3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

80.3K

Stars

TypeScript

Language

1.9M

Lines of Code

7.3K

Files

3.2K

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 8.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1969 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 116 finding(s).

Agent Over-Engineering Ratio 10.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1525 finding(s).

PR Review Velocity Impact 15.9/100 · LOW

Which changes need focused human review? 3194 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 1HIGH 26MEDIUM 1714LOW 1453

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 3194 distinct pattern matches across 20 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.

Decorative Section Separators1109 hits · 3674 pts

Severity	File	Line	Snippet	Context
MEDIUM	plugins/ruflo-console/hooks/views/common.ts	321	// BBS section header: ▓▒░ SWARM ░▒▓══════════ right	COMMENT
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	12	# ── plugin.json ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	27	# ── commands ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	39	# ── skills ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	52	# ── no wildcard tool grants ───────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	61	# ── agents ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	72	# ── HAL schema referenced ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	82	# ── cost gate documented ──────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	88	# ── Ed25519 signing referenced ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	95	# ── memory namespaces ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	102	# ── resumable runs documented ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	108	# ── extensibility note ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	plugins/ruflo-workflows/scripts/smoke-gaia.sh	115	# ── original smoke test still passes ─────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-workflows/scripts/smoke-gaia.sh	129	# ── CLI backend referenced ────────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-cost-tracker/scripts/smoke.sh	91	# ─── ADR-0002 checks (11–16) ─────────────────────────────────────────────────	COMMENT
MEDIUM	plugins/ruflo-cost-tracker/scripts/smoke.sh	144	# ─── Doc-invariant single-line greps (ADR-0002 §"Verification") ──────────────	COMMENT
MEDIUM	plugins/ruflo-cost-tracker/scripts/smoke.sh	607	# ─── Consistency invariants (prevent README/agent drift) ─────────────────────	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	39	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	41	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	50	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	52	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	62	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	64	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	74	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	76	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	86	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	88	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	97	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	99	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	109	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	111	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	120	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	122	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	130	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	132	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	140	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	142	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	150	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	152	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	161	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	163	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	171	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	173	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	181	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	183	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	191	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-memory.sh	193	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	43	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	45	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	52	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	54	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	61	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	63	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	72	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	74	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	82	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	84	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	94	# ============================================================================	COMMENT
MEDIUM⚡	tests/docker-regression/scripts/test-cli-commands.sh	96	# ============================================================================	COMMENT
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Modern AI Meta-Vocabulary556 hits · 1616 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	648	- `@claude-flow/swarm` 3.0.1 — Byzantine quorums now intersect for every cluster size (#3560, #3587, @rudycelekli);	CODE
MEDIUM	CHANGELOG.md	860	### v2.7.0 — agentic-flow Integration	COMMENT
MEDIUM	README.md	3	<a href="https://cognitum.one/agentic-engineering"><img src="ruflo/assets/ruflo-neon-flicker.gif" alt="Ruflo animated ne	CODE
MEDIUM	README.md	128	> Claude Flow is now Ruflo — named by [`rUv`](https://ruv.io), who loves Rust, flow states, and building things that fee	CODE
MEDIUM	README.md	247	\| [agentic-qe-fleet](https://github.com/proffesor-for-testing/agentic-qe/tree/v3.15.17/plugins/agentic-qe-fleet) \| E	CODE
MEDIUM	README.md	484	\| [Ecosystem](docs/USERGUIDE.md#-ecosystem--integrations) \| RuVector, agentic-flow, Flow Nexus \|	CODE
MEDIUM	package-lock.json	5651	"resolved": "https://registry.npmjs.org/agentic-flow/-/agentic-flow-2.1.2.tgz",	CODE
MEDIUM	package-lock.json	14098	"resolved": "https://registry.npmjs.org/agentic-flow/-/agentic-flow-2.0.12-fix.8.tgz",	CODE
MEDIUM	README.zh-CN.md	3	[![Ruflo Banner](ruflo/assets/ruflo-small.jpeg)](https://cognitum.one/agentic-engineering)	CODE
MEDIUM	README.zh-CN.md	354	\| [生态系统](docs/USERGUIDE.md#-ecosystem--integrations) \| RuVector、agentic-flow、Flow Nexus \|	CODE
MEDIUM	CLAUDE.md	1362	npx ruflo metaharness redblue init # @metaharness/redblue — scaffold redblue.yaml	CODE
MEDIUM	plugins/README.md	56	\| [agentic-qe-fleet](https://github.com/proffesor-for-testing/agentic-qe/tree/v3.15.17/plugins/agentic-qe-fleet) \| Exter	CODE
MEDIUM	plugins/ruflo-console/hooks/vector.ts	109	// WORKERS: ruvector hands each verb to npx agentic-flow@alpha, so all of them reach the registry.	COMMENT
MEDIUM	plugins/ruflo-agntcy/README.md	60	- Cisco CASA overview — https://outshift.cisco.com/blog/ai-ml/continuous-agentic-semantic-authorization-for-mas	CODE
MEDIUM	…cs/adrs/ADR-380-agntcy-outshift-runtime-integration.md	198	- Cisco CASA overview — https://outshift.cisco.com/blog/ai-ml/continuous-agentic-semantic-authorization-for-mas	CODE
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	2160	# Anti-regression: scaffold MUST cd into a temp dir (--target is ignored	COMMENT
MEDIUM	…ugin-creator/docs/adrs/0001-plugin-creator-contract.md	34	### 2. Update the scaffolding output	COMMENT
MEDIUM	…drs/0002-agentic-flow-and-agent-booster-integration.md	73	### 2. New skill: `cost-compact-context` (conditional on agentic-flow availability)	COMMENT
MEDIUM	…drs/0002-agentic-flow-and-agent-booster-integration.md	170	The single biggest dependency in this ADR is that **agents reading `cost-compact-context/SKILL.md` can actually invoke `	CODE
MEDIUM	plugins/ruflo-ddd/README.md	36	# Aggregate scaffolding	COMMENT
MEDIUM	plugins/ruflo-ruvector/commands/vector.md	107	## LLM orchestration — needs `@ruvector/ruvllm`	COMMENT
MEDIUM	plugins/ruflo-graph-intelligence/package-lock.json	1113	"resolved": "https://registry.npmjs.org/agentic-flow/-/agentic-flow-3.0.0-alpha.2.tgz",	CODE
MEDIUM	plugins/ruflo-agentdb/README.md	108	### Naming guardrails	COMMENT
MEDIUM	plugins/ruflo-agentdb/scripts/smoke.sh	143	# 10. Namespace convention guardrails: reserved list + colon rule + length cap	COMMENT
MEDIUM	tests/docker-regression/docker-compose.yml	2	# Docker Compose orchestration for comprehensive testing	COMMENT
MEDIUM	.agents/skills/v3-integration-deep/SKILL.md	40	## agentic-flow@alpha Feature Integration	COMMENT
MEDIUM⚡	.agents/skills/v3-integration-deep/SKILL.md	121	// Replace SwarmCoordinator (800+ lines) with agentic-flow Swarm	COMMENT
MEDIUM⚡	.agents/skills/v3-integration-deep/SKILL.md	127	// Replace AgentManager (1,736+ lines) with agentic-flow lifecycle	COMMENT
MEDIUM⚡	.agents/skills/v3-integration-deep/SKILL.md	135	// Replace TaskScheduler with agentic-flow task graph	COMMENT
MEDIUM	.agents/skills/flow-nexus-swarm/SKILL.md	21	4. [Agent Orchestration](#agent-orchestration)	CODE
MEDIUM	.agents/skills/agent-v3-integration-architect/SKILL.md	22	# Check agentic-flow status	COMMENT
MEDIUM	.agents/skills/agent-v3-integration-architect/SKILL.md	90	## agentic-flow@alpha Feature Integration	COMMENT
MEDIUM	.agents/skills/github-release-management/SKILL.md	294	# Multi-target deployment orchestration	COMMENT
MEDIUM	.agents/skills/github-code-review/SKILL.md	58	- [Multi-Agent Review System](#multi-agent-review-system)	CODE
MEDIUM	.agents/skills/github-code-review/SKILL.md	110	# Start multi-agent review	COMMENT
MEDIUM	.agents/skills/agent-release-swarm/SKILL.md	98	# Run release orchestration	COMMENT
MEDIUM	.agents/skills/agent-v3-queen-coordinator/SKILL.md	87	- Agent #10: agentic-flow@alpha deep integration	CODE
MEDIUM	.agents/skills/agentdb-vector-search/SKILL.md	154	### RAG (Retrieval Augmented Generation)	COMMENT
MEDIUM	.agents/skills/agentdb-vector-search/SKILL.md	301	# Check embedding model dimensions:	COMMENT
MEDIUM	.claude/statusline.sh	97	# Calculate REAL memory usage (system memory used by node/agentic processes)	COMMENT
MEDIUM	.claude/statusline.sh	112	# Check agentic-flow@alpha integration status	COMMENT
MEDIUM	.claude/statusline.sh	121	# Count active agentic-flow processes	COMMENT
MEDIUM	.claude/statusline.sh	140	# If we have agentic-flow processes but no specific agents, use a heuristic	COMMENT
MEDIUM	.claude/statusline.sh	171	# Get context window usage from Context Autopilot state (primary) or Claude Code input (fallback)	COMMENT
MEDIUM	.claude/agents/github/release-swarm.md	61	# Run release orchestration	COMMENT
MEDIUM	.claude/agents/v3/v3-integration-architect.md	51	## agentic-flow@alpha Feature Integration	COMMENT
MEDIUM	.claude/agents/v3/v3-queen-coordinator.md	47	- Agent #10: agentic-flow@alpha deep integration	CODE
MEDIUM	.claude/commands/coordination/task-orchestrate.md	1	# task-orchestrate	COMMENT
MEDIUM	.claude/commands/github/release-swarm.md	54	# Run release orchestration	COMMENT
MEDIUM	.claude/commands/sparc/orchestrator.md	65	# Initialize orchestration swarm	COMMENT
MEDIUM	.claude/commands/sparc/orchestrator.md	121	# 1. Initialize orchestration swarm	COMMENT
MEDIUM	.claude/commands/sparc/orchestrator.md	127	# 3. Execute orchestration	COMMENT
MEDIUM	.claude/skills/sparc-methodology/SKILL.md	19	5. [Orchestration Patterns](#orchestration-patterns)	CODE
MEDIUM	.claude/skills/v3-integration-deep/SKILL.md	40	## agentic-flow@alpha Feature Integration	COMMENT
MEDIUM⚡	.claude/skills/v3-integration-deep/SKILL.md	121	// Replace SwarmCoordinator (800+ lines) with agentic-flow Swarm	COMMENT
MEDIUM⚡	.claude/skills/v3-integration-deep/SKILL.md	127	// Replace AgentManager (1,736+ lines) with agentic-flow lifecycle	COMMENT
MEDIUM⚡	.claude/skills/v3-integration-deep/SKILL.md	135	// Replace TaskScheduler with agentic-flow task graph	COMMENT
MEDIUM	.claude/skills/agentic-jujutsu/SKILL.md	627	- NPM Package: https://npmjs.com/package/agentic-jujutsu	CODE
MEDIUM	.claude/skills/agentic-jujutsu/SKILL.md	628	- GitHub: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentic-jujutsu	CODE
MEDIUM	.claude/skills/flow-nexus-swarm/SKILL.md	15	4. [Agent Orchestration](#agent-orchestration)	CODE
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Structural Annotation Overuse355 hits · 670 pts

Severity	File	Line	Snippet	Context
LOW⚡	AGENTS.md	163	# Step 1: Coordination (optional)	COMMENT
LOW⚡	AGENTS.md	167	# Step 2: IMMEDIATELY DO THE WORK YOURSELF - DON'T WAIT!	COMMENT
LOW⚡	AGENTS.md	171	# Step 3: Report what you did	COMMENT
LOW⚡	plugins/ruflo-cost-tracker/skills/cost-session/SKILL.md	50	# Step 1: find outliers across all sessions	COMMENT
LOW⚡	plugins/ruflo-cost-tracker/skills/cost-session/SKILL.md	53	# Step 2: drill into the flagged session	COMMENT
LOW⚡	plugins/ruflo-cost-tracker/skills/cost-session/SKILL.md	56	# Step 3: open that jsonl at the timestamp the top message reports,	COMMENT
LOW	tests/rvf-integration.test.ts	290	// Step 1: Create JsonBackend with entries	COMMENT
LOW⚡	tests/rvf-integration.test.ts	301	// Step 2: Create RvfBackend	COMMENT
LOW⚡	tests/rvf-integration.test.ts	306	// Step 3: Copy entries from JSON to RVF	COMMENT
LOW⚡	tests/rvf-integration.test.ts	311	// Step 4: Verify all entries accessible in RVF	COMMENT
LOW⚡	.agents/skills/github-workflow-automation/SKILL.md	539	// Step 1: Initialize swarm coordination	COMMENT
LOW⚡	.agents/skills/github-workflow-automation/SKILL.md	545	// Step 2: Spawn specialized agents	COMMENT
LOW⚡	.agents/skills/github-workflow-automation/SKILL.md	551	// Step 3: Orchestrate GitHub workflow	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	285	#### Step 1: Initial Setup	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	294	#### Step 2: Configuration	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	298	#### Step 3: Execution	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	580	### Step 1: Setup	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	583	### Step 2: Usage	COMMENT
LOW⚡	.agents/skills/skill-builder/SKILL.md	586	### Step 3: Verify	COMMENT
LOW	.agents/skills/agent-refinement/SKILL.md	50	// Step 1: Write test that defines desired behavior	COMMENT
LOW	.agents/skills/agent-refinement/SKILL.md	115	// Step 2: Implement minimum code to pass tests	COMMENT
LOW	.agents/skills/agent-refinement/SKILL.md	193	// Step 3: Refactor while keeping tests green	COMMENT
LOW	.agents/skills/flow-nexus-platform/SKILL.md	869	### Step 1: Register & Login	COMMENT
LOW	.agents/skills/flow-nexus-platform/SKILL.md	889	### Step 2: Configure Billing	COMMENT
LOW	.agents/skills/flow-nexus-platform/SKILL.md	908	### Step 3: Create Your First Sandbox	COMMENT
LOW	.agents/skills/flow-nexus-platform/SKILL.md	929	### Step 4: Deploy an App	COMMENT
LOW	.agents/skills/flow-nexus-platform/SKILL.md	948	### Step 5: Complete a Challenge	COMMENT
LOW	.agents/skills/agent-crdt-synchronizer/SKILL.md	953	// Step 1: Achieve consensus on operation ordering	COMMENT
LOW	.agents/skills/agent-crdt-synchronizer/SKILL.md	961	// Step 2: Apply operation to CRDT with consensus-determined order	COMMENT
LOW	.claude/agents/consensus/crdt-synchronizer.md	928	// Step 1: Achieve consensus on operation ordering	COMMENT
LOW	.claude/agents/consensus/crdt-synchronizer.md	936	// Step 2: Apply operation to CRDT with consensus-determined order	COMMENT
LOW	.claude/agents/sparc/refinement.md	24	// Step 1: Write test that defines desired behavior	COMMENT
LOW	.claude/agents/sparc/refinement.md	89	// Step 2: Implement minimum code to pass tests	COMMENT
LOW	.claude/agents/sparc/refinement.md	167	// Step 3: Refactor while keeping tests green	COMMENT
LOW	.claude/agents/dual-mode/codex-coordinator.md	51	### Step 1: Initialize Swarm	COMMENT
LOW	.claude/agents/dual-mode/codex-coordinator.md	56	### Step 2: Spawn Parallel Workers	COMMENT
LOW	.claude/agents/dual-mode/codex-coordinator.md	68	### Step 3: Collect Results	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	602	// Step 1: Initialize TDD swarm	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	608	// Step 2: Research and planning	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	614	// Step 3: Architecture design	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	620	// Step 4: TDD implementation	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	913	# Step 1: Research and planning	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	916	# Step 2: Architecture design	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	919	# Step 3: TDD implementation	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	922	# Step 4: Code review	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	925	# Step 5: Documentation	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	932	# Step 1: Analyze issue	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	935	# Step 2: Debug systematically	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	938	# Step 3: Create tests	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	941	# Step 4: Review fix	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	948	# Step 1: Profile performance	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	951	# Step 2: Identify bottlenecks	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	954	# Step 3: Implement improvements	COMMENT
LOW⚡	.claude/skills/sparc-methodology/SKILL.md	957	# Step 4: Benchmark results	COMMENT
LOW	.claude/skills/sparc-methodology/SKILL.md	631	// Step 5: Code review	COMMENT
LOW	.claude/skills/sparc-methodology/SKILL.md	641	// Step 6: Optimization	COMMENT
LOW⚡	.claude/skills/github-workflow-automation/SKILL.md	521	// Step 1: Initialize swarm coordination	COMMENT
LOW⚡	.claude/skills/github-workflow-automation/SKILL.md	527	// Step 2: Spawn specialized agents	COMMENT
LOW⚡	.claude/skills/github-workflow-automation/SKILL.md	533	// Step 3: Orchestrate GitHub workflow	COMMENT
LOW⚡	.claude/skills/skill-builder/SKILL.md	285	#### Step 1: Initial Setup	COMMENT
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Hyper-Verbose Identifiers416 hits · 417 pts

Severity	File	Line	Snippet	Context
LOW	plugins/ruflo-console/hooks/data/write-flavor.ts	45	export function startWriteFlavorDetection(run: Run, deadlineMs: number = DETECT_DEADLINE_MS, fallback: () => WriteFlavor	CODE
LOW	plugins/ruflo-agntcy/src/receipts/casa-receipt.ts	149	export async function loadOrCreateCasaSigningKeypair(	CODE
LOW	…ntelligence/src/adapters/observability-span-adapter.ts	110	export function registerObservabilitySpanAdapter(	CODE
LOW	…elligence/src/adapters/jujutsu-blast-radius-adapter.ts	94	export function registerJujutsuBlastRadiusAdapter(	CODE
LOW	…-intelligence/src/adapters/federation-trust-adapter.ts	103	export function registerFederationTrustAdapter(	CODE
LOW	…ph-intelligence/src/adapters/browser-causal-adapter.ts	181	export function registerBrowserCausalAdapter(	CODE
LOW	…telligence/src/adapters/aidefence-suspicion-adapter.ts	89	export function registerAIDefenceSuspicionAdapter(	CODE
LOW	…h-intelligence/src/adapters/knowledge-graph-adapter.ts	97	export function registerKnowledgeGraphAdapter(	CODE
LOW	…raph-intelligence/src/adapters/portfolio-cg-adapter.ts	127	export function registerPortfolioCovarianceAdapter(	CODE
LOW	…-intelligence/src/adapters/cost-attribution-adapter.ts	110	export function registerCostAttributionAdapter(	CODE
LOW	plugins/ruflo-neural-trader/src/signed-attribution.ts	130	export async function verifyAttributionArtifact(	CODE
LOW	.agents/skills/agent-agent/SKILL.md	177	async function planWithTemporalAdvantage(planningMatrix, constraints) {	CODE
LOW	.agents/skills/agent-mesh-coordinator/SKILL.md	293	def trigger_failure_detection(self, peer_id):	CODE
LOW	.agents/skills/agent-mesh-coordinator/SKILL.md	310	def handle_potential_partition(self):	CODE
LOW	.agents/skills/agent-adaptive-coordinator/SKILL.md	89	def analyze_task_characteristics(self, task):	CODE
LOW	.agents/skills/agent-adaptive-coordinator/SKILL.md	190	def evaluate_current_performance(self):	CODE
LOW	.agents/skills/agent-adaptive-coordinator/SKILL.md	202	def trigger_topology_analysis(self):	CODE
LOW	.agents/skills/agent-adaptive-coordinator/SKILL.md	270	def predict_load_requirements(self, time_horizon='4h'):	CODE
LOW	.agents/skills/agent-code-goal-planner/SKILL.md	316	async function implementFeatureWithSPARC(feature: string) {	CODE
LOW	.claude/agents/swarm/mesh-coordinator.md	259	def trigger_failure_detection(self, peer_id):	CODE
LOW	.claude/agents/swarm/mesh-coordinator.md	276	def handle_potential_partition(self):	CODE
LOW	.claude/agents/swarm/adaptive-coordinator.md	52	def analyze_task_characteristics(self, task):	CODE
LOW	.claude/agents/swarm/adaptive-coordinator.md	153	def evaluate_current_performance(self):	CODE
LOW	.claude/agents/swarm/adaptive-coordinator.md	165	def trigger_topology_analysis(self):	CODE
LOW	.claude/agents/swarm/adaptive-coordinator.md	233	def predict_load_requirements(self, time_horizon='4h'):	CODE
LOW	.claude/agents/reasoning/agent.md	173	async function planWithTemporalAdvantage(planningMatrix, constraints) {	CODE
LOW	.claude/agents/goal/agent.md	173	async function planWithTemporalAdvantage(planningMatrix, constraints) {	CODE
LOW	.claude/agents/goal/code-goal-planner.md	310	async function implementFeatureWithSPARC(feature: string) {	CODE
LOW	docs/research/copilot-sdk-ruflo-integration.md	801	export async function registerRufloMcpWithCopilot(	CODE
LOW	v3/index.ts	512	export async function getOrCreateSwarm(): Promise<ISwarmHub> {	CODE
LOW	…@claude-flow/swarm/__tests__/queen-coordinator.test.ts	51	function createMockSwarmCoordinator(): ISwarmCoordinator {	CODE
LOW	…@claude-flow/swarm/__tests__/queen-coordinator.test.ts	236	function createMockConsensusResult(approved: boolean): ConsensusResult {	CODE
LOW	v3/@claude-flow/swarm/src/attention-coordinator.ts	1001	export function createAttentionCoordinator(	CODE
LOW	v3/@claude-flow/swarm/src/federation-hub.js	686	export async function resetDefaultFederationHub() {	CODE
LOW	v3/@claude-flow/swarm/src/federation-hub.d.ts	283	export declare function resetDefaultFederationHub(): Promise<void>;	CODE
LOW	v3/@claude-flow/swarm/src/unified-coordinator.ts	2095	export function createUnifiedSwarmCoordinator(	CODE
LOW	v3/@claude-flow/swarm/src/federation-hub.ts	992	export async function resetDefaultFederationHub(): Promise<void> {	CODE
LOW	v3/@claude-flow/swarm/src/shared/events.ts	276	export function swarmMilestoneReachedEvent(milestoneId: string, name: string): SwarmEvent {	CODE
LOW	v3/@claude-flow/swarm/src/workers/worker-dispatch.js	838	export function createWorkerDispatchService(config) {	CODE
LOW	v3/@claude-flow/swarm/src/workers/worker-dispatch.d.ts	232	export declare function createWorkerDispatchService(config?: Partial<WorkerConfig>): WorkerDispatchService;	CODE
LOW	v3/@claude-flow/swarm/src/workers/worker-dispatch.ts	1129	export function createWorkerDispatchService(config?: Partial<WorkerConfig>): WorkerDispatchService {	CODE
LOW	v3/@claude-flow/embeddings/src/persistent-cache.ts	408	export async function isPersistentCacheAvailable(): Promise<boolean> {	CODE
LOW	v3/@claude-flow/embeddings/src/hyperbolic.ts	430	export function pairwiseHyperbolicDistances(	CODE
LOW	v3/@claude-flow/embeddings/src/transformers-loader.ts	115	export function getCachedTransformersSource(): TransformersHandle \| null {	CODE
LOW	v3/@claude-flow/embeddings/src/embedding-service.ts	939	export async function createEmbeddingServiceAsync(	CODE
LOW	v3/@claude-flow/memory/examples/agentdb-example.ts	278	async function gracefulDegradationExample() {	CODE
LOW	v3/@claude-flow/memory/examples/cross-platform-usage.ts	17	async function automaticProviderSelection() {	CODE
LOW	…/@claude-flow/memory/benchmarks/hnsw-indexing.bench.ts	280	export async function runHNSWIndexingBenchmarks(): Promise<void> {	CODE
LOW	…@claude-flow/memory/benchmarks/cache-hit-rate.bench.ts	222	export async function runCacheHitRateBenchmarks(): Promise<void> {	CODE
LOW	…@claude-flow/memory/benchmarks/cache-hit-rate.bench.ts	436	function calculateOptimalCacheSize(workingSetSize: number, memoryLimit: number): number {	CODE
LOW	…/@claude-flow/memory/benchmarks/vector-search.bench.ts	192	export async function runVectorSearchBenchmarks(): Promise<void> {	CODE
LOW	v3/@claude-flow/memory/src/agentdb-retrieval-guard.ts	128	export function createAgentDbRetrievalGuard(config?: RetrievalGuardConfig): AgentDbRetrievalGuard {	CODE
LOW	v3/@claude-flow/memory/src/agentdb-lock-guard.ts	58	export function isConcurrentModificationError(error: unknown): boolean {	CODE
LOW	v3/@claude-flow/memory/src/agentdb-lock-guard.ts	244	export async function closeWithAgentdbLockRecovery(	CODE
LOW	…/@claude-flow/memory/src/agentdb-native-driver.test.ts	163	function agentdbModuleRecordingHandle(failFirstInit = false) {	CODE
LOW	…claude-flow/memory/src/mmr-rerank-cosine-cache.test.ts	238	function candidateMmrRerankCounted(	CODE
LOW	v3/@claude-flow/memory/src/learning-bridge.test.ts	37	function createFailingNeuralLoader(): NeuralLoader {	CODE
LOW	…@claude-flow/security/__tests__/helpers/create-mock.ts	159	export function createMockCredentialGenerator(	CODE
LOW	v3/@claude-flow/security/src/safe-executor.ts	489	export function createDevelopmentExecutor(): SafeExecutor {	CODE
LOW	v3/@claude-flow/security/src/tool-output-guardrail.ts	350	export function createToolOutputGuardrail(config?: GuardrailConfig): ToolOutputGuardrail {	CODE
356 more matches not shown…

Over-Commented Block362 hits · 346 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	# workspace"). `exclude` keeps the directory out of Cargo's member-set	COMMENT
LOW	plugins/ruflo-console/scripts/kit-seq.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-console/scripts/e2e.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-console/scripts/drive.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-console/scripts/e2e-control.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-console/scripts/typecheck.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-agntcy/src/casa/compile.ts	61	// "review repository security" -> ["repository.read", "tests.execute"]).	COMMENT
LOW	plugins/ruflo-metaharness/scripts/smoke.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-metaharness/scripts/smoke.sh	201	grep -qE "(^\|[[:space:]])'?${sub}'?:" "$F" 2>/dev/null \|\| miss="$miss missing-$sub"	COMMENT
LOW	plugins/ruflo-metaharness/scripts/smoke.sh	881	# loop above and $EXPECTED_TOOLS both come from metaharness-tools.ts, so this	COMMENT
LOW	plugins/ruflo-metaharness/scripts/smoke.sh	1661	T="$ROOT/scripts/test-mcp-tools.mjs"	COMMENT
LOW	plugins/ruflo-browser/scripts/replay-spike.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-core/scripts/ruflo-hook.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-business-pods/scripts/smoke.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/ruflo-neural-trader/scripts/runtime-smoke.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugin/scripts/ruflo-hook.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/config.toml	1	# =============================================================================	COMMENT
LOW	.agents/config.toml	21	# - on-failure: Require approval only after failures	COMMENT
LOW	.agents/skills/hive-mind-advanced/SKILL.md	621	--queen-type strategic \	COMMENT
LOW	.agents/skills/agentdb-vector-search/SKILL.md	301	# Check embedding model dimensions:	COMMENT
LOW	.agents/skills/pair-programming/SKILL.md	921	# Testing: On completion	COMMENT
LOW	.claude/skills/hive-mind-advanced/SKILL.md	621	--claude	COMMENT
LOW	.claude/skills/hive-mind-advanced/SKILL.md	641		COMMENT
LOW	.claude/skills/sparc-methodology/SKILL.md	961	### Workflow 4: Complete Pipeline	COMMENT
LOW	.claude/skills/agentdb-vector-search/SKILL.md	301	# Check embedding model dimensions:	COMMENT
LOW	.claude/skills/pair-programming/SKILL.md	921	# Testing: On completion	COMMENT
LOW	.claude/helpers/swarm-hooks.sh	1	#!/bin/bash	COMMENT
LOW	docs/USERGUIDE.md	4501	# Output:	COMMENT
LOW	…cs/validation/oct12-receipts/sparc-lifecycle-after.txt	41	# fail 0	COMMENT
LOW	…s/validation/oct12-receipts/sparc-lifecycle-before.txt	441	1..7	COMMENT
LOW	docs/validation/oct12-receipts/sparc-before.txt	201	# todo 0	COMMENT
LOW	docs/validation/oct12-receipts/tdd-workflow-before.txt	161	# fail 6	COMMENT
LOW	docs/validation/oct12-receipts/tdd-workflow-after.txt	41	# fail 0	COMMENT
LOW	docs/validation/oct12-receipts/coverage-after.txt	61	...	COMMENT
LOW	…s/validation/oct12-receipts/coverage-review-before.txt	121	...	COMMENT
LOW	docs/validation/oct12-receipts/coverage-before.txt	141	# cancelled 0	COMMENT
LOW	…s/validation/oct12-receipts/coverage-compat-before.txt	81	# fail 2	COMMENT
LOW	…dation/oct12-receipts/sparc-intended-agents-before.txt	61	# pass 2	COMMENT
LOW	docs/validation/oct12-receipts/sparc-after.txt	21	# fail 0	COMMENT
LOW	v3/vitest.config.ts	141	testTimeout: 30000,	COMMENT
LOW	…arm/__tests__/task-orchestrator.queue-position.test.ts	61	orchestrator.queueTask(mediumTask.id);	COMMENT
LOW	v3/@claude-flow/swarm/__tests__/topology.test.ts	561	// Isolate rebalanceHybrid()'s worker-mesh loop from addNode()'s own,	COMMENT
LOW	…-flow/swarm/__tests__/message-bus.event-driven.test.ts	1	import { describe, it, expect, beforeEach, afterEach, vi } from 'vitest';	COMMENT
LOW	v3/@claude-flow/swarm/__tests__/consensus.test.ts	581	// Hypothesis: QueenCoordinator.weightedConsensus() has always computed real	COMMENT
LOW	v3/@claude-flow/swarm/__tests__/consensus.test.ts	781	});	COMMENT
LOW	v3/@claude-flow/swarm/src/message-bus.ts	601	// retryAttempts instead of resetting to 0 on every re-queue.	COMMENT
LOW	v3/@claude-flow/swarm/src/unified-coordinator.ts	1381		COMMENT
LOW	v3/@claude-flow/swarm/src/topology-manager.ts	401	return [...new Set([...leaders.map(l => l.agentId), ...peers])];	COMMENT
LOW	…src/domain/repositories/task-repository.interface.d.ts	61	//# sourceMappingURL=task-repository.interface.d.ts.map	COMMENT
LOW	v3/@claude-flow/swarm/src/domain/entities/task.js	261	//# sourceMappingURL=task.js.map	COMMENT
LOW	v3/@claude-flow/memory/src/mmr-benchmark.test.ts	301	byLambda: table,	COMMENT
LOW	v3/@claude-flow/memory/src/smart-retrieval.ts	301	return tokens;	COMMENT
LOW	v3/@claude-flow/memory/src/hybrid-backend.test.ts	241	// Before this fix, `queryHybrid`'s 'union' strategy computed `weights`	COMMENT
LOW	v3/@claude-flow/memory/src/entity-tagger.ts	41	if (seen.has(trimmed)) return;	COMMENT
LOW	v3/@claude-flow/memory/src/controller-registry.test.ts	461	});	COMMENT
LOW	v3/@claude-flow/memory/src/controller-registry.test.ts	961	});	COMMENT
LOW	…@claude-flow/memory/src/agentdb-adapter-upsert.test.ts	201	// an embeddingGenerator await and released in the same tick, can each	COMMENT
LOW	…@claude-flow/memory/src/agentdb-adapter-upsert.test.ts	241	// against each participant's own id is the correct probe, matching how	COMMENT
LOW	v3/@claude-flow/memory/src/controller-registry.ts	841	// Results carry a `signals` field naming which arms surfaced each	COMMENT
LOW	v3/@claude-flow/memory/src/controller-registry.ts	981	return null;	COMMENT
302 more matches not shown…

Verbosity Indicators134 hits · 262 pts

Severity	File	Line	Snippet	Context
LOW	tests/rvf-integration.test.ts	290	// Step 1: Create JsonBackend with entries	COMMENT
LOW⚡	tests/rvf-integration.test.ts	301	// Step 2: Create RvfBackend	COMMENT
LOW⚡	tests/rvf-integration.test.ts	306	// Step 3: Copy entries from JSON to RVF	COMMENT
LOW⚡	tests/rvf-integration.test.ts	311	// Step 4: Verify all entries accessible in RVF	COMMENT
LOW⚡	…memory/benchmarks/longmemeval/scripts/run-benchmark.sh	26	# Step 1: Ensure dataset exists	COMMENT
LOW⚡	…memory/benchmarks/longmemeval/scripts/run-benchmark.sh	32	# Step 2: Ingest conversations into AgentDB	COMMENT
LOW⚡	…memory/benchmarks/longmemeval/scripts/run-benchmark.sh	36	# Step 3: Run evaluation	COMMENT
LOW⚡	…memory/benchmarks/longmemeval/scripts/run-benchmark.sh	40	# Step 4: Generate report	COMMENT
LOW⚡	v3/@claude-flow/memory/src/controller-registry.ts	272	// Step 1: Initialize AgentDB (the core)	COMMENT
LOW⚡	v3/@claude-flow/memory/src/controller-registry.ts	275	// Step 2: Set up the backend	COMMENT
LOW⚡	v3/@claude-flow/memory/src/controller-registry.ts	278	// Step 3: Initialize controllers level by level	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/optimizer.ts	94	// Step 1: Rank violations	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/optimizer.ts	101	// Step 2: Propose changes for top violations	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/optimizer.ts	106	// Step 3: Evaluate each change	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/optimizer.ts	116	// Step 4: Promote winners, record ADRs	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/retriever.ts	355	// Step 1: Classify intent	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/retriever.ts	359	// Step 2: Generate query embedding	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/retriever.ts	362	// Step 3: Score all shards	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/retriever.ts	366	// Step 4: Select top N with contradiction resolution	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/retriever.ts	369	// Step 5: Build combined policy text	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/memory-gate.ts	255	// Step 1: Authority check	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/memory-gate.ts	264	// Step 2: Rate limit check	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/memory-gate.ts	273	// Step 3: Overwrite check	COMMENT
LOW	v3/@claude-flow/guidance/src/memory-gate.ts	286	// Step 4: Contradiction detection	COMMENT
LOW	v3/@claude-flow/guidance/src/memory-gate.ts	300	// Step 5: Record write timestamp if allowed	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/index.ts	495	// Step 1: Read guidance files	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/index.ts	505	// Step 2: Compile	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/index.ts	508	// Step 3: Load into retriever	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/index.ts	511	// Step 4: Set active rules on gates	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/index.ts	518	// Step 5: Set up headless runner if enabled	COMMENT
LOW	v3/@claude-flow/guidance/src/gateway.ts	172	// Step 1: Idempotency check (batch cleanup on interval, not every call)	COMMENT
LOW	v3/@claude-flow/guidance/src/gateway.ts	192	// Step 2: Schema validation	COMMENT
LOW	v3/@claude-flow/guidance/src/gateway.ts	206	// Step 3: Budget check	COMMENT
LOW	v3/@claude-flow/guidance/src/gateway.ts	222	// Step 4: EnforcementGates checks	COMMENT
LOW	v3/@claude-flow/guidance/src/gateway.ts	282	// Step 5: Allow	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	493	// Step 1: Evaluate through MemoryWriteGate	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	502	// Step 2: Log the operation	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	511	// Step 3: If denied, do not write	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	516	// Step 4: Perform the write through ruvbot	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	776	// Step 1: Run through EnforcementGates (secrets, destructive ops)	COMMENT
LOW⚡	v3/@claude-flow/guidance/src/ruvbot-integration.ts	782	// Step 2: Run through AIDefence gate	COMMENT
LOW	v3/@claude-flow/guidance/src/ruvbot-integration.ts	795	// Step 3: Feed outcomes into trust accumulator	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	599	// Step 1: Quantize query and all candidates	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	603	// Step 2: Compute Hamming distances	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	612	// Step 3: Filter top candidates by Hamming distance	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	617	// Step 4: Rerank filtered candidates with exact Euclidean distance	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	626	// Step 5: Sort by exact distance and return top-k	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	1107	// Step 1: Rotate vectors	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	1110	// Step 2: Train PQ on rotated vectors	COMMENT
LOW⚡	…flow/plugins/src/integrations/ruvector/quantization.ts	1113	// Step 3: Update rotation matrix using Procrustes analysis	COMMENT
LOW⚡	…@claude-flow/cli/__tests__/terminal-encryption.test.ts	126	// Step 1: write plaintext (gate off)	COMMENT
LOW⚡	…@claude-flow/cli/__tests__/terminal-encryption.test.ts	131	// Step 2: flip encryption on for the read	COMMENT
LOW⚡	…@claude-flow/cli/__tests__/terminal-encryption.test.ts	135	// Step 3: list should still find the legacy session via the	COMMENT
LOW⚡	…@claude-flow/cli/__tests__/terminal-encryption.test.ts	147	// Step 1: legacy plaintext write	COMMENT
LOW⚡	…@claude-flow/cli/__tests__/terminal-encryption.test.ts	153	// Step 2: enable encryption and add a second session — saveTerminalStore	COMMENT
LOW⚡	…claude-flow/cli/__tests__/memory-db-encryption.test.ts	146	// Step 1: plant a plaintext SQLite blob on disk (no env vars set	COMMENT
LOW⚡	…claude-flow/cli/__tests__/memory-db-encryption.test.ts	151	// Step 2: enable encryption for the read.	COMMENT
LOW⚡	…claude-flow/cli/__tests__/memory-db-encryption.test.ts	155	// Step 3: readFileMaybeEncrypted's magic-byte sniff sees no RFE1	COMMENT
LOW⚡	…/@claude-flow/cli/__tests__/session-encryption.test.ts	139	// Step 1: save with encryption OFF → plaintext on disk	COMMENT
LOW⚡	…/@claude-flow/cli/__tests__/session-encryption.test.ts	144	// Step 2: turn encryption ON for the read	COMMENT
74 more matches not shown…

AI Slop Vocabulary43 hits · 124 pts

Severity	File	Line	Snippet	Context
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	249	# BOTH bins resolved from the package.json bin map (metaharness + harness)	COMMENT
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	350	"score" # iter 1 — score harness against ruflo	CODE
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	678	# plugins/ruflo-metaharness/skills/harness-foo/SKILL.md	COMMENT
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	679	# └── must have `name: harness-foo`	COMMENT
MEDIUM	plugins/ruflo-metaharness/scripts/smoke.sh	1261	# Guard 1 — ADR-150 §Sandboxing: `harness from-repo` must never be wrapped	COMMENT
MEDIUM	plugins/ruflo-browser/scripts/replay-spike.sh	2	# replay-spike.sh — pre-Accept spike harness for ADR-0001 Verification §4.	COMMENT
MEDIUM	plugins/ruflo-browser/scripts/replay-spike.sh	9	# This is an INTERACTIVE harness — it requires:	COMMENT
MEDIUM	plugins/ruflo-deepseek-harness/scripts/smoke.sh	2	# Structural smoke test for ruflo-deepseek-harness: the plugin's scripts exist, and the mod (ADR-445 pattern) is wired.	COMMENT
MEDIUM	plugins/ruflo-business-pods/templates/exec.json	35	"description": "Measures executive-summary quality and cross-pod escalation timeliness. PII policy is GDPR — most re	CODE
MEDIUM	tests/docker-regression/docker-compose.yml	2	# Docker Compose orchestration for comprehensive testing	COMMENT
MEDIUM	tests/docker-regression/scripts/run-all-tests.sh	3	# Executes all capability tests for comprehensive regression testing	COMMENT
MEDIUM	.agents/skills/security-audit/scripts/security-scan.sh	3	# Run comprehensive security scan pipeline	COMMENT
MEDIUM	.claude/helpers/auto-commit.sh	3	# Handles git add, commit, and push in a robust way	COMMENT
MEDIUM	…/@claude-flow/memory/benchmarks/longmemeval/harness.ts	119	// Contains match (lenient — official eval is more nuanced)	COMMENT
MEDIUM	v3/@claude-flow/memory/src/smart-retrieval.ts	210	// Fall back through id → key → content hash so deduplication is robust	COMMENT
MEDIUM	…claude-flow/memory/src/mmr-rerank-cosine-cache.test.ts	380	// keep this robust on slow/shared CI hardware while still being a real	COMMENT
MEDIUM	v3/@claude-flow/guidance/src/analyzer.ts	2171	// Use both Pearson and Spearman for more robust verdict	COMMENT
MEDIUM	v3/@claude-flow/codex/tests/generators.test.ts	132	expect(result).toContain('### Repository harness adapter');	CODE
MEDIUM	v3/@claude-flow/codex/src/generators/agents-md.ts	46	### Repository harness adapter	COMMENT
MEDIUM	v3/@claude-flow/mcp/.claude/helpers/auto-commit.sh	3	# Handles git add, commit, and push in a robust way	COMMENT
MEDIUM	v3/@claude-flow/cli/.claude/helpers/auto-commit.sh	3	# Handles git add, commit, and push in a robust way	COMMENT
MEDIUM	…ow/cli/__tests__/memory-search-truncation-2982.test.ts	13	* ControllerRegistry only), matching the #2652 test's harness pattern, so	COMMENT
MEDIUM	v3/@claude-flow/cli/__tests__/real-binary/loads.test.ts	4	* #4485 shipped because the harness only imitated the loader. A module the real loader refuses gives no error anywhere	COMMENT
MEDIUM⚡	v3/@claude-flow/cli/templates/grok/config.toml	4	# Goal: full harness (MCP + hooks + skills + agent teams path), not a thin CLI wrapper.	COMMENT
MEDIUM	v3/@claude-flow/cli/src/ruvector/model-router.ts	923	// Higher variance suggests more nuanced semantics	COMMENT
MEDIUM	…/@claude-flow/performance/__tests__/benchmarks.test.ts	429	// agree within 2x") but make each measurement robust: warm up, then take two	COMMENT
MEDIUM	v3/crates/ruflo-watermark/Cargo.toml	2	# detection) plus a robustness-evaluation harness.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/Cargo.toml	8	# agent-harness-generator/crates/ as a plain member.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/align.rs	1	//! Indel-robust detection via context self-synchronization + local alignment.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/align.rs	5	//! The position-locked detector ([`crate::detect`]) is substitution-robust but	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/align.rs	52	/// Self-synchronizing indel-robust detector (layer 1). Closed-form: the sum of	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/align.rs	124	/// Local-alignment indel-robust detector (layer 2), empirically calibrated.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/align.rs	197	// stays strong AND indel-robust across deletion rates.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/evolve.rs	1	//! Darwin/flywheel-style bounded tuner for the indel-robust alignment detector.	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/wasm.rs	10	//! `"gumbel"`. Detectors exposed: the per-scheme detector, the indel-robust	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/wasm.rs	116	/// Indel-robust detection (Gumbel self-sync): far stronger than the standard	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/context.rs	16	//! distribution-preserving in expectation and robust to "repeat the prompt"	COMMENT
MEDIUM	v3/crates/ruflo-watermark/src/context.rs	29	/// Larger `H` => more distortion-free and repetition-robust, but early	COMMENT
MEDIUM⚡	ruflo/src/config/config.example.json	75	"systemPrompt": "You are an intelligent AI assistant with powerful tools organized into 5 groups. You MUST use tools p	CODE
MEDIUM	.github/workflows/oia-audit-weekly.yml	3	# Runs `harness oia-audit` against the ruflo repo every Sunday at	COMMENT
MEDIUM	.github/workflows/metaharness-ci.yml	581	# If upstream `harness mcp-scan` ever changes its text format,	COMMENT
MEDIUM	.github/workflows/mod-guidance.yml	40	# harness can only imitate, such as #4485 (a hooks module the real loader	COMMENT
MEDIUM	.github/workflows/metaharness-pin-drift.yml	4	# pin's range excludes (agent-harness-generator#142 / #149). This workflow diffs	COMMENT

Fake / Example Data98 hits · 107 pts

Severity	File	Line	Snippet	Context
LOW	plugins/ruflo-console/tests/adr-mutation.spec.ts	62	out.push(block([accepted, proposed, ...Array.from({ length: 10 }, (_v, i) => ({ ...accepted, file: `00${i + 10}-z.md`,	CODE
LOW	plugins/ruflo-console/tests/adr-integration.spec.ts	230	...Array.from({ length: 8 }, (_v, i) => doc(`00${i + 10}-z.md`, 'Accepted', `${i + 10}. Long ${'word '.repeat(40)}	CODE
LOW	plugins/ruflo-console/tests/adr.spec.ts	156	const huge = parseAdr('0001-huge.md', `# 1. Huge\n\n## Status\n\nAccepted\n\n${'lorem ipsum '.repeat(1_000_000)}`)	CODE
LOW	plugins/ruflo-agentdb/tests/fold.test.ts	66	const r = run({ content: `${'lorem ipsum '.repeat(60)}${wide(phrase)}` })	CODE
LOW	plugins/ruflo-agentdb/tests/fold.test.ts	68	const ok = run({ content: 'lorem ipsum '.repeat(60) })	CODE
LOW	plugins/ruflo-agentdb/tests/screen.test.ts	167	const filler = 'lorem ipsum dolor sit amet '.repeat(5000)	CODE
LOW	plugins/ruflo-agentdb/tests/screen.test.ts	167	const filler = 'lorem ipsum dolor sit amet '.repeat(5000)	CODE
LOW	plugins/ruflo-agentdb/tests/textsof.test.ts	38	const pad = 'lorem ipsum dolor '.repeat(29_000)	CODE
LOW	.agents/skills/agent-authentication/SKILL.md	26	email: "user@example.com",	CODE
LOW	.agents/skills/agent-authentication/SKILL.md	33	email: "user@example.com",	CODE
LOW	.agents/skills/agent-authentication/SKILL.md	45	mcp__flow-nexus__user_reset_password({ email: "user@example.com" })	CODE
LOW	.agents/skills/agent-agentic-payments/SKILL.md	28	holder_id: "user@example.com",	CODE
LOW	.agents/skills/agent-refinement/SKILL.md	66	email: 'user@example.com',	CODE
LOW	.agents/skills/agent-refinement/SKILL.md	94	email: 'user@example.com',	CODE
LOW	.agents/skills/flow-nexus-platform/SKILL.md	32	email: "user@example.com",	CODE
LOW	.agents/skills/flow-nexus-platform/SKILL.md	42	email: "user@example.com",	CODE
LOW	.agents/skills/flow-nexus-platform/SKILL.md	62	email: "user@example.com"	CODE
LOW	.claude/agents/payments/agentic-payments.md	23	holder_id: "user@example.com",	CODE
LOW	.claude/agents/flow-nexus/authentication.md	21	email: "user@example.com",	CODE
LOW	.claude/agents/flow-nexus/authentication.md	28	email: "user@example.com",	CODE
LOW	.claude/agents/flow-nexus/authentication.md	40	mcp__flow-nexus__user_reset_password({ email: "user@example.com" })	CODE
LOW	.claude/agents/sparc/refinement.md	40	email: 'user@example.com',	CODE
LOW	.claude/agents/sparc/refinement.md	68	email: 'user@example.com',	CODE
LOW	.claude/commands/flow-nexus/login-registration.md	13	email: "user@example.com",	CODE
LOW	.claude/commands/flow-nexus/login-registration.md	22	email: "user@example.com",	CODE
LOW	.claude/commands/flow-nexus/login-registration.md	40	mcp__flow-nexus__user_reset_password({ email: "user@example.com" })	CODE
LOW⚡	.claude/skills/browser/SKILL.md	114	agent-browser fill ".email-input" "test@test.com"	CODE
LOW⚡	.claude/skills/browser/SKILL.md	120	agent-browser find label "Email" fill "test@test.com"	CODE
LOW⚡	.claude/skills/browser/SKILL.md	130	agent-browser fill @e2 "user@example.com"	CODE
LOW⚡	.claude/skills/browser/SKILL.md	140	agent-browser fill @e1 "John Doe"	CODE
LOW	.claude/skills/flow-nexus-platform/SKILL.md	29	email: "user@example.com",	CODE
LOW	.claude/skills/flow-nexus-platform/SKILL.md	39	email: "user@example.com",	CODE
LOW	.claude/skills/flow-nexus-platform/SKILL.md	59	email: "user@example.com"	CODE
LOW	docs/USERGUIDE.md	6437	await browser.fill('@e1', 'user@example.com');	CODE
LOW	docs/QUALITY-SWEEP.md	36	- T5 (done): Removed stale "placeholder" comment from `analyze.ts`. `coordination_orchestrate` stub linked to issue #214	CODE
LOW	docs/QUALITY-SWEEP.md	156	- `hooks-tools.ts:3115/3141` — `implementation: 'placeholder'` when SONA unavailable. The code has a real fallback path	CODE
LOW	v3/@claude-flow/memory/src/entity-tagger.test.ts	61	expect(got).toContain('Acme Corp');	CODE
LOW	v3/@claude-flow/memory/src/entity-tagger.ts	19	* - Proper-noun 2-grams: "Alice Smith", "Acme Corp"	COMMENT
LOW	v3/@claude-flow/security/README.md	48	const email = InputValidator.validate(EmailSchema, 'user@example.com');	CODE
LOW	v3/@claude-flow/security/README.md	195	const email = EmailSchema.parse('user@example.com');	CODE
LOW	…claude-flow/security/__tests__/input-validator.test.ts	77	expect(() => EmailSchema.parse('user@example.com')).not.toThrow();	CODE
LOW	…claude-flow/security/__tests__/input-validator.test.ts	89	expect(result).toBe('user@example.com');	CODE
LOW⚡	…claude-flow/security/__tests__/input-validator.test.ts	192	email: 'user@example.com',	CODE
LOW⚡	…claude-flow/security/__tests__/input-validator.test.ts	199	email: 'user@example.com',	CODE
LOW⚡	…claude-flow/security/__tests__/input-validator.test.ts	207	email: 'user@example.com',	CODE
LOW⚡	…claude-flow/security/__tests__/input-validator.test.ts	217	email: 'user@example.com',	CODE
LOW⚡	…claude-flow/security/__tests__/input-validator.test.ts	225	email: 'user@example.com',	CODE
LOW	…claude-flow/security/__tests__/input-validator.test.ts	333	expect(InputValidator.validateEmail('user@example.com')).toBe('user@example.com');	CODE
LOW	…claude-flow/security/__tests__/input-validator.test.ts	357	expect(result.email).toBe('user@example.com');	CODE
LOW	…claude-flow/security/__tests__/input-validator.test.ts	361	const success = InputValidator.safeParse(EmailSchema, 'user@example.com');	CODE
LOW	…aude-flow/aidefence/__tests__/threat-detection.test.ts	185	expect(service.detectPII('contact: alice@example.org')).toBe(true);	CODE
LOW	…aude-flow/aidefence/__tests__/threat-detection.test.ts	186	expect(service.detectPII('contact: alice@example.org')).toBe(true);	CODE
LOW	…tion/__tests__/unit/federation-envelope-claims.test.ts	29	payload: { event: 'placeholder' },	CODE
LOW	…e-flow/mcp/.claude/agents/payments/agentic-payments.md	23	holder_id: "user@example.com",	CODE
LOW	…e-flow/mcp/.claude/agents/flow-nexus/authentication.md	21	email: "user@example.com",	CODE
LOW	…e-flow/mcp/.claude/agents/flow-nexus/authentication.md	28	email: "user@example.com",	CODE
LOW	…e-flow/mcp/.claude/agents/flow-nexus/authentication.md	40	mcp__flow-nexus__user_reset_password({ email: "user@example.com" })	CODE
LOW	v3/@claude-flow/mcp/.claude/agents/sparc/refinement.md	338	email: 'user@example.com',	CODE
LOW	v3/@claude-flow/mcp/.claude/agents/sparc/refinement.md	366	email: 'user@example.com',	CODE
LOW	…e-flow/cli/.claude/agents/payments/agentic-payments.md	23	holder_id: "user@example.com",	CODE
38 more matches not shown…

Redundant / Tautological Comments65 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW	.claude/helpers/validate-v3-config.sh	147	# Check if Node.js version is 20+	COMMENT
LOW	.claude/helpers/ddd-tracker.sh	34	# Check if domain directory exists (20 points)	COMMENT
LOW	.claude/helpers/worker-manager.sh	83	# Check if daemon is running	COMMENT
LOW	.claude/helpers/perf-worker.sh	15	# Check if we should run (throttle to once per 5 minutes)	COMMENT
LOW	.claude/helpers/checkpoint-manager.sh	89	# Check if it's a tag	COMMENT
LOW	.claude/helpers/checkpoint-manager.sh	99	# Check if it's a branch	COMMENT
LOW	.claude/helpers/v3.sh	97	echo " v3 update performance 2.5x # Set performance to 2.5x"	CODE
LOW⚡	.claude/helpers/learning-hooks.sh	40	# Check if better-sqlite3 is available	COMMENT
LOW	.claude/helpers/daemon-manager.sh	46	# Check if a process is running	COMMENT
LOW	.claude/helpers/setup-mcp.sh	6	# Check if claude command exists	COMMENT
LOW	.claude/helpers/auto-commit.sh	30	# Check if there are changes to commit	COMMENT
LOW	.claude/helpers/auto-commit.sh	48	# Check if in a git repo	COMMENT
LOW	.claude/helpers/standard-checkpoint-hooks.sh	53	# Check if file was modified - first check if file is tracked	COMMENT
LOW	.claude/helpers/swarm-hooks.sh	76	# Check if agent already exists	COMMENT
LOW	.claude/helpers/swarm-hooks.sh	135	# Check if message is for us or broadcast	COMMENT
LOW	.claude/helpers/swarm-hooks.sh	339	# Check if vote is valid option	COMMENT
LOW	.claude/helpers/swarm-hooks.sh	565	# Check if handoff is for us and pending	COMMENT
LOW	.claude/helpers/update-v3-progress.sh	155	echo " $0 performance 2.5x # Set speedup to 2.5x"	CODE
LOW	docs/assets/readme/generate.py	9	# Set RUFLO_DISPLAY_FONT to a Nimbus Sans Narrow Bold OTF on other systems.	COMMENT
LOW	…@claude-flow/mcp/.claude/helpers/validate-v3-config.sh	147	# Check if Node.js version is 20+	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/ddd-tracker.sh	34	# Check if domain directory exists (20 points)	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/worker-manager.sh	83	# Check if daemon is running	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/perf-worker.sh	15	# Check if we should run (throttle to once per 5 minutes)	COMMENT
LOW	…@claude-flow/mcp/.claude/helpers/checkpoint-manager.sh	89	# Check if it's a tag	COMMENT
LOW	…@claude-flow/mcp/.claude/helpers/checkpoint-manager.sh	99	# Check if it's a branch	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/v3.sh	97	echo " v3 update performance 2.5x # Set performance to 2.5x"	CODE
LOW⚡	v3/@claude-flow/mcp/.claude/helpers/learning-hooks.sh	40	# Check if better-sqlite3 is available	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/daemon-manager.sh	46	# Check if a process is running	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/setup-mcp.sh	6	# Check if claude command exists	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/auto-commit.sh	30	# Check if there are changes to commit	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/auto-commit.sh	48	# Check if in a git repo	COMMENT
LOW	…-flow/mcp/.claude/helpers/standard-checkpoint-hooks.sh	53	# Check if file was modified - first check if file is tracked	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/swarm-hooks.sh	76	# Check if agent already exists	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/swarm-hooks.sh	135	# Check if message is for us or broadcast	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/swarm-hooks.sh	339	# Check if vote is valid option	COMMENT
LOW	v3/@claude-flow/mcp/.claude/helpers/swarm-hooks.sh	565	# Check if handoff is for us and pending	COMMENT
LOW	…@claude-flow/mcp/.claude/helpers/update-v3-progress.sh	155	echo " $0 performance 2.5x # Set speedup to 2.5x"	CODE
LOW	…@claude-flow/cli/.claude/helpers/validate-v3-config.sh	147	# Check if Node.js version is 20+	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/ddd-tracker.sh	34	# Check if domain directory exists (20 points)	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/worker-manager.sh	83	# Check if daemon is running	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/perf-worker.sh	15	# Check if we should run (throttle to once per 5 minutes)	COMMENT
LOW	…@claude-flow/cli/.claude/helpers/checkpoint-manager.sh	89	# Check if it's a tag	COMMENT
LOW	…@claude-flow/cli/.claude/helpers/checkpoint-manager.sh	99	# Check if it's a branch	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/v3.sh	97	echo " v3 update performance 2.5x # Set performance to 2.5x"	CODE
LOW⚡	v3/@claude-flow/cli/.claude/helpers/learning-hooks.sh	40	# Check if better-sqlite3 is available	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/daemon-manager.sh	46	# Check if a process is running	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/setup-mcp.sh	6	# Check if claude command exists	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/auto-commit.sh	30	# Check if there are changes to commit	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/auto-commit.sh	48	# Check if in a git repo	COMMENT
LOW	…-flow/cli/.claude/helpers/standard-checkpoint-hooks.sh	53	# Check if file was modified - first check if file is tracked	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/swarm-hooks.sh	76	# Check if agent already exists	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/swarm-hooks.sh	135	# Check if message is for us or broadcast	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/swarm-hooks.sh	339	# Check if vote is valid option	COMMENT
LOW	v3/@claude-flow/cli/.claude/helpers/swarm-hooks.sh	565	# Check if handoff is for us and pending	COMMENT
LOW	…@claude-flow/cli/.claude/helpers/update-v3-progress.sh	155	echo " $0 performance 2.5x # Set speedup to 2.5x"	CODE
LOW	v3/goal_ui/build-widget.sh	10	# Check if build was successful	COMMENT
LOW	v3/scripts/start-mcp.sh	87	./start-mcp.sh --status # Check if server is running	CODE
LOW	v3/scripts/start-mcp.sh	98	# Check if server is running	COMMENT
LOW	v3/scripts/start-mcp.sh	221	# Check if already running	COMMENT
LOW	scripts/install.sh	324	# Check if already configured	COMMENT
5 more matches not shown…

Synthetic Comment Markers10 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/skills/agent-topology-optimizer/SKILL.md	89	// AI-generated novel topologies	COMMENT
HIGH	.claude/agents/optimization/topology-optimizer.md	82	// AI-generated novel topologies	COMMENT
HIGH	…/mcp/.claude/agents/optimization/topology-optimizer.md	84	// AI-generated novel topologies	COMMENT
HIGH	…/cli/.claude/agents/optimization/topology-optimizer.md	84	// AI-generated novel topologies	COMMENT
HIGH	v3/@claude-flow/cli/src/commands/completions.ts	40	# Generated by claude-flow completions bash	COMMENT
HIGH	v3/@claude-flow/cli/src/commands/completions.ts	139	# Generated by claude-flow completions zsh	COMMENT
HIGH	v3/@claude-flow/cli/src/commands/completions.ts	358	# Generated by claude-flow completions fish	COMMENT
HIGH	v3/@claude-flow/cli/src/commands/completions.ts	417	# Generated by claude-flow completions powershell	COMMENT
HIGH	.github/workflows/v3-ci.yml	1470	# or AI-generated snippets that still reference the old versions.	COMMENT
HIGH	.github/workflows/v3-ci.yml	1498	# regression from blog posts or AI-generated snippets.	COMMENT

Magic Placeholder Names10 hits · 52 pts

Severity	File	Line	Snippet	Context
HIGH	CLAUDE.md	1248	PINATA_API_KEY=your-api-key	CODE
HIGH	.agents/skills/flow-nexus-platform/SKILL.md	130	API_KEY: "your_api_key",	CODE
HIGH	.agents/skills/flow-nexus-platform/SKILL.md	387	api_key: "your_api_key",	CODE
HIGH	.claude/commands/flow-nexus/sandbox.md	16	API_KEY: "your_api_key",	CODE
HIGH	.claude/skills/flow-nexus-platform/SKILL.md	127	API_KEY: "your_api_key",	CODE
HIGH	.claude/skills/flow-nexus-platform/SKILL.md	384	api_key: "your_api_key",	CODE
HIGH	docs/USERGUIDE.md	1533	const ai = new GoogleGenAI({ apiKey: 'YOUR_API_KEY' });	CODE
HIGH⚡	v3/@claude-flow/embeddings/README.md	159	apiKey: 'your-api-key',	CODE
HIGH	…e-flow/cli/.claude/skills/flow-nexus-platform/SKILL.md	127	API_KEY: "your_api_key",	CODE
HIGH	…e-flow/cli/.claude/skills/flow-nexus-platform/SKILL.md	384	api_key: "your_api_key",	CODE

Cross-Language Confusion (JS/TS)6 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	…flow/plugins/examples/ruvector/streaming-large-data.ts	111	print(): void {	CODE
HIGH⚡	v3/@claude-flow/cli/src/auth/client.ts	127	print('Opening your browser to sign in to Cognitum...');	CODE
HIGH⚡	v3/@claude-flow/cli/src/auth/client.ts	128	print(`If it doesn't open automatically, visit:\n\n ${url}\n`);	CODE
HIGH⚡	v3/@claude-flow/cli/src/auth/client.ts	130	print('Waiting for you to finish signing in...');	CODE
HIGH	v3/@claude-flow/cli/src/auth/client.ts	149	print('Browser-based callback unavailable (SSH/container detected, or --no-browser).\n');	CODE
HIGH	v3/@claude-flow/cli/src/auth/client.ts	153	print(`Open this URL in a browser and authorize:\n\n ${url}\n`);	CODE

Example Usage Blocks9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…aude-flow/plugins/examples/ruvector/docker-compose.yml	6	# Usage:	COMMENT
LOW	v3/@claude-flow/cli/docker/docker-compose.workers.yml	4	# Usage:	COMMENT
LOW	v3/@claude-flow/cli/docker/docker-compose.yml	8	# Usage:	COMMENT
LOW	v3/@claude-flow/cli/scripts/deploy-ipfs-node.sh	6	# Usage:	COMMENT
LOW	v3/scripts/start-mcp.sh	5	# Usage:	COMMENT
LOW	ruflo/docker-compose.yml	4	# Usage:	COMMENT
LOW	scripts/verify-federation-plugin.sh	21	# Usage:	COMMENT
LOW	scripts/install.sh	6	# Usage:	COMMENT
LOW⚡	scripts/verify-appliance.sh	9	# Usage:	COMMENT

Slop Phrases4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/benchmarks/runs/gaia-l1-iter61b-hybrid-only.json	38	FAIL answer="I cannot access YouTube videos directly, so I'm unable to determine the highest number of bird species	CODE
MEDIUM	docs/benchmarks/runs/gaia-l1-iter61b-hybrid-only.json	408	"answer": "I cannot access YouTube videos directly, so I'm unable to determine the highest number of bird species	CODE
MEDIUM	v3/@claude-flow/integration/src/agentic-flow-agent.ts	749	// This is a basic implementation that should be overridden by subclasses	COMMENT
MEDIUM	.github/workflows/codeql.yml	58	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/plugin-agent-federation/__tests__/unit/plugin.test.ts	183	context.services.register.mock.calls.find(([serviceName]) => serviceName === name)?.[1] as any;	CODE

TODO Padding7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/agent-production-validator/SKILL.md	59	/TODO.*implementation$gi, // TODO: implement this	CODE
LOW	.claude/agents/testing/production-validator.md	32	/TODO.*implementation/gi, // TODO: implement this	CODE
LOW	…aude/agents/testing/validation/production-validator.md	32	/TODO.*implementation/gi, // TODO: implement this	CODE
LOW	…low/mcp/.claude/agents/testing/production-validator.md	54	/TODO.*implementation/gi, // TODO: implement this	CODE
LOW	…low/cli/.claude/agents/testing/production-validator.md	54	/TODO.*implementation/gi, // TODO: implement this	CODE
LOW	…ude-flow/hooks/src/__tests__/guidance-provider.test.ts	233	// TODO: implement proper validation	COMMENT
LOW	ruflo/src/ruvocal/src/lib/server/auth.ts	525	// TODO: Handle errors if provider is not responding	COMMENT

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-federation/src/domain/services/wg-firewall-service.ts	189	lines.push('# This file is overwritten on every peer-set change; do not hand-edit.');	CODE
MEDIUM	.github/workflows/rollback-manager.yml	334	# Create a revert commit with metadata	COMMENT

Overly Generic Function Names5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…laude-flow/cli/__tests__/ruvector/ast-analyzer.test.ts	190	function processData(data) {	CODE
LOW	…de-flow/cli/__tests__/ruvector/diff-classifier.test.ts	587	export function getData(key: string) {	CODE
LOW	ruflo/src/mcp-bridge/mcp-stdio-kernel.js	77	async function handleRequest(request) {	CODE
LOW	ruflo/src/ruvocal/mcp-bridge/mcp-stdio-kernel.js	77	async function handleRequest(request) {	CODE
LOW	ruflo/src/ruvocal/src/lib/server/hooks/handle.ts	29	export async function handleRequest({ event, resolve }: HandleInput): Promise<Response> {	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/assets/readme/generate-learning-cosmos.py	52		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/assets/readme/make-ruvector-promo.py	3		CODE

ruvnet/ruflo

Open-Source Code Quality, Security and Technical Debt Review