Latest Agent Skills

Uruchamianie i wdrażanie platformy Soneta (enova365, Triva) w kontenerach. Używaj gdy użytkownik: (1) stawia środowisko (server + web) na obrazach Soneta przez `docker compose` albo na Apple `container` / Container Desktop; (2) tworzy bazę danych w kontenerze (usługa init z `dbmgr create`, `--demo`, `--recreate`, licencja, konwersja); (3) wdraża na Kubernetes przez Helm (`helm repo add soneta`, `values.yaml`, `dblist`, `adminMode`); (4) wybiera wersję obrazów (tagi z Docker Hub `soneta/*` lub `registry.soneta.pl`), architekturę (alpine/arm64/amd64), logowanie do registry; (5) potrzebuje SQL Servera — zewnętrznego (`host.docker.internal` / `host.containers.internal`) albo jako kontener `mssql`; (6) rozwiązuje problemy startu stacku (kolejność, port zajęty, brak DNS między usługami w Apple container, zły host-alias). Słowa kluczowe: docker compose, docker-compose.yaml, apple container, Container Desktop, helm, kubernetes, obraz, tag, wersja, mssql, dbmgr, x-init, server.standard, web.standard.

REJESTR KONFIGURACJI (ConfigReg) platformy Soneta (enova365, Triva) od strony kodu C#: drzewo węzłów, providery `IConfigRegProvider` (Root/Module/Table/Row/SubRow/SubTable/Storage/Addins), atrybut `[ConfigReg(Hide/Ignore/Include/ChildrenType)]`, format `*.reg.json`, potok Loader → Differ/Merger → SessionUpdater. Używaj ZAWSZE gdy użytkownik: (1) pyta o rejestr konfiguracji, ConfigReg, `Soneta.Config.Reg`, tabelę `ConfigRegistry` lub menu „Zarządzanie konfiguracją"; (2) chce włączyć/wyłączyć tabelę, kolumnę lub węzeł z rejestru (`Ignore`, `Hide`, `Include`, `ChildrenType`); (3) pisze provider rejestru, obsługę zapisu (`SaveChild`, `delayed`), porównywanie (`ConfigRegDiffer`), scalanie (`ConfigRegMerger`), serializację (`RegConfigJsonConverter`); (4) buduje lub debuguje `*.reg.json` — sigile `$strict`, `$v`, `#klucz`, `@atrybut`, `$blob`, ścieżki `Business/FeatureDefs/Name=CECHA`; (5) przenosi ustawienia między bazami przez rejestr. Import/eksport przez XML (`dbinit.xml`) to INNY mechanizm → /soneta-config.

Design system Soneta / enova365 do budowania aplikacji webowych spójnych wizualnie z enova365 ERP: palety kolorów (jasny/ciemny), typografia, layout, komponenty UI (przyciski, formularze, tabele, sidebar, header, kafelki, modale), odstępy, cienie, ikony SVG, animacje, responsywność. Używaj gdy użytkownik: (1) prosi o zaprojektowanie, zbudowanie lub ostylowanie strony/aplikacji w stylu Soneta/enova365; (2) wspomina 'styl enova', 'styl Soneta', 'design system enova365', 'UI enova'; (3) chce dashboard, formularz, stronę logowania, panel administracyjny w estetyce enova365; (4) prosi o landing page lub aplikację z zielonym motywem enterprise w stylu Soneta; (5) pyta o kolory, czcionki, komponenty lub wzorce UI enova365/Soneta. Działa z każdym stackiem (HTML/CSS, React, Vue, Tailwind, itp.).

Specjalistyczna wiedza o WŁASNOŚCIOWYM formacie plików form.xml platformy Soneta (enova365) — bez tego skilla Claude generuje błędne XML z nieistniejącymi elementami. ZAWSZE używaj tego skilla gdy użytkownik: (1) prosi o utworzenie lub modyfikację pliku pageform.xml, viewform.xml, form.xml, lookupform.xml lub gridform.xml dla platformy Soneta (enova365); (2) pyta o elementy DataForm, Page, Group, Grid, Field, Row, Stack, Flow, Command, Include, Appearance, GroupBy w Soneta; (3) pyta o składnię EditValue, DataContext, Visibility, RowCondition, Renderable, CaptionHtml, Footer, Class lub układ UI formularzy Soneta; (4) pokazuje istniejący plik form.xml/pageform.xml/viewform.xml i pyta o jego strukturę lub chce go rozszerzyć; (5) pyta o warunkową widoczność, formatowanie warunkowe (Appearance), bindowanie danych lub wzorce UI w Soneta/enova365.

Konfiguracja systemu i funkcje domenowe platformy Soneta (enova365, Triva): (A) IMPORT/EKSPORT DANYCH I USTAWIEŃ przez pliki XML — element session, import według rekordów (business="false", *.dbinit.xml, demo) i przez logikę biznesową (business="true"), eksport datapacku, GUID, formaty wartości; (B) `scan-folders` — inwentaryzacja folderów menu (`[assembly: FolderView]`) z DLL; (C) KONFIGURACJA URUCHOMIENIOWA `appsettings.json` — porty i adresy komponentów (orchestrator/server/web/webapi/router/commhub), kolejność nadpisań (profil systemu, nakładki `-c`, zmienne `SONETA_`, CLI). Używaj gdy użytkownik: (1) buduje lub analizuje XML importu danych (dbinit.xml, dane demo, przenoszenie ustawień); (2) pyta o atrybuty guid/where/key/id/business/deleted/dbversion; (3) eksportuje rekordy guidowane; (4) mapuje menu z DLL lub wpina nowy folder; (5) konfiguruje porty/adresy albo pyta o klucz w `appsettings.json`. Kod importu (SessionReader/SessionWriter) → /soneta-programming; operacje na bazie z CLI → /soneta-tools.

Narzędzia deweloperskie wiersza poleceń (CLI) platformy Soneta (enova365, Triva). Używaj gdy użytkownik: (1) zarządza bazami danych przez `dbmgr` — tworzy, rejestruje, konwertuje, backup/restore, licencje, rozszerzenia (extensions), analiza, kompilacja; (2) przygotowuje bazę testową/demo z wiersza poleceń albo automatyzuje operacje na bazach w skrypcie/CI; (3) testuje działającą aplikację przez `buscall` — zdalnie steruje programem (nawigacja, formularze, gridy, edycja) i robi zrzuty ekranu; (4) uruchamia aplikację ramki `SonetaFrame` (`SonetaFrameNew`), konfiguruje źródła baz danych (`demo:`, `http`, `docker:`, `process:`, `orchestrator:`) albo pyta o plik ustawień `Settings_Product.json`; (5) pyta o składnię, komendy lub opcje `dbmgr`, `buscall`, `callmcp`, `SonetaFrame`; (6) wspomina „zarządzanie bazą enova", „baza demo", „konwersja bazy", „testowanie na żywej aplikacji", „ramka Soneta". Sięgnij też, gdy inny skill potrzebuje operacji na bazie lub weryfikacji zmian na uruchomionej aplikacji.

Wydruki i raporty w Soneta (enova365, Triva) — pliki .repx (DevExpress XtraReports, serializowany XML). Sięgaj przy KAŻDYM zadaniu z wydrukiem/raportem: faktura, dokument, deklaracja, lista, zestawienie; utworzenie, przeróbka lub poprawa .repx (też z załącznika); pytanie „jak w wydruku zrobić X”. Typowe X: podpięcie danych (lista, dokument z pozycjami, master-detail, podraport), podział stron, kolumna Lp, tabele, grupowanie i sumy, formatowanie warunkowe, kwoty, nakładanie wartości na skan formularza, nagłówek/stopka/podpisy, arkusz stylów (.repss), rejestracja wydruku. Wyzwalają też pojęcia: XtraReportsLayoutSerializer, StyleSheetSerializer, pasma (DetailBand/DetailReportBand/GroupHeaderBand/SubBand), kontrolki (XRLabel/XRTable/AmountLabel), BusinessDataSource/DataKind, ReportContext, ExpressionBindings/Summary/CalculatedFields/FilterString, [assembly: DxReport], ReportSnippet/[DxBind]. Wystarczy „wydruk”, „raport” lub „.repx” w kontekście Soneta. NIE dla: business.xml, form.xml, SQL, Excel, Word .dotx.

Mapa i przewodnik po wyspecjalizowanych skillach platformy Soneta (enova365, Triva): soneta-programming (ORM, kod biznesowy), soneta-addon-planning, soneta-business-xml, soneta-form-xml, soneta-repx (wydruki DevExpress .repx), soneta-place-def-elementow, soneta-config (import/eksport XML, scan-folders, appsettings.json — porty i adresy komponentów), soneta-config-reg (rejestr konfiguracji ConfigReg, providery, *.reg.json), soneta-tools (narzędzia CLI: dbmgr, buscall, SonetaFrame), soneta-containers (docker compose, Apple container, Helm/Kubernetes, wersje obrazów, baza w kontenerze). Używaj gdy użytkownik: (1) rozpoczyna zadanie dla platformy Soneta i nie wiadomo, który skill wybrać; (2) pyta ogólnie o dodatki, moduły lub rozszerzenia Soneta ERP; (3) wspomina enova, Soneta Enterprise, Triva bez sprecyzowania warstwy (dane, UI, logika, płace); (4) chce poznać dostępne skille; (5) realizuje zadanie obejmujące wiele warstw platformy (np. moduł z bazą, formularzami i logiką).

Build editorial/magazine/report webpages on a GENUINE Müller-Brockmann modular grid (International Typographic Style), not a decorative one. Encodes the discipline — columns + modules + baseline, grotesque type, flush-left ragged-right, restrained black/white/red — AND the front-end engineering that makes the grid load-bearing: one CSS-variable source of truth, a grid-toggle overlay that lives in the SAME content box as the content, subgrid 'bands' so every element snaps to a column line, an 8px baseline lock, and runtime optical alignment that puts display type's ink (not its box) on the line. Ships a scaffold generator and a Puppeteer harness that proves 0px adherence. Use when: building any editorial, magazine, report, or longform page that must read as rigorously grid-aligned, Swiss, International Typographic Style, or 'Müller-Brockmann'. Triggers: magazine spread, grid system, Swiss design, editorial layout, show the grid, grid overlay toggle, baseline grid, modular grid, 12-column layout, 瑞士网格, 版面网格.

Massimo Vignelli's complete design discipline, distilled from The Vignelli Canon. Encodes the Intangibles (semantics, discipline, appropriateness, timelessness, equity) and the Tangibles (the grid, the six basic typefaces, a two-size type scale, rulers, primary-color-as-identifier, white space) into an applyable method, plus the railway-signage module logic from his Grandi Stazioni and NYC Subway work, a deterministic token generator, and production notes for taking the system from code into images and the real world. Use when: designing or critiquing any visual artifact that should read as disciplined, timeless, or Swiss-modernist — brand and identity systems, design systems and style guides, editorial, book, and poster layouts, and especially transit/wayfinding signage and route diagrams. Triggers: Vignelli, design system, identity system, brand guidelines, wayfinding, transit signage, subway map, route diagram, poster layout, timeless typography, 品牌规范, 导视系统.

Server-side tracking pipeline audit covering server-side Google Tag Manager (sGTM), Meta CAPI Gateway, Conversions API health, event deduplication via event_id, server-side hit ratio targets, pixel debugging, and PII hashing discipline. Use when user says server-side tracking, sGTM, server-side GTM, server-side tagging, CAPI, Conversions API, CAPI Gateway, Meta Conversions API, event deduplication, event_id, pixel debug, pixel health, Pixel/CAPI audit, first-party tracking, iOS 14.5 recovery, or server-side hit ratio.

Start, stop, or manage Clade autonomous coding loops remotely

Post-ship documentation sync — updates README, CHANGELOG, AGENTS.md, ARCHITECTURE, and TODOS after a release. Ensures docs never drift from code. Run after /commit or /ship before closing a PR.

Check Clade loop progress, worker status, costs, and recent commits

Get session reports, cost breakdowns, and blocker details from Clade

Root cause analysis skill — diagnose bugs systematically before fixing. Iron Law: no fix without a confirmed hypothesis. Uses scope lock, 3-strike escalation, and structured debug reports.

Generate competitive SEO content briefs with per-section word counts, competitor scoring, keyword density guidance, and page-type templates. Supports both new page briefs and improve-existing-page briefs. Use when user says "content brief", "write a brief", "content outline", "blog brief", "service page brief", "brief for", "writing brief", "content plan", or "outline for".

Orchestrate a fleet of parallel `codex exec` workers with you (Claude Code) as the supervisor — spawn one per isolated git worktree, dispatch headless, verify each INDEPENDENTLY, PR/merge. The manual "codex-ultracode" pattern for fanning out real implementation, research, or review work onto Codex. Bakes in the hard gotchas (stdin blocking, background tracking, don't-trust-self-reports, writer isolation). Triggers on — orchestrate codex, codex workers, codex fleet, spawn codex, delegate to codex in parallel, manual ultracode, 开 codex 小弟, 派 codex worker — NOT for a single cross-vendor opinion (use the `second-opinion-codex` agent), NOT for web-UI worker decomposition (use `/orchestrate`).

One-command multilingual blog creation. Writes a blog post, translates it into user-specified languages, applies cultural adaptation, and emits hreflang tags, sitemap entries, and a CMS-ready language map. The complete write-to-publish pipeline for international content. Orchestrates blog-write, blog-translate, blog-localize, and (optionally) seo-hreflang. Use when user says "multilingual blog", "blog multilingual", "write in multiple languages", "international blog", "mehrsprachiger Blog", "blog multilingue", "blog multilingue", "create blog in German and French".

Audit a directory of multilingual blog content for completeness, consistency, hreflang correctness, meta-tag parity, and freshness. Builds a translation coverage matrix, flags stale translations, validates hreflang and schema, and emits a prioritized report with runnable fix commands. Use when user says "locale audit", "blog locale-audit", "check translations", "multilingual audit", "translation check", "hreflang check", "Uebersetzungen pruefen".

Create distinctive, production-grade frontend interfaces and presentation surfaces with high design quality. Detects and enforces the project's design system (.design-system.md, design-system skill repo, or DESIGN.md) — hard-rule grep checks, rendered-output validators, review checklist, decisions log; can also author a new design system (SKILL.md + DESIGN.md + assets).

Cross-platform attribution health audit covering AdAttributionKit (iOS view-through 24h post-impression, WWDC 2025 configurable windows), GA4 attribution models (data-driven vs last-click), Consent Mode V2 enforcement, server-side attribution stitching, MMP integration health, and cross-device / cross-platform attribution. Use when user says attribution audit, attribution model, AdAttributionKit, AAK, view-through attribution, GA4 attribution, Consent Mode V2, conversion window, attribution window, MMP audit, AppsFlyer audit, Adjust audit, Branch audit, Singular audit, cross-device attribution, or cross-platform attribution.

Research external tools/competitors for a topic and write findings to BRAINSTORM.md (project topics) or ~/.clade/research/ (personal topics). Use when user says "/research [topic]".

Incident response mode — diagnose a production issue, write a postmortem, add follow-up tasks to TODO.md. Use when user says "/incident [description]".

Research latest Claude models and update selection guide — run when new models drop or periodically to stay current

Designs complete email automation sequences with timing, subject lines, copy, and conditional logic. Supports welcome series, nurture campaigns, re-engagement, abandoned cart, post-purchase, review requests, and custom sequences. Adapts sequence type, cadence, frameworks, and conditional branching to business context. Use when user wants to create an automated email series triggered by subscriber actions or time intervals.

Translate existing blog posts into one or more target languages with SEO-optimized localization. Produces native-quality translations that preserve markdown structure, frontmatter, schema JSON-LD, image and chart embeds, and citation capsules. Localizes keywords, meta tags, numbers, dates, currencies, and quote styles per locale. Flags machine-translation artifacts for review. Run BEFORE blog-localize: this handles language conversion; localize handles cultural adaptation after translation completes. Use when user says "translate blog", "blog translate", "uebersetzen", "traduire", "traducir", "translate post", "blog auf Deutsch", "blog en espanol".

Research what people are actually saying about a topic in the last 30 days across Reddit, X / Twitter, YouTube, Hacker News, dev.to, Medium, and other public discourse platforms. API-free; uses WebSearch with platform-targeted site operators plus recency filters. Produces DISCOURSE.md (a structured brief) and JSON output the writer can consume. Complements blog-researcher (which focuses on authority sources) with a recency-and-engagement lens. Use when user says "blog discourse", "discourse research", "what are people saying about", "research what people are saying", "voice of customer", "social listening", "30-day research", "trend research", "what's the discussion on", "real-time research", "practitioner discourse", "/blog discourse".

E-commerce SEO analysis: Google Shopping visibility, Amazon marketplace intelligence, product schema validation, competitor pricing analysis, and marketplace keyword gaps. Combines on-page product SEO with marketplace data from DataForSEO Merchant API. Use when user says "ecommerce SEO", "product SEO", "Google Shopping", "marketplace SEO", "product schema", "Amazon SEO", "product listings", "shopping ads", or "merchant SEO".

Check your API usage quota (auto-detects Minimax vs Claude Code)

Cultural adaptation for translated content. Run AFTER blog-translate completes. Adjusts brand examples, CTAs, legal references, and formality for the target market (German, French, Japanese, Spanish, etc.). Deep cultural adaptation of translated blog posts. Goes beyond translation to swap brand examples, adapt CTAs, substitute legal references, localize statistic sources where possible, and adjust formality (Sie/du, tu/vous, formal/informal). Built-in profiles for DACH, Francophone, Hispanic, and Japanese markets, plus a custom-locale template. Makes content feel locally authored, not translated. Use when user says "localize blog", "blog localize", "cultural adaptation", "adapt for Germany", "adapt for France", "lokalisieren", "localiser", "adaptar".

Start-of-session context pickup. Reads the latest handoff file and resumes work where the last session left off. Run this at the start of a new session if a handoff file exists.

Generate `.claude/PROJECT_PROFILE.md` — the project-specific facts that should be loaded into every session (deployment topology, host mapping, env file locations, verification commands). Run once per project after clone.

Pre-send email quality review and scoring across 5 dimensions (subject line, copy quality, technical/HTML, deliverability, compliance). Analyzes subject lines, body copy, HTML structure, spam triggers, and CAN-SPAM compliance. Scores 0-100 with detailed recommendations for improvement. Use when user wants to review an email before sending, check email quality, or validate marketing email best practices.

Semantic topic cluster planning and automated execution engine for claude-blog. Performs SERP-based keyword research, groups keywords by search intent and SERP overlap, builds a hub-and-spoke cluster architecture, generates an interactive SVG cluster map, and executes the full cluster by orchestrating blog-write calls with shared cluster context and automatic internal-link injection. Fills the strategy-to-execution gap: blog-strategy plans the blueprint, blog-cluster builds the house. Use when user says "blog cluster", "topic cluster", "content cluster", "cluster plan", "cluster execute", "pillar content", "hub and spoke", "content ecosystem", "cluster map".

Engineering retrospective — generates a data-driven report of development velocity, commit patterns, hotspots, and team insights from git history. Saves results for week-over-week comparison.

SERP-based semantic topic clustering for content architecture planning. Groups keywords by actual Google SERP overlap (not text similarity), designs hub-and-spoke content clusters with internal link matrices, and generates interactive visualizations. Optionally executes content creation if claude-blog is installed. Use when user says "topic cluster", "content cluster", "semantic clustering", "pillar page", "hub and spoke", "content architecture", "keyword grouping", or "cluster plan".

Project orchestrator mode — ask clarifying questions, decompose goals into tasks, write proposed-tasks.md for workers to execute. Use inside the Orchestrator Web UI.

Compose high-converting emails using proven copy frameworks (PAS, AIDA, BAB, FAB, 4Ps). Generates subject line variants with scores, responsive HTML templates with dark mode support, plain-text fallback, and preheader recommendations. Optimized for cold outreach, newsletters, product launches, promotions, and transactional emails. Adapts to user context from email-profile.md.

Intelligent inbox triage that connects to Gmail or Outlook, scores emails by importance (0-100) using sender recognition, urgency keywords, thread depth, time sensitivity, and business relevance, categorizes into Urgent/Important/Routine/Archive, and generates reply suggestions for top priority items. Use when the user wants to check email, review inbox, triage messages, see what's urgent, or get reply suggestions. Triggers on check email, inbox triage, what's important, email summary, unread emails, priority inbox.

Audits email domain deliverability setup (SPF, DKIM, DMARC, MX records, blacklists, TLS) and generates health score (0-100) with prioritized fix list. Checks bulk sender compliance against Google/Yahoo/Microsoft 2024-2026 requirements. Provides DNS records to add/update. Use when user asks to audit, check, or analyze email deliverability, domain health, or inbox placement.

Show Codex rate-limit usage and pace, or configure the native Codex status line

Execute TODO.md steps via unattended Claude Code sessions

\"What should I work on next?\" — two modes. Fast mode (default): one-shot recommendation from docs + git state, ≤10 lines, no interview. Deep mode (`/next deep` or when user asks to explore priorities): multi-round interview to surface the best move.

Generate comprehensive email marketing strategy with 90-day implementation roadmap. Analyzes business type (local-business, saas, ecommerce, creator, agency) to deliver industry-specific segmentation plans, automation sequences, content calendars, KPI targets, platform recommendations, and week-by-week rollout schedule. Use when building email program from scratch or restructuring existing strategy.

Establish durable brand and voice context for cross-skill consumption. Generates BRAND.md (audience, positioning, do/don't editorial rules, taboo phrases, competitor differentiation) and VOICE.md (existing persona JSON re-expressed as readable prose), both written to the project root. When present, all blog sub-skills auto-load these files before writing or reviewing. Pairs with blog-persona, which manages the structured persona JSON. Use when user says "blog brand", "create brand context", "brand voice doc", "BRAND.md", "VOICE.md", "establish editorial brand", "brand guidelines for blog".

Amazon Ads deep analysis covering Sponsored Products, Sponsored Brands (incl. Sponsored Brands Video), Sponsored Display (audiences + contextual), and basic Amazon DSP. Evaluates campaign structure, ACOS/TACOS targets, search-term harvesting, negative keyword discipline, Brand Analytics signals, day-parting, bid management, auto vs manual campaign mix, ASIN targeting, and DSP retargeting. Use when user says Amazon Ads, Amazon advertising, Amazon PPC, Amazon search ads, Sponsored Products, Sponsored Brands, Sponsored Display, Amazon DSP, ACOS, TACOS, retail media audit, Amazon Marketing Services, AMS, or Amazon seller advertising.

Scan project structure and generate ARCHITECTURE.md with a Mermaid module relationship diagram. Use when user says "/map".

Security audit skill — systematic OWASP + STRIDE review of a project. Covers attack surface, secrets archaeology, dependency supply chain, OWASP Top 10, threat modeling, and false-positive filtering. Outputs a prioritized findings report.

Scaffold a new Clade skill end-to-end — interviews for use cases and trigger phrases, generates SKILL.md + prompt.md with spec-validated frontmatter (bilingual triggers, NOT-for disambiguation), wires golden-set routing tests, and runs the lint gate before committing

SEO drift monitoring: capture baselines of SEO-critical elements, detect changes, and track regressions over time. Git for SEO — baseline, diff, and track changes to your on-page SEO. Use when user says "SEO drift", "baseline", "track changes", "did anything break", "SEO regression", "compare SEO", "before and after", "monitor SEO changes", or "deployment check".

Review an exact PR head in isolation using trusted-base instructions and execution evidence

Publish or update one repository-adaptive, exact-SHA pull request without duplicating or broadening authority

FLOW framework integration for bloggers. Evidence-led content workflow using the Find, Optimize, Win loop with stage-specific AI prompts from the FLOW knowledge base (30 blog-applicable prompts, CC BY 4.0). Use when user says "FLOW", "FLOW framework", "blog flow", "evidence-led blogging", "find optimize win", or wants stage-specific blog prompts.

Create or inspect runtime-adaptive isolated Git workspaces with explicit ownership and delivery routing

FLOW framework integration — evidence-led SEO using the Find → Leverage → Optimize → Win loop. Surfaces stage-specific AI prompts from the FLOW knowledge base (41 prompts, CC BY 4.0). Use when user says "FLOW", "FLOW framework", "seo flow", "evidence-led SEO", "find leverage optimize win", or wants stage-specific SEO prompts.

Inspect or select a Clade execution connection while keeping agent runtime, inference provider, wire protocol, and model distinct. Use for Claude/Codex runtime selection, Anthropic/OpenAI/MiniMax/Kimi/custom gateways, model routing, or connection troubleshooting.

Check health of registered background pipelines across all projects. Shows HEALTHY/DEGRADED/DEAD status. Run /pipeline [project-name] to filter.

Verify an artifact that is about to leave the building — a partnership brief, pitch page, press release, customer email, RFP response, or any document sent to someone outside the org. Runs six checks before send — premise, confidentiality forward-test, evidence class, cold read by recipient personas, AI read, and tone metrics — and returns what to change with replacement copy. Use before sending anything outward-facing that carries customer detail, factual claims about a counterparty, or an ask.

Integrate an exact reviewed PR under repository policy, choose truthful history semantics, and verify cleanup