playwright-enterprise-tester

Playwright Enterprise Tester

Stop babysitting AI in the browser. Stop debugging flaky suites at 2am. A battle-tested, governance-first Playwright plugin for Claude Code — discovers, authors, runs, classifies, fixes, and reports E2E tests on Laravel, Next.js, Bun, Cloudflare Workers, and any Node web app. Defensive defaults, 17 enterprise features, zero-surprise app-code edits.

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Table of Contents

• Why this plugin exists
• The 60-second value proposition
• Who is this for?
• What ships in the box
• Feature highlights
  • Phase 1 — always on
  • Phase 2 — 17 opt-in features
• Quick install
• Your first test
• Supported stacks
• Runner modes (local vs ci)
• Architecture
• Documentation map
• Configuration in one glance
• CI failure analysis — required .gitignore (TEST-CI-001)
• Frontend best practices (team contract)
• Progressive adoption
• Governance
• License / Contributing / Changelog

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Why this plugin exists

Anyone who has tried to scale Playwright + AI on a real product ends up in the same three traps:

1. The AI burns tokens driving the browser live. Every session starts from zero — no persistent strategy, no repeatable patterns, no shared memory of what worked yesterday. A 200-spec suite becomes a token bonfire.
2. The suite rots without governance. Flaky tests get retried into the green. CSS selectors break on every Tailwind rebuild. Failures are not classified, so nobody knows whether the test is wrong, the app is wrong, or the environment is wrong. Worse: the AI silently patches your production code to "make the test pass".
3. Generic Playwright guides ignore your stack. Laravel CSRF tokens, Livewire wire:model bindings, Next.js 14 hydration races, Bun dev-server readiness, Cloudflare wrangler dev quirks, Inertia partial reloads, cross-browser shadow-DOM, accessibility, performance budgets — none of that is in the docs.

This plugin is the answer we wish someone had handed us three years ago.

It encodes the operational discipline of a senior QA org as a Claude Code plugin: a persistent skill that teaches the AI how to behave, an agent that executes the workflow, a slash command that triggers it, and a config file that constrains it. The result is an AI that authors and diagnoses tests like a seasoned engineer — and never silently rewrites your application code.

The 60-second value proposition

Without this plugin	With this plugin
AI generates page.locator('.sc-a8b21f > div:nth-child(3)')	AI follows enforced order: getByRole > getByLabel > getByPlaceholder > getByText > getByTestId > CSS
Test fails → AI patches the app to make it green	Failure is classified test_bug / app_bug / environment_bug / flaky with evidence; app fixes require a 4-condition guardrail
Flaky tests retried until they pass	Versioned flakiness-history.jsonl, quarantine workflow, rank-by-flakiness scripts
Generic Playwright config copy-pasted from blog	Stack auto-detect (Laravel / Next.js / Bun / CF Workers / monorepos) with stack-specific patterns
waitForTimeout(2000) everywhere	Async policy: business signals only, no sleeps, no networkidle as default
Screenshots leak PII to CI artifacts	PII masking forced in CI, optional GDPR trace.zip scrubber
Console errors hidden behind passing assertions	Silent-failure capture (pageerror, requestfailed, console.error) with allowlist
"It's red in CI" → endless guesswork	Mandatory TEST-CI-001 workflow: full job log + all artifacts + Laravel logs downloaded before any fix is proposed
New tester onboarded in 2 weeks	Day-1 checklist + week-1 plan + per-role paths in docs/ONBOARDING.md
You discover a missing feature mid-sprint	17 phase-2 features (cross-tab, axe, Lighthouse, AI RCA, swarm, Slack, GitHub issues, …) shipped & dormant — flip a boolean

Net effect: the AI stops being a liability and starts being a force multiplier. Your suite stops being a chore and starts being an asset.

Who is this for?

• Engineering leads who want AI-assisted testing without the AI silently editing production code.
• QA / SDET teams scaling Playwright past 50–100 specs and running into flakiness, classification, and reporting pain.
• Solo founders & small teams who need enterprise-grade defaults without hiring an enterprise-grade QA org.
• Laravel, Next.js, Bun, and Cloudflare Workers shops that are tired of generic guides and want stack-aware patterns out of the box.
• Teams under audit / compliance pressure (GDPR, accessibility, perf SLOs) who need PII masking, axe scanning, Lighthouse, and a paper trail.

Not for: tiny throwaway projects with three smoke tests — the configuration and governance overhead is not worth it. Use vanilla Playwright there.

What ships in the box

• A persistent skill (playwright-enterprise-tester) — the complete operational spec: locator policy, async patterns, governance rules, failure-classification playbooks
• A dedicated subagent (playwright-enterprise-tester) — runs the full loop: discover → configure → author → execute → diagnose → fix → report
• A slash command (/playwright-tester) — fine-grained invocation (files, folders, tags, modes, brands, runners)
• A policy config file (.playwright-tester.json) — 17 opt-in phase-2 features, all toggle-independent, all OFF by default, defensive-minimal defaults
• A mandatory CI-failure rule (TEST-CI-001, rules/rule-ci-test-failure-analysis.md) — no fix without full log + all artifacts + Laravel logs
• 31 reference docs — patterns, playbooks, scenarios, troubleshooting
• 21 starter templates — specs, fixtures, setup, helpers, husky, scraping
• 15 helper scripts — classification, flakiness, linting, notifications, AI analysis, swarm orchestrator, GDPR trace scrubber, dashboard push
• An interactive installer — detects your stack, scaffolds config and skeleton, prints next steps

Feature highlights

Phase 1 — always on

• Multi-stack autodetect — Laravel, Vite, Mix, Node, Bun, Cloudflare Workers, monorepos
• Two runner modes — local (dev PC) vs ci (GitHub Actions) with different defaults per environment
• Defensive-minimal defaults — only trace, screenshot, JSON reporter, silent-failure capture, and PII masking (in CI) are always on
• Locator policy — enforced order `getByRole > getByLabel > getByPlaceholder

  getByText > getByTestId > CSS`

• Async policy — no waitForTimeout, no networkidle as default, business signals only
• Failure classification — 4 types (test_bug, app_bug, environment_bug, flaky) with deterministic autofix playbooks
• Governance — app code changes require 4-condition double-confirm guardrail
• Flakiness history — stable JSONL schema (versioned) for analytics
• Frontend contracts report — manual/qualitative a11y findings
• Silent failure detection — console, pageerror, requestfailed with allowlist
• PII masking — forced in CI, scrubs screenshots
• Custom JSON reporter (claude-report.json) — machine-readable for the fix loop
• Multi-tenant matrix — brand × country × language (opt-in)
• Visual regression — toHaveScreenshot with baseline management (opt-in)
• Performance budgets — web-vitals injected, per-page-type LCP/CLS/INP/FCP (opt-in)
• CI failure analysis (TEST-CI-001) — mandatory full-log + all-artifacts
  • Laravel-logs ingestion before any diagnosis or fix

Phase 2 — 17 opt-in features (all OFF by default)

#	Feature	Config toggle
P2.01	Cross-tab / popup / iframe gateway flows	crossTabPopup.enabled
P2.02	Scraping mode with helpers (paginate/infinite/modal)	scraping.enabled
P2.03	Auto-create GitHub issues for app_bug failures	githubIssueBot.enabled
P2.04	Test impact analysis from git diff	testImpactAnalysis.enabled
P2.05	Anti-pattern linter enforce mode + pre-commit hook	linterEnforce.enabled
P2.06	CODEOWNERS integration for failure routing	codeownersIntegration.enabled
P2.07	Offline / air-gapped environment support	offlineAirGapped.enabled
P2.08	Test retirement / quarantine workflow	quarantineWorkflow.enabled
P2.09	Dashboard integration (client push to external worker)	dashboardIntegration.enabled
P2.10	AI root cause analyzer (Anthropic Claude API)	aiRootCauseAnalyzer.enabled
P2.11	Slack / Teams / generic webhook notifications	slackTeamsNotifications.enabled
P2.12	Axe a11y scanning (WCAG 2.1 AA, @axe-core/playwright)	axeA11y.enabled
P2.14	Lighthouse CI integration (full audits)	lighthouseCiIntegration.enabled
P2.15	Mobile/desktop perf matrix with throttling	mobileDesktopMatrix.enabled
P2.16	Cross-browser matrix (chromium + webkit + firefox)	crossBrowser.enabled
P2.17	GDPR trace.zip PII scrubber	gdprTraceScrubber.enabled
P2.18	Swarm mode (parallel sub-agent test authoring)	swarmMode.enabled

Each feature is fully dormant when disabled (no side effects, no scripts run) and independently activatable.

Quick install

Option A: Claude Code plugin marketplace (recommended)

# In Claude Code (once the plugin is in the marketplace)
/plugin install playwright-enterprise-tester

Option B: Manual install

# 1. Clone the plugin into your project's .claude directory
cd your-project
git clone https://github.com/lopadova/playwright-enterprise-tester.git \
  .claude/plugins/playwright-enterprise-tester

# 2. Copy the config template to your project root
cp .claude/plugins/playwright-enterprise-tester/templates/.playwright-tester.json.tmpl \
   .playwright-tester.json

# 3. Install Playwright peer deps
npm install -D @playwright/test
npx playwright install chromium

# 4. In Claude Code, the skill / agent / command auto-discover

Option C: Interactive installer (scaffolds everything)

node .claude/plugins/playwright-enterprise-tester/scripts/install.mjs

The interactive installer:

• Detects your stack (Laravel / Next.js / Bun / Node / CF Worker)
• Asks for base URL, test user credentials, enabled phase 2 features
• Generates .playwright-tester.json with sensible defaults
• Creates playwright.config.ts from template
• Creates tests/e2e/, tests/setup/, tests/support/ skeleton
• Prints next steps

Your first test

# In Claude Code
/playwright-tester mode=smoke

The agent:

1. Reads .playwright-tester.json
2. Detects your stack and runner mode
3. Runs the smoke suite with defensive defaults
4. Produces test-results/claude-report.json
5. Reports back with a structured summary

Example invocations:

# Fast smoke check
/playwright-tester mode=smoke

# Critical path on a specific file
/playwright-tester mode=critical-path files=tests/e2e/cart.spec.ts

# Visual regression with snapshot update (local only)
/playwright-tester mode=visual-regression update-snapshots=true

# Cross-browser release gate
/playwright-tester mode=release-gate runner=ci

# Dry run to preview
/playwright-tester dry-run=true mode=critical-path

# Accessibility scan (requires P2.12 enabled)
/playwright-tester mode=a11y-scan

# Mobile perf budgets (requires P2.15 enabled)
/playwright-tester mode=mobile-perf

Supported stacks

Tested and documented patterns for:

• Laravel (Blade, Livewire, Inertia, with Mix or Vite) — docs/examples/laravel.md
• Next.js 14+ — docs/examples/nextjs.md
• Bun + Hono — docs/examples/bun-hono.md
• Cloudflare Workers + Wrangler — docs/examples/cloudflare-worker.md
• Any Node.js web app (Express, Fastify, custom server)
• Monorepos (pnpm workspaces, Turborepo, Nx)

Not on the list? The plugin works with any Playwright-compatible project — just point baseURL at it.

Runner modes

Setting	local	ci
trace	on-first-retry	on-first-retry
screenshot	only-on-failure	only-on-failure
video	off	retain-on-failure
retries	0	2
workers	50% CPU	2 (or per-shard)
reporters	line	line + html + json
HTML report	off	on
Silent failures	captured	enforced
PII masking	optional	forced

Autodetect: CI=true or GITHUB_ACTIONS=true → ci; else local. Override: PWTEST_RUNNER_MODE=local|ci.

Architecture

┌────────────────────────────────────────────────────────────────┐
│  Developer or CI workflow                                      │
└───────────────────┬────────────────────────────────────────────┘
                    │ /playwright-tester or agent delegation
                    ▼
┌────────────────────────────────────────────────────────────────┐
│  playwright-enterprise-tester agent                            │
│  discover → configure → author → execute → diagnose → fix      │
└───┬──────────┬──────────┬──────────┬──────────┬────────────────┘
    │          │          │          │          │
    ▼          ▼          ▼          ▼          ▼
 SKILL.md  references/ templates/  scripts/  .playwright-tester.json
                                                │
                                                │ reads → translates
                                                ▼
                                        playwright.config.ts
                                                │
                                                ▼
                                        npx playwright test
                                                │
                                                ▼
                               HTML report │ JSON │ trace │ video
                                                │
                                                ▼
                            claude-report.json + flakiness-history.jsonl

Documentation

Document	Purpose
README.md	You are here — marketplace landing page
docs/ONBOARDING.md	Day-1 checklist, week-1 plan, progressive phase 2 rollout, per-role paths
docs/CONFIGURATION.md	Every .playwright-tester.json parameter explained
docs/PHASE-2-FEATURES.md	All 17 phase 2 features with enable instructions
docs/PHASE-3-ROADMAP.md	Future features and deferred items
docs/DASHBOARD-SPEC.md	Complete spec for a standalone dashboard Cloudflare Worker
docs/ARCHITECTURE.md	Deep dive into the plugin architecture
docs/MIGRATION.md	Upgrading from older versions or adopting mid-project
docs/examples/	Per-stack integration examples
rules/rule-ci-test-failure-analysis.md	TEST-CI-001 — mandatory CI-failure analysis workflow
CHANGELOG.md	Version history
CONTRIBUTING.md	How to contribute

Configuration in one glance

Everything is controlled by .playwright-tester.json at the project root. Structure (simplified):

{
  "version": 4,
  "schemaVersion": 2,
  "phase": 2,
  "enabled": true,
  "runner": {
    "modes": {
      "local": { /* dev defaults */ },
      "ci":    { /* ci defaults, PII masking forced */ }
    }
  },
  "governance": { "fixAppCode": false, "maxFixAttempts": 3 },
  "locatorPolicy": { "preferredOrder": ["getByRole", "getByLabel", "..."] },
  "asyncPolicy":   { "forbidWaitForTimeout": true },
  "visualRegression":   { "enabled": false },
  "perfBudgets":        { "enabled": false },
  "crossTabPopup":      { "enabled": false },
  "scraping":           { "enabled": false },
  "githubIssueBot":     { "enabled": false },
  "testImpactAnalysis": { "enabled": false },
  "linterEnforce":      { "enabled": false },
  "codeownersIntegration": { "enabled": false },
  "offlineAirGapped":   { "enabled": false },
  "quarantineWorkflow": { "enabled": false },
  "aiRootCauseAnalyzer":{ "enabled": false },
  "slackTeamsNotifications": { "enabled": false },
  "axeA11y":            { "enabled": false },
  "lighthouseCiIntegration": { "enabled": false },
  "mobileDesktopMatrix": { "enabled": false },
  "crossBrowser":       { "enabled": false },
  "gdprTraceScrubber":  { "enabled": false },
  "swarmMode":          { "enabled": false },
  "dashboardIntegration": { "enabled": false }
}

Full parameter reference: docs/CONFIGURATION.md.

CI failure analysis — required .gitignore (TEST-CI-001)

The skill's CI failure analysis rule (TEST-CI-001, rules/rule-ci-test-failure-analysis.md) mandates downloading all run artifacts (extracted into per-artifact directories by gh run download) plus the Laravel logs locally before proposing any fix for a red CI run. Those downloads land in ./_ci-debug/.

Add this entry to your project's .gitignore so the extracted artifacts are never committed by accident:

# CI debug artifacts downloaded locally for failure analysis (TEST-CI-001)
_ci-debug/

Without this entry, gh run download will dump tens of MB of test traces, screenshots, videos and laravel.log files inside the repo and a careless git add . will try to commit them.

Frontend best practices (team contract for stable tests)

Read this if you ship frontend code in a project that uses this plugin. Tests break far more often because of fragile markup than because of bad Playwright code. The rules below are the contract the frontend must respect so the test suite survives refactors, copy changes, CSS rewrites and component-library upgrades.

Deep reference (with severity, report format, automation boundary): frontend-contracts-checklist.md.

Locator hierarchy (enforced by the plugin)

The plugin (and the agent) selects locators in this exact order. Use the highest in the list that works, drop one level only when the level above genuinely cannot be applied:

1. getByRole() — semantic, accessibility-driven, the most resilient
2. getByLabel() — for form fields with a real <label>
3. getByPlaceholder() — only when there is no label (last-resort for inputs)
4. getByText() — only for stable copy (not marketing-volatile)
5. getByTestId() — explicit, stable contract via data-testid
6. CSS selector — last resort, requires justification

The anti-pattern linter (P2.05) will flag tests that violate this order.

A. Semantically stable UI

Buttons, links, inputs, dialogs, checkboxes must expose roles and accessible names that don't depend on CSS classes or DOM structure. This is what makes getByRole() survive refactors.

Wrong

<div class="btn-primary" onclick="addToCart()">🛒</div>
<div class="modal-wrapper-v2">...</div>
<span class="form-input"><input type="text" /></span>

Right

<button type="button" aria-label="Add to cart">🛒</button>
<div role="dialog" aria-labelledby="checkout-title">
  <h2 id="checkout-title">Checkout</h2>
  ...
</div>
<label for="email">Email</label>
<input id="email" type="email" name="email" />

Test code that survives refactors:

await page.getByRole('button', { name: 'Add to cart' }).click();
await expect(page.getByRole('dialog', { name: 'Checkout' })).toBeVisible();
await page.getByLabel('Email').fill('user@example.com');

B. Form fields must be properly labeled

Every input needs a real <label for> association or an equivalent accessible attribute. Without it getByLabel() cannot find the field.

Wrong

<span>Email</span>
<input type="email" name="email" />

Right

<label for="email">Email</label>
<input id="email" type="email" name="email" />

<!-- or, when no visual label is desired -->
<input type="search" aria-label="Site search" />

C. data-testid is a stable testing contract — not a fallback dump

When semantics are not enough (icon-only buttons, repeating list items, highly dynamic widgets), add data-testid on critical business nodes only and treat it as a public API of the frontend.

Naming convention: data-testid="{scope}-{element}-{variant}".

Wrong

<!-- random, internal, framework-generated -->
<button class="sc-a8b21f">Pay</button>
<div id="react-root-42-checkout-btn-1">...</div>

Right

<button type="button" data-testid="checkout-submit">Pay now</button>
<li data-testid="cart-item" data-testid-id="sku-1234">...</li>
<div data-testid="address-form-city">...</div>

await page.getByTestId('checkout-submit').click();
const items = page.getByTestId('cart-item');
await expect(items).toHaveCount(3);

Rules:

• never use CSS classes as test hooks
• never use framework-generated IDs as test hooks
• if you change internal markup but keep data-testid stable, the suite survives
• removing or renaming a data-testid is a breaking change — coordinate with QA

D. Don't anchor tests to volatile marketing copy

CTAs maintained by marketing change frequently. getByText('Buy now!') will break the day someone ships 'Shop the collection'.

Wrong

// ❌ marketing-volatile
await page.getByText('🔥 Limited offer — Buy now!').click();

Right

<button type="button" aria-label="Buy now" data-testid="pdp-buy-now">
  🔥 Limited offer — Buy now!
</button>

// ✅ accessible name + stable testid
await page.getByRole('button', { name: 'Buy now' }).click();
// or
await page.getByTestId('pdp-buy-now').click();

getByText() is fine for stable content (page titles, fixed labels), not for editorial copy.

E. No selectors based on generated/hashed CSS classes

CSS Modules, CSS-in-JS, Tailwind utility classes, Emotion, styled-components, component libraries — all produce hashed or rebuild-volatile classes.

Wrong

await page.locator('.sc-a1b2c3').click();
await page.locator('div.bg-red-500.px-4.py-2 > span').click();
await page.locator('#__next > main > div:nth-child(3) > button').click();

Right

await page.getByRole('button', { name: 'Confirm order' }).click();
await page.getByTestId('order-confirm').click();

F. Loading / success / error states must be observable

Tests need a deterministic signal that an async action finished. Don't rely on animations, setTimeout, or "things look done now". Expose state.

Wrong

<div class="spinner-anim"></div> <!-- no role, no testid, just CSS -->
<div class="toast">Saved</div>   <!-- no role, no anchor -->

Right

<!-- loading -->
<div role="status" aria-live="polite" data-testid="orders-loading">
  Loading orders…
</div>

<!-- success -->
<div role="status" data-testid="save-success">Profile saved</div>

<!-- error -->
<div role="alert" data-testid="checkout-error">
  Payment was declined
</div>

<!-- submit button reflects state -->
<button type="submit" data-testid="checkout-submit" disabled>
  Processing…
</button>

await page.getByTestId('checkout-submit').click();
await expect(page.getByRole('status', { name: /profile saved/i })).toBeVisible();
// or
await expect(page.getByTestId('save-success')).toBeVisible();

G. Async stability on SPAs (React, Vue, Livewire, Inertia, Alpine)

Playwright auto-waits on locators, but only if the UI exposes a real "finished" signal. Do not make tests guess.

Wrong

await page.click('#submit');
await page.waitForTimeout(2000); // ❌ forbidden by the async policy
expect(await page.locator('.row').count()).toBe(5);

Right

await page.getByRole('button', { name: 'Submit' }).click();
await expect(page.getByTestId('results-row')).toHaveCount(5);
// auto-waits up to the timeout, no sleeps

If you have a list that streams in, expose a data-testid="results-loaded" flag the test can wait on, or wait on a count assertion as above.

H. Accessible dialogs, tabs and menus

Custom widgets without ARIA roles are invisible to getByRole, forcing the test back to CSS. Add the roles.

Wrong

<div class="my-modal open">
  <div class="my-modal-body">...</div>
</div>

Right

<div role="dialog" aria-modal="true" aria-labelledby="confirm-title"
     data-testid="confirm-dialog">
  <h2 id="confirm-title">Delete account?</h2>
  <button type="button">Cancel</button>
  <button type="button">Delete</button>
</div>

const dialog = page.getByRole('dialog', { name: 'Delete account?' });
await expect(dialog).toBeVisible();
await dialog.getByRole('button', { name: 'Delete' }).click();

Team rules at a glance

✅ Do	❌ Don't
Use semantic HTML (<button>, <label>, <dialog>)	Use <div onclick> with CSS classes
Give every interactive control an accessible name	Rely on icons / emojis only
Associate every input with a real <label for>	Use <span> or visual proximity as the label
Add data-testid on business-critical nodes	Sprinkle data-testid on every element
Treat data-testid as a public API (review changes)	Rename/remove a testid without telling QA
Use getByRole first, getByTestId for the rest	Fall back to CSS or nth-child selectors
Expose loading/success/error via role or data-testid	Use animations / timers as the only signal
Use stable copy for getByText	Anchor tests to marketing-volatile strings

How the plugin enforces this

• Locator policy in .playwright-tester.json → declarative preferred order
• Anti-pattern linter (P2.05 linterEnforce) → fails tests that violate it
• Frontend contracts report → every run lists missing labels, missing testids and CSS-coupled selectors with severity (high / medium / low)
• Failure classification → distinguishes a real app_bug from a test_bug caused by a contract violation, so the right team owns the fix

If you adopt these rules, your test suite will survive almost every refactor and your frontendContractFindings section will stay green.

Progressive adoption

Don't enable all 17 phase 2 features at once. Suggested order (see docs/ONBOARDING.md for details):

1. Wave A — Foundations: P2.05 Linter, P2.06 CODEOWNERS, P2.11 Slack
2. Wave B — Visibility: P2.03 GitHub issues, P2.08 Quarantine, P2.04 Test impact
3. Wave C — Quality: P2.15 Mobile matrix, P2.16 Cross-browser, P2.12 Axe, P2.14 Lighthouse
4. Wave D — Advanced: P2.01 Popup/iframe, P2.10 AI RCA, P2.18 Swarm, P2.02 Scraping
5. Wave E — Niche: P2.17 GDPR scrubber, P2.07 Offline, P2.09 Dashboard

One wave per sprint is a reasonable pace.

Governance

The agent never silently modifies application code. App code changes require ALL of:

1. governance.fixAppCode=true in .playwright-tester.json
2. governance.allowAppCodeChangesWhenExplicitlyEnabled=true
3. PWTEST_FIX_APP_CODE=true in the process env
4. A classified app_bug failure with trace + log evidence
5. User confirmation via the slash command arg fix-app-code=true

Every app-code file touched is logged in test-results/app-code-changes.log.

This is enterprise-critical: the plugin is safe to deploy in teams where silent AI patches would be unacceptable.

License

MIT. See LICENSE.

Contributing

Contributions welcome! See CONTRIBUTING.md for:

• Reporting bugs
• Proposing new features
• Adding stack examples
• Extending reference docs
• Writing new helper scripts

Changelog

See CHANGELOG.md.

Acknowledgments

Built on top of Playwright by Microsoft. Designed for Claude Code by Anthropic.

If this plugin saved you a sprint of YAK shaving, a star on GitHub is the cheapest way to say thanks — and it helps other teams discover it.

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Developed with ❤️ by Lorenzo Padovani Padosoft for accelerating enterprise development with AI tools.