9 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/test-driven-development/SKILL.md	33	### Step 1: RED — Write a Failing Test	COMMENT
LOW	.agents/skills/test-driven-development/SKILL.md	51	### Step 2: GREEN — Make It Pass	COMMENT
LOW	.agents/skills/test-driven-development/SKILL.md	69	### Step 3: REFACTOR — Clean Up	COMMENT
LOW⚡	.agents/skills/test-driven-development/SKILL.md	108	// Step 1: Write the reproduction test (it should FAIL)	COMMENT
LOW⚡	.agents/skills/test-driven-development/SKILL.md	117	// Step 2: Fix the bug	COMMENT
LOW⚡	.agents/skills/test-driven-development/SKILL.md	125	// Step 3: Test passes → bug fixed, regression guarded	COMMENT
LOW	packages/computer/src/artifacts/cli.ts	158	// Step 1: create the repo, or adopt an existing one under --force.	COMMENT
LOW⚡	packages/computer/src/artifacts/cli.ts	178	// Step 2: mint the token and compose the credentialed remote.	COMMENT
LOW⚡	packages/computer/src/artifacts/cli.ts	188	// Step 3: register the git remote, if a seam was wired.	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/container-legacy/src/index.ts	18	// └─── capnweb session ◀─────────────┘	COMMENT
MEDIUM	examples/container/src/index.ts	26	// └─── capnweb session ◀─────────────┘	COMMENT
MEDIUM	packages/computer/tests/worker-backend.test.ts	10	// ├─────────────────────►│ │	COMMENT
MEDIUM	packages/computer/tests/worker-backend.test.ts	12	// │ ├─────────────────────────►│	COMMENT
MEDIUM	packages/computer/tests/worker-backend.test.ts	24	// │ │ │◄─────┘	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/computerd/src/fuse/native-roots.ts	307	// A synced scaffold can be a symlink after restore. Never scan	COMMENT
MEDIUM	packages/dofs/src/provider.fd.test.ts	3	// the scaffold test file.	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	packages/computer/src/artifacts/cli.ts	158	// Step 1: create the repo, or adopt an existing one under --force.	COMMENT
LOW⚡	packages/computer/src/artifacts/cli.ts	178	// Step 2: mint the token and compose the credentialed remote.	COMMENT
LOW⚡	packages/computer/src/artifacts/cli.ts	188	// Step 3: register the git remote, if a seam was wired.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	script/run-npm-bench.sh	6	# Usage:	COMMENT

cloudflare/computer

Open-Source Code Quality, Security and Technical Debt Review