2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

57.6K

Stars

JavaScript

Language

116.7K

Lines of Code

665

Files

168

Pattern Hits

2026-10-31

Scan Date

0.02

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 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 85 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.1/100 · LOW

Are imports declared and package/API names verified? 83 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 24 finding(s).

PR Review Velocity Impact 9.7/100 · LOW

Which changes need focused human review? 168 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 10MEDIUM 10LOW 148

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 168 distinct pattern matches across 9 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.

Fake / Example Data72 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	tools/integrations/resend.md	72	"to": ["user@example.com"],	CODE
LOW	tools/integrations/resend.md	85	"to": ["user@example.com"],	CODE
LOW	tools/integrations/resend.md	154	to: 'user@example.com',	CODE
LOW	tools/integrations/resend.md	167	to: 'user@example.com',	CODE
LOW	tools/integrations/sequenzy.md	115	"email": "user@example.com",	CODE
LOW	tools/integrations/sequenzy.md	134	"email": "user@example.com",	CODE
LOW	tools/integrations/sequenzy.md	148	"email": "user@example.com",	CODE
LOW	tools/integrations/sequenzy.md	236	"to": "user@example.com",	CODE
LOW	tools/integrations/clay.md	54	"company": "Acme Inc",	CODE
LOW	tools/integrations/sendgrid.md	31	"to": [{"email": "user@example.com"}]	CODE
LOW	tools/integrations/sendgrid.md	49	"to": [{"email": "user@example.com"}],	CODE
LOW	tools/integrations/sendgrid.md	68	"email": "user@example.com",	CODE
LOW	tools/integrations/sendgrid.md	126	"email": "user@example.com"	CODE
LOW	tools/integrations/sendgrid.md	150	to: 'user@example.com',	CODE
LOW	tools/integrations/beehiiv.md	50	"email": "user@example.com",	CODE
LOW	tools/integrations/attentive.md	31	"email": "user@example.com"	CODE
LOW	tools/integrations/onesignal.md	62	node tools/clis/onesignal.js notifications send --emails "user@example.com" --email-subject "Welcome" --email-body "<p>T	CODE
LOW	tools/integrations/onesignal.md	163	{ "type": "Email", "token": "user@example.com" }	CODE
LOW	tools/integrations/activecampaign.md	81	"email": "user@example.com",	CODE
LOW	tools/integrations/activecampaign.md	109	"email": "user@example.com",	CODE
LOW	tools/integrations/partnerstack.md	58	"name": "John Doe"	CODE
LOW	tools/integrations/partnerstack.md	137	"company": "Acme Corp"	CODE
LOW	tools/integrations/brevo.md	47	"email": "user@example.com",	CODE
LOW	tools/integrations/brevo.md	137	{ "email": "user@example.com", "name": "Jane Doe" }	CODE
LOW	tools/integrations/brevo.md	137	{ "email": "user@example.com", "name": "Jane Doe" }	CODE
LOW	tools/integrations/intercom.md	42	"email": "user@example.com",	CODE
LOW	tools/integrations/intercom.md	43	"name": "Jane Doe",	CODE
LOW	tools/integrations/intercom.md	72	"value": "user@example.com"	CODE
LOW	tools/integrations/intercom.md	154	"name": "Acme Corp",	CODE
LOW	tools/integrations/trustpilot.md	93	"consumerName": "Jane Doe",	CODE
LOW	tools/integrations/trustpilot.md	116	"name": "Jane Doe",	CODE
LOW	tools/integrations/segment.md	49	"email": "user@example.com",	CODE
LOW	tools/integrations/segment.md	50	"name": "John Doe",	CODE
LOW	tools/integrations/segment.md	112	email: 'user@example.com',	CODE
LOW	tools/integrations/audiencetap.md	32	"email": "user@example.com",	CODE
LOW	tools/integrations/postscript.md	36	"email": "user@example.com",	CODE
LOW	tools/integrations/klaviyo.md	30	GET https://a.klaviyo.com/api/profiles/?filter=equals(email,"user@example.com")	CODE
LOW	tools/integrations/klaviyo.md	42	"email": "user@example.com",	CODE
LOW	tools/integrations/klaviyo.md	121	"attributes": { "email": "user@example.com" }	CODE
LOW	tools/integrations/klaviyo.md	204	- `filter` - Filter expressions (e.g., `equals(email,"user@example.com")`)	CODE
LOW	tools/integrations/close.md	44	"name": "Acme Corp",	CODE
LOW	tools/integrations/attio.md	36	"name": [{ "first_name": "Jane", "last_name": "Doe", "full_name": "Jane Doe" }],	CODE
LOW	tools/integrations/postmark.md	166	{ "EmailAddress": "user@example.com" }	CODE
LOW	tools/integrations/zapier.md	167	"email": "user@example.com"	CODE
LOW	tools/integrations/zapier.md	179	"name": "John Doe",	CODE
LOW	tools/integrations/zapier.md	217	"customer_name": "John Doe",	CODE
LOW	tools/integrations/mailchimp.md	46	"email_address": "user@example.com",	CODE
LOW	tools/integrations/demio.md	85	"name": "Jane Doe",	CODE
LOW	tools/integrations/demio.md	103	"name": "Jane Doe",	CODE
LOW	tools/integrations/kit.md	42	"email": "user@example.com",	CODE
LOW	tools/integrations/kit.md	57	"email": "user@example.com"	CODE
LOW	tools/integrations/kit.md	68	"email": "user@example.com"	CODE
LOW	tools/integrations/kit.md	99	"email": "user@example.com"	CODE
LOW	tools/integrations/zoominfo.md	45	"companyName": ["Acme Corp"],	CODE
LOW	tools/integrations/posthog.md	110	email: 'user@example.com',	CODE
LOW	tools/integrations/hubspot.md	40	"value": "user@example.com"	CODE
LOW	tools/integrations/hubspot.md	53	"email": "user@example.com",	CODE
LOW	tools/integrations/savvycal.md	136	"display_name": "John Doe",	CODE
LOW	tools/integrations/savvycal.md	154	--time-zone America/New_York --name "John Doe" --email john@example.com	CODE
LOW	tools/integrations/customer-io.md	30	"email": "user@example.com",	CODE
12 more matches not shown…

Structural Annotation Overuse42 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	skills/competitor-profiling/SKILL.md	108	#### Step 1: Map the site	COMMENT
LOW	skills/competitor-profiling/SKILL.md	126	#### Step 2: Scrape key pages	COMMENT
LOW	skills/competitor-profiling/SKILL.md	148	#### Step 3: Scrape competitor reviews (optional but high-value)	COMMENT
LOW	skills/product-marketing/SKILL.md	16	### Step 1: Check for Existing Context	COMMENT
LOW	skills/product-marketing/SKILL.md	34	### Step 2: Gather Information	COMMENT
LOW	skills/product-marketing/SKILL.md	143	## Step 3: Create the Document	COMMENT
LOW	skills/product-marketing/SKILL.md	274	## Step 4: Confirm, Version, and Save	COMMENT
LOW⚡	skills/referrals/SKILL.md	93	### Step 1: Identify Trigger Moments	COMMENT
LOW⚡	skills/referrals/SKILL.md	101	### Step 2: Design Share Mechanism	COMMENT
LOW⚡	skills/referrals/SKILL.md	110	### Step 3: Choose Incentive Structure	COMMENT
LOW	skills/directory-submissions/SKILL.md	70	### Step 1: Readiness assessment (Phase 0)	COMMENT
LOW	skills/directory-submissions/SKILL.md	86	### Step 2: Choose the tiers	COMMENT
LOW	skills/directory-submissions/SKILL.md	112	### Step 3: Prepare asset variations	COMMENT
LOW	skills/directory-submissions/SKILL.md	125	### Step 4: Batch submit	COMMENT
LOW	skills/link-building/SKILL.md	33	## Step 1: Confirm Links Are the Bottleneck	COMMENT
LOW	skills/link-building/SKILL.md	50	## Step 2: Have Something Worth Linking To	COMMENT
LOW	skills/link-building/SKILL.md	62	## Step 3: Pick Tactics by Effort and Quality	COMMENT
LOW	skills/link-building/SKILL.md	87	## Step 4: Prospect, Qualify, Reach Out	COMMENT
LOW	skills/link-building/SKILL.md	100	## Step 5: Stay Inside the Rules	COMMENT
LOW	skills/link-building/SKILL.md	114	## Step 6: Anchors and Pace	COMMENT
LOW	skills/link-building/SKILL.md	120	## Step 7: Measure Both Outcomes	COMMENT
LOW	skills/ad-creative/SKILL.md	187	### Step 1: Define Your Angles	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	204	### Step 2: Generate Variations per Angle	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	212	### Step 3: Validate Against Specs	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	216	### Step 4: Organize for Upload	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	226	### Step 1: Analyze Winners	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	235	### Step 2: Analyze Losers	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	242	### Step 3: Generate New Variations	COMMENT
LOW⚡	skills/ad-creative/SKILL.md	250	### Step 4: Document the Iteration	COMMENT
LOW	skills/ad-creative/references/creative-roadmap.md	11	## Step 1: Read the Three Signals	COMMENT
LOW	skills/ad-creative/references/creative-roadmap.md	27	## Step 2: Turn Signals into Evidence-Ranked Concepts	COMMENT
LOW	skills/ad-creative/references/creative-roadmap.md	46	## Step 3: Branch on Account State	COMMENT
LOW	skills/ad-creative/references/creative-roadmap.md	63	## Step 4: The Roadmap Artifact	COMMENT
LOW	skills/ad-creative/references/creative-roadmap.md	87	## Step 5: The Monthly Creative Retro	COMMENT
LOW	skills/ai-seo/SKILL.md	136	### Step 1: Check AI Answers for Your Key Queries	COMMENT
LOW	skills/ai-seo/SKILL.md	153	### Step 2: Analyze Citation Patterns	COMMENT
LOW	skills/ai-seo/SKILL.md	164	### Step 3: Content Extractability Check	COMMENT
LOW	skills/ai-seo/SKILL.md	181	### Step 4: AI Bot Access Check	COMMENT
LOW	skills/conversion-tracking/references/audit-playbook.md	25	## Step 1: static recon (no logins needed)	COMMENT
LOW	skills/conversion-tracking/references/audit-playbook.md	42	## Step 2: classify the conversion moment	COMMENT
LOW	skills/conversion-tracking/references/audit-playbook.md	47	## Step 3: walk the click ID chain	COMMENT
LOW	skills/conversion-tracking/references/audit-playbook.md	58	## Step 4: guided account checks	COMMENT

Magic Placeholder Names10 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	tools/integrations/dub-co.md	115	const dub = new Dub({ token: "YOUR_API_KEY" });	CODE
HIGH	tools/integrations/heygen.md	51	-H "X-Api-Key: YOUR_API_KEY" \	CODE
HIGH	tools/integrations/heygen.md	77	-H "X-Api-Key: YOUR_API_KEY"	CODE
HIGH	tools/integrations/heygen.md	84	-H "X-Api-Key: YOUR_API_KEY"	CODE
HIGH	tools/integrations/rewardful.md	97	<script async src='https://r.wdfl.co/rw.js' data-rewardful='YOUR_API_KEY'></script>	CODE
HIGH	tools/integrations/firecrawl.md	19	- Header: `Authorization: Bearer fc-YOUR_API_KEY`	CODE
HIGH	tools/integrations/firecrawl.md	30	Authorization: Bearer fc-YOUR_API_KEY	CODE
HIGH	tools/integrations/browserbase.md	17	- Header: `x-bb-api-key: YOUR_API_KEY`	CODE
HIGH	tools/integrations/browserbase.md	28	x-bb-api-key: YOUR_API_KEY	CODE
HIGH	tools/integrations/trustpilot.md	17	- Public Header: `apikey: {YOUR_API_KEY}`	CODE

Hyper-Verbose Identifiers24 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_skill_packaging.py	99	def test_repeat_builds_are_byte_identical(self):	CODE
LOW⚡	tests/test_skill_packaging.py	105	def test_frozen_revision_ignores_dirty_worktree_and_untracked_files(self):	CODE
LOW⚡	tests/test_skill_packaging.py	113	def test_explicit_old_revision_uses_its_own_descriptions(self):	CODE
LOW⚡	tests/test_skill_packaging.py	122	def test_missing_override_fails_before_writing_any_selection(self):	CODE
LOW⚡	tests/test_skill_packaging.py	129	def test_invalid_overrides_are_rejected(self):	CODE
LOW⚡	tests/test_skill_packaging.py	138	def test_release_subset_lists_new_and_stale_skills_but_source_is_complete(self):	CODE
LOW⚡	tests/test_skill_packaging.py	156	def test_release_subset_keeps_current_reviewed_mappings(self):	CODE
LOW⚡	tests/test_skill_packaging.py	163	def test_changed_source_triggers_require_new_review(self):	CODE
LOW⚡	tests/test_skill_packaging.py	169	def test_unknown_or_traversal_selection_is_rejected(self):	CODE
LOW⚡	tests/test_skill_packaging.py	174	def test_selected_subset_does_not_package_other_skill(self):	CODE
LOW⚡	tests/test_skill_packaging.py	180	def test_tracked_symlink_is_not_followed(self):	CODE
LOW⚡	tests/test_skill_packaging.py	187	def test_configured_size_bound_fails_without_partial_outputs(self):	CODE
LOW⚡	tests/test_skill_packaging.py	192	def test_oversized_resource_is_rejected_before_blob_loading(self):	CODE
LOW⚡	tests/test_skill_packaging.py	203	def test_oversized_license_is_rejected_before_blob_loading(self):	CODE
LOW⚡	tests/test_skill_packaging.py	213	def test_oversized_source_skill_is_rejected_before_blob_loading(self):	CODE
LOW⚡	tests/test_skill_packaging.py	223	def test_web_metadata_shrink_uses_packaged_size_bound(self):	CODE
LOW⚡	tests/test_skill_packaging.py	229	def test_crlf_body_and_quoted_description_are_preserved(self):	CODE
LOW⚡	tests/test_skill_packaging.py	235	def test_perplexity_archive_puts_skill_at_root_with_original_metadata(self):	CODE
LOW	tests/test_skill_packaging.py	69	def test_source_archive_keeps_actual_routes_bytes_and_license(self):	CODE
LOW	tests/test_skill_packaging.py	84	def test_web_archive_changes_only_description_and_records_exact_hashes(self):	CODE
LOW	tests/test_skill_packaging.py	260	def test_perplexity_caps_size_at_its_upload_limit(self):	CODE
LOW	…s/conversion-tracking/assets/snippets/gravity-forms.js	70	function hasVisibleValidationErrors(rootEl) {	CODE
LOW	…s/conversion-tracking/assets/snippets/gravity-forms.js	101	function hasServerRejectionMarkers(formId) {	CODE
LOW	…ng/assets/gtm-recipes/detect/detect-gravity-forms.json	32	"value": "<script>\n/* Gravity Forms Submission Listener.\n * Event-only adaptation of verified production d	CODE

Modern AI Meta-Vocabulary10 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/integrations/hyperframes.md	31	npx hyperframes init my-video # scaffold a project from a template	CODE
MEDIUM	skills/ads/references/abm-playbook.md	66	## Cross-channel orchestration	COMMENT
MEDIUM	skills/ads/references/abm-playbook.md	80	## Sales orchestration	COMMENT
MEDIUM	skills/marketing-loops/references/loop-guardrails.md	17	## Spend guardrails (ad-fatigue, paid-search, retargeting, expansion)	COMMENT
MEDIUM	skills/marketing-loops/references/loop-guardrails.md	24	## Publish & send guardrails (email, social, PR, community, reviews)	COMMENT
MEDIUM	…customer-research/references/interviews-and-surveys.md	134	### Survey design guardrails	COMMENT
MEDIUM	…lls/marketing-plan/references/team-and-agency-model.md	272	## Operational guardrails	COMMENT
MEDIUM	skills/marketing-plan/references/growth-patterns.md	107	### The orchestration	COMMENT
MEDIUM	skills/ai-seo/references/agent-readiness.md	9	\| Is Agentic (Vercel + Ora) \| `npx is-agentic yourdomain.com` or [is-agentic.com](https://is-agentic.com) \| 100+ che	CODE
MEDIUM	skills/attribution/references/first-party-tracking.md	156	## Step 3 — The guardrails (do not skip)	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/run-regression.sh	1	#!/bin/bash	COMMENT
LOW	…nversion-tracking/assets/snippets/squarespace-forms.js	1	/*! Squarespace Forms conversion detection (MIT)	COMMENT
LOW	…nversion-tracking/assets/snippets/squarespace-forms.js	21	// server decides: 204 on success, 400 for a field error, 401 for a failed	COMMENT
LOW	…s/conversion-tracking/assets/snippets/hubspot-forms.js	101	} catch (e) {	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	validate-skills.sh	36	# Check if SKILL.md exists	COMMENT
LOW	validate-skills-official.sh	40	# Check if skills-ref is already installed	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/package_skills.py	34	CODE
LOW	scripts/package_skills.py	82	CODE
LOW	skills/conversion-tracking/scripts/build_recipe.py	101	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/package_skills.py	10		CODE

coreyhaines31/marketingskills

Open-Source Code Quality, Security and Technical Debt Review