diff --git a/app/catalogo/layout.jsx b/app/catalogo/layout.jsx
new file mode 100644
index 0000000..7e7a72c
--- /dev/null
+++ b/app/catalogo/layout.jsx
@@ -0,0 +1,17 @@
+import { paginaMeta } from "@/lib/seo";
+
+/**
+ * A página desta rota é um client component, e client component não pode
+ * exportar metadata. Sem este layout, ela herdaria o título genérico do site,
+ * e o Google veria várias páginas com o mesmo título e a mesma descrição.
+ */
+export const metadata = paginaMeta({
+	titulo: "Catálogo de placas ESP32",
+	descricao: "Placas de desenvolvimento com ESP32 disponíveis no Brasil, com filtro por série, conector e conversor USB-serial.",
+	caminho: "/catalogo",
+	keywords: ["placas ESP32", "DevKit ESP32", "comprar ESP32", "ESP32 DevKitC"],
+});
+
+export default function Layout({ children }) {
+	return children;
+}
diff --git a/app/comparacao/layout.jsx b/app/comparacao/layout.jsx
new file mode 100644
index 0000000..e200741
--- /dev/null
+++ b/app/comparacao/layout.jsx
@@ -0,0 +1,17 @@
+import { paginaMeta } from "@/lib/seo";
+
+/**
+ * A página desta rota é um client component, e client component não pode
+ * exportar metadata. Sem este layout, ela herdaria o título genérico do site,
+ * e o Google veria várias páginas com o mesmo título e a mesma descrição.
+ */
+export const metadata = paginaMeta({
+	titulo: "Comparar séries ESP32",
+	descricao: "Compare até quatro séries de ESP32 lado a lado: processador, Wi-Fi, Bluetooth, memória, GPIO, periféricos e segurança em hardware, com os dados dos datasheets oficiais.",
+	caminho: "/comparacao",
+	keywords: ["comparar ESP32", "ESP32 vs ESP32-S3", "tabela comparativa ESP32", "qual ESP32 é melhor"],
+});
+
+export default function Layout({ children }) {
+	return children;
+}
diff --git a/app/frameworks/[key]/page.jsx b/app/frameworks/[key]/page.jsx
index 3ae29f0..afb3237 100644
--- a/app/frameworks/[key]/page.jsx
+++ b/app/frameworks/[key]/page.jsx
@@ -1,3 +1,4 @@
+import { paginaMeta } from "@/lib/seo";
 import Link from "next/link";
 import Header from "@/components/Header";
 import Footer from "@/components/Footer";
@@ -261,12 +262,22 @@ export async function generateMetadata({ params }) {
 	const framework = frameworksData[key];
 
 	if (!framework) {
-		return { title: "Framework não encontrado" };
+		return { title: "Framework não encontrado", robots: { index: false, follow: false } };
 	}
 
 	return {
-		title: `ESPDocs - ${framework.nome_completo}`,
-		description: framework.descricao,
+		...paginaMeta({
+			titulo: `${framework.nome} para ESP32`,
+			descricao: `${framework.nome_completo}: ${framework.descricao} Guia em português com exemplo de código e quando usar.`,
+			caminho: `/frameworks/${encodeURIComponent(key)}`,
+			tipo: "article",
+			keywords: [
+				framework.nome, framework.nome_completo,
+				`${framework.nome} ESP32`, `programar ESP32 com ${framework.nome}`,
+				"ESP32", "framework ESP32",
+			],
+		}),
+		other: { "article:section": "Frameworks" },
 	};
 }
 
diff --git a/app/frameworks/page.jsx b/app/frameworks/page.jsx
index b5a1ad7..10aef79 100644
--- a/app/frameworks/page.jsx
+++ b/app/frameworks/page.jsx
@@ -1,3 +1,4 @@
+import { paginaMeta } from "@/lib/seo";
 import Header from "@/components/Header";
 import Footer from "@/components/Footer";
 import Link from "next/link";
@@ -19,6 +20,14 @@ import {
 	Home
 } from "lucide-react";
 
+
+export const metadata = paginaMeta({
+	titulo: "Frameworks para ESP32",
+	descricao: "ESP-IDF, Arduino, MicroPython, ESP-ADF, ESP-DSP, ESP-WHO, ESP-NN e ESP-Matter: para que serve cada framework do ESP32, com exemplo de código e quando usar.",
+	caminho: "/frameworks",
+	keywords: ["ESP-IDF", "Arduino ESP32", "MicroPython ESP32", "frameworks ESP32", "programar ESP32"],
+});
+
 export default function Frameworks() {
 	const frameworks = Object.entries(frameworksData);
 
diff --git a/app/glossario/page.jsx b/app/glossario/page.jsx
index eb360f9..ee5de6d 100644
--- a/app/glossario/page.jsx
+++ b/app/glossario/page.jsx
@@ -1,11 +1,15 @@
+import { paginaMeta, jsonLd } from "@/lib/seo";
 import Header from "@/components/Header";
 import Footer from "@/components/Footer";
 import Link from "next/link";
 
-export const metadata = {
-    title: "ESPDocs - Glossário Técnico",
-    description: "Glossário técnico em português com termos e conceitos do ecossistema ESP32",
-};
+
+export const metadata = paginaMeta({
+    titulo: "Glossário técnico do ESP32",
+    descricao: "Mais de 40 termos do ecossistema ESP32 explicados em português: GPIO, strapping, ULP, PSRAM, eFuse, deep sleep, OTA, Secure Boot, ECDSA, TWAI, Matter e Thread.",
+    caminho: "/glossario",
+    keywords: ["glossário ESP32", "o que é GPIO", "o que é strapping", "o que é ULP", "termos ESP32"],
+});
 
 export default function Glossario() {
     const categorias = [
@@ -364,6 +368,13 @@ export default function Glossario() {
 
     return (
         <div className="min-h-screen bg-linear-to-br from-slate-100 via-slate-50 to-purple-100/40 dark:from-slate-950 dark:via-slate-950 dark:to-slate-900 transition-colors">
+            {/* Cada verbete vira um DefinedTerm: ajuda o Google a responder
+                buscas do tipo "o que é strapping ESP32" apontando para cá. */}
+            <script
+                type="application/ld+json"
+                dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd.glossario(categorias)) }}
+            />
+
             <Header />
 
             <main id="conteudo" className="px-4 pt-16 pb-20 max-w-7xl mx-auto">
diff --git a/app/icon.svg b/app/icon.svg
new file mode 100644
index 0000000..158d5fa
--- /dev/null
+++ b/app/icon.svg
@@ -0,0 +1,29 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64" role="img" aria-label="ESPDocs">
+  <title>ESPDocs</title>
+  <defs>
+    <linearGradient id="g" x1="6" y1="58" x2="58" y2="6" gradientUnits="userSpaceOnUse">
+      <stop offset="0" stop-color="#3b82f6"/>
+      <stop offset="0.55" stop-color="#8b5cf6"/>
+      <stop offset="1" stop-color="#ec4899"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Pinos entrando pela esquerda: o sinal que chega do silício. -->
+  <g stroke="url(#g)" stroke-width="3.4" stroke-linecap="round">
+    <path d="M2 21h7"/>
+    <path d="M2 32h7"/>
+    <path d="M2 43h7"/>
+  </g>
+
+  <!-- Corpo do encapsulamento. -->
+  <rect x="9.25" y="9.25" width="45.5" height="45.5" rx="13"
+        fill="none" stroke="url(#g)" stroke-width="4.5"/>
+
+  <!-- Os mesmos três níveis viram linhas de texto: a documentação.
+       Comprimento decrescente para ler como parágrafo. -->
+  <g stroke="url(#g)" stroke-width="4.5" stroke-linecap="round">
+    <path d="M19 21h26"/>
+    <path d="M19 32h21"/>
+    <path d="M19 43h15"/>
+  </g>
+</svg>
diff --git a/app/layout.jsx b/app/layout.jsx
index 9eae2dd..542805e 100644
--- a/app/layout.jsx
+++ b/app/layout.jsx
@@ -1,28 +1,99 @@
 import { Outfit, Inter } from "next/font/google";
 import "./globals.css";
 import Providers from "@/components/Providers";
+import { SITE, jsonLd } from "@/lib/seo";
 
-const outfit = Outfit({ 
+const outfit = Outfit({
 	subsets: ["latin"],
 	variable: "--font-outfit",
 	display: "swap",
 });
 
-const inter = Inter({ 
+const inter = Inter({
 	subsets: ["latin"],
 	variable: "--font-inter",
 	display: "swap",
 });
 
 export const metadata = {
-	title: "ESPDocs",
-	description: "Documentação não oficial do ESP32 em português.",
-	authors: { name: "Lucas Rayan Guerra", url: "https://cienciaembarcada.com.br" },
+	// metadataBase é o que transforma caminhos relativos em URLs absolutas nas
+	// tags canonical e og:image. Sem ele, o Google recebe og:image quebrado.
+	metadataBase: new URL(SITE.url),
+
+	title: {
+		default: "ESPDocs · Documentação do ESP32 em português",
+		// Cada página fornece só o próprio nome; o sufixo entra automaticamente.
+		template: "%s · ESPDocs",
+	},
+	description:
+		"Especificações, pinagem, comparação e seleção das 12 séries de microcontroladores ESP32, em português brasileiro. Datasheets, periféricos, segurança em hardware e diagramas de conexão.",
+
+	applicationName: "ESPDocs",
+	authors: [{ name: "Lucas Rayan Guerra", url: "https://lucasrguerra.dev.br" }],
+	creator: "Lucas Rayan Guerra",
+	publisher: "Ciência Embarcada",
+	category: "technology",
+
+	keywords: [
+		"ESP32", "ESP32 português", "documentação ESP32", "pinout ESP32",
+		"ESP32-S3", "ESP32-C3", "ESP32-C6", "ESP32-P4", "ESP32-H2",
+		"comparar ESP32", "qual ESP32 escolher", "datasheet ESP32",
+		"microcontrolador", "Espressif", "ESP-IDF", "IoT", "sistemas embarcados",
+	],
+
+	alternates: { canonical: "/" },
+
+	openGraph: {
+		type: "website",
+		locale: "pt_BR",
+		url: SITE.url,
+		siteName: "ESPDocs",
+		title: "ESPDocs · Documentação do ESP32 em português",
+		description:
+			"Especificações, pinagem, comparação e seleção das 12 séries de microcontroladores ESP32, em português brasileiro.",
+	},
+
+	twitter: {
+		card: "summary_large_image",
+		title: "ESPDocs · Documentação do ESP32 em português",
+		description:
+			"Especificações, pinagem, comparação e seleção das 12 séries de ESP32, em português.",
+	},
+
+	robots: {
+		index: true,
+		follow: true,
+		googleBot: {
+			index: true,
+			follow: true,
+			"max-image-preview": "large",
+			"max-snippet": -1,
+			"max-video-preview": -1,
+		},
+	},
+
+	icons: { icon: "/logo.png", apple: "/logo.png" },
+	formatDetection: { telephone: false, address: false, email: false },
+};
+
+export const viewport = {
+	themeColor: [
+		{ media: "(prefers-color-scheme: light)", color: "#f8fafc" },
+		{ media: "(prefers-color-scheme: dark)", color: "#020617" },
+	],
 };
 
 export default function RootLayout({ children }) {
 	return (
 		<html lang="pt-BR" className={`${outfit.variable} ${inter.variable}`} suppressHydrationWarning>
+			<head>
+				{/* Dados estruturados do site e da organização. É o que permite ao
+				    Google montar o box de busca interna e entender a autoria. */}
+				<script
+					type="application/ld+json"
+					dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd.siteESociedade()) }}
+				/>
+			</head>
 			<body className="font-sans antialiased bg-slate-50 text-slate-900 dark:bg-slate-950 dark:text-slate-50 transition-colors duration-300" suppressHydrationWarning>
 				<Providers>
 					{children}
diff --git a/app/opengraph-image.png b/app/opengraph-image.png
new file mode 100644
index 0000000..755bbf8
Binary files /dev/null and b/app/opengraph-image.png differ
diff --git a/app/robots.js b/app/robots.js
new file mode 100644
index 0000000..b1c4ac7
--- /dev/null
+++ b/app/robots.js
@@ -0,0 +1,20 @@
+import { SITE } from "@/lib/seo";
+
+/**
+ * robots.txt. O essencial aqui é apontar o sitemap: é assim que o Google
+ * descobre as páginas de série sem depender de rastrear link por link.
+ */
+export default function robots() {
+	return {
+		rules: [
+			{
+				userAgent: "*",
+				allow: "/",
+				// A rota de API só serve ao marketplace e não tem conteúdo indexável.
+				disallow: ["/api/"],
+			},
+		],
+		sitemap: `${SITE.url}/sitemap.xml`,
+		host: SITE.url,
+	};
+}
diff --git a/app/seletor/layout.jsx b/app/seletor/layout.jsx
new file mode 100644
index 0000000..c136ab1
--- /dev/null
+++ b/app/seletor/layout.jsx
@@ -0,0 +1,17 @@
+import { paginaMeta } from "@/lib/seo";
+
+/**
+ * A página desta rota é um client component, e client component não pode
+ * exportar metadata. Sem este layout, ela herdaria o título genérico do site,
+ * e o Google veria várias páginas com o mesmo título e a mesma descrição.
+ */
+export const metadata = paginaMeta({
+	titulo: "Qual ESP32 escolher",
+	descricao: "Responda seis perguntas sobre conectividade, energia, periféricos e segurança e receba a série de ESP32 recomendada para o seu projeto, com a justificativa técnica de cada ponto.",
+	caminho: "/seletor",
+	keywords: ["qual ESP32 escolher", "qual ESP32 usar", "escolher microcontrolador", "ESP32 para meu projeto"],
+});
+
+export default function Layout({ children }) {
+	return children;
+}
diff --git a/app/series/[key]/page.jsx b/app/series/[key]/page.jsx
index 1348e48..e2ed056 100644
--- a/app/series/[key]/page.jsx
+++ b/app/series/[key]/page.jsx
@@ -1,3 +1,4 @@
+import { paginaMeta, jsonLd } from "@/lib/seo";
 import Link from "next/link";
 import Image from "next/image";
 import Header from "@/components/Header";
@@ -376,6 +377,22 @@ export default async function SerieDetail({ params }) {
 				</div>
 
 				{/* DevBoard and Connections Tabs */}
+				{/* Ficha do produto e trilha de navegação para o Google. */}
+				<script
+					type="application/ld+json"
+					dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd.serie(key, serie)) }}
+				/>
+				<script
+					type="application/ld+json"
+					dangerouslySetInnerHTML={{
+						__html: JSON.stringify(jsonLd.trilha([
+							{ nome: "Início", caminho: "/" },
+							{ nome: "Séries", caminho: "/series" },
+							{ nome: serie.nome_completo, caminho: `/series/${key}` },
+						])),
+					}}
+				/>
+
 				<SeriesTabMenu tabs={tabs} color={serie.cor} />
 
 				<PinRestrictions conexoes={conexoes} serieKey={key} cor={serie.cor} />
@@ -542,15 +559,51 @@ export async function generateMetadata({ params }) {
 	const serie = seriesData[key];
 
 	if (!serie) {
-		return {
-			title: "Série não encontrada",
-		};
+		return { title: "Série não encontrada", robots: { index: false, follow: false } };
 	}
 
-	return {
-		title: `ESPDocs - ${serie.nome_completo}`,
-		description: serie.descricao,
+	// A descrição usa as especificações reais em vez de texto genérico: é o que
+	// aparece no resultado de busca e o que faz alguém clicar.
+	const radio = [
+		String(serie.wifi).startsWith("Não") ? null : serie.wifi.split(" (")[0],
+		String(serie.bluetooth).startsWith("Não") ? null : serie.bluetooth.split(" (")[0],
+		serie.zigbee_thread && !String(serie.zigbee_thread).startsWith("Não") ? "802.15.4" : null,
+	].filter(Boolean).join(", ");
+
+	const descricao =
+		`${serie.nome_completo}: ${serie.arquitetura}, ${serie.frequencia.replace("Até ", "até ")}, ` +
+		`${serie.memoria_sram} de SRAM e ${serie.gpio} GPIOs` +
+		(radio ? `. Rádio: ${radio}` : "") +
+		`. Pinagem completa, periféricos, segurança em hardware e pinos com restrição, em português.`;
+
+	// A pinagem da placa é a melhor prévia possível para uma série: quem
+	// compartilha o link já mostra o diagrama. Séries sem placa publicada caem
+	// na imagem padrão do site.
+	// Definir openGraph explicitamente impede a herança automática da imagem do
+	// site, então séries sem placa publicada (o H4) precisam do fallback aqui.
+	const imagem = serie.placa
+		? [{ url: serie.placa, width: 1600, height: 1091, alt: `Pinagem do ${serie.nome_completo}` }]
+		: [{ url: "/opengraph-image.png", width: 1200, height: 630, alt: "ESPDocs" }];
+
+	const meta = {
+		...paginaMeta({
+			titulo: `${serie.nome_completo}: especificações e pinagem`,
+			descricao,
+			caminho: `/series/${key}`,
+			tipo: "article",
+			keywords: [
+				serie.nome_completo, `${serie.nome_completo} pinout`,
+				`${serie.nome_completo} datasheet`, `${serie.nome_completo} especificações`,
+				`${serie.nome_completo} português`, "ESP32", "Espressif", "microcontrolador",
+			],
+		}),
+		other: { "article:section": "Séries ESP32" },
 	};
+
+	meta.openGraph = { ...meta.openGraph, images: imagem };
+	meta.twitter = { ...meta.twitter, images: imagem };
+
+	return meta;
 }
 
 export async function generateStaticParams() {
diff --git a/app/series/layout.jsx b/app/series/layout.jsx
new file mode 100644
index 0000000..b451022
--- /dev/null
+++ b/app/series/layout.jsx
@@ -0,0 +1,22 @@
+import { paginaMeta } from "@/lib/seo";
+
+/**
+ * A página desta rota é um client component, e client component não pode
+ * exportar metadata. Sem este layout, ela herdaria o título genérico do site,
+ * e o Google veria várias páginas com o mesmo título e a mesma descrição.
+ */
+export const metadata = paginaMeta({
+	titulo: "Séries ESP32",
+	descricao: "As 12 séries de ESP32 lado a lado: ESP32, S2, S3, S31, C2, C3, C5, C6, C61, P4, H2 e H4. Arquitetura, memória, rádio, periféricos e pinagem de cada uma, em português.",
+	caminho: "/series",
+	keywords: ["séries ESP32", "modelos de ESP32", "ESP32 S3", "ESP32 C6", "ESP32 P4", "diferença entre ESP32"],
+});
+
+// Um layout que define title como string simples substitui o template do root
+// para toda a subárvore, e as páginas de série perdiam o sufixo "· ESPDocs".
+// Redeclarar o template aqui devolve o comportamento às filhas.
+metadata.title = { default: "Séries ESP32", template: "%s · ESPDocs" };
+
+export default function Layout({ children }) {
+	return children;
+}
diff --git a/app/sitemap.js b/app/sitemap.js
new file mode 100644
index 0000000..a88c754
--- /dev/null
+++ b/app/sitemap.js
@@ -0,0 +1,44 @@
+import seriesData from "@/public/series.json";
+import frameworksData from "@/public/frameworks.json";
+import { SITE } from "@/lib/seo";
+
+/**
+ * Sitemap gerado a partir dos próprios dados do site.
+ *
+ * Antes não existia sitemap nenhum, então o Google só chegava às páginas de
+ * série e de framework se topasse com um link. Como são geradas a partir de
+ * JSON, uma série nova entra aqui sozinha.
+ */
+export default function sitemap() {
+	const agora = new Date();
+
+	const fixas = [
+		{ caminho: "", prioridade: 1.0, frequencia: "weekly" },
+		{ caminho: "/series", prioridade: 0.9, frequencia: "weekly" },
+		{ caminho: "/comparacao", prioridade: 0.9, frequencia: "weekly" },
+		{ caminho: "/seletor", prioridade: 0.8, frequencia: "monthly" },
+		{ caminho: "/frameworks", prioridade: 0.8, frequencia: "monthly" },
+		{ caminho: "/glossario", prioridade: 0.7, frequencia: "monthly" },
+		{ caminho: "/catalogo", prioridade: 0.6, frequencia: "weekly" },
+		{ caminho: "/sobre", prioridade: 0.4, frequencia: "yearly" },
+	];
+
+	const series = Object.keys(seriesData).map((chave) => ({
+		caminho: `/series/${chave}`,
+		prioridade: 0.9,
+		frequencia: "monthly",
+	}));
+
+	const frameworks = Object.keys(frameworksData).map((chave) => ({
+		caminho: `/frameworks/${encodeURIComponent(chave)}`,
+		prioridade: 0.6,
+		frequencia: "monthly",
+	}));
+
+	return [...fixas, ...series, ...frameworks].map(({ caminho, prioridade, frequencia }) => ({
+		url: `${SITE.url}${caminho}`,
+		lastModified: agora,
+		changeFrequency: frequencia,
+		priority: prioridade,
+	}));
+}
diff --git a/app/sobre/page.jsx b/app/sobre/page.jsx
index 268bb08..c5ed414 100644
--- a/app/sobre/page.jsx
+++ b/app/sobre/page.jsx
@@ -1,3 +1,4 @@
+import { paginaMeta } from "@/lib/seo";
 import Header from "@/components/Header";
 import Footer from "@/components/Footer";
 import Link from "next/link";
@@ -18,6 +19,14 @@ import {
 	Layers
 } from "lucide-react";
 
+
+export const metadata = paginaMeta({
+	titulo: "Sobre o projeto",
+	descricao: "O ESPDocs é uma plataforma independente que reúne a documentação do ecossistema ESP32 em português brasileiro. Saiba como o projeto nasceu e como contribuir.",
+	caminho: "/sobre",
+	keywords: ["ESPDocs", "documentação ESP32 português", "projeto open source ESP32"],
+});
+
 export default function Sobre() {
 	const features = [
 		{ icon: <Languages className="w-6 h-6 text-purple-500" />, title: "Interface em Português", desc: "Organização e apresentação de dados técnicos totalmente em português." },
diff --git a/components/Header.jsx b/components/Header.jsx
index 531d6fa..fdb301a 100644
--- a/components/Header.jsx
+++ b/components/Header.jsx
@@ -66,9 +66,13 @@ export default function Header() {
 			<div className="flex justify-between max-w-7xl mx-auto items-center gap-8">
 				{/* LOGO */}
 				<Link href="/" className="group shrink-0">
-					<h1 className="text-2xl md:text-3xl font-display font-extrabold bg-gradient-to-r from-blue-500 via-purple-500 to-pink-500 bg-clip-text text-transparent transition-all duration-300 group-hover:scale-[1.02]">
+					<span className="flex items-center gap-2.5">
+						{/* eslint-disable-next-line @next/next/no-img-element */}
+						<img src="/marca/espdocs-marca.svg" alt="" aria-hidden="true" className="w-7 h-7 md:w-8 md:h-8 shrink-0" />
+						<h1 className="text-2xl md:text-3xl font-display font-extrabold bg-gradient-to-r from-blue-500 via-purple-500 to-pink-500 bg-clip-text text-transparent transition-all duration-300 group-hover:scale-[1.02]">
 						ESPDocs
 					</h1>
+					</span>
 				</Link>
 
 				{/* Menu Desktop */}
diff --git a/graphify-out/.graphify_labels.json b/graphify-out/.graphify_labels.json
deleted file mode 100644
index b79931e..0000000
--- a/graphify-out/.graphify_labels.json
+++ /dev/null
@@ -1,80 +0,0 @@
-{
-  "0": "Next.js App Pages",
-  "1": "ESP32 Original SoC Silicon",
-  "2": "Xtensa DevKit Board Diagrams",
-  "3": "Layout and Marketplace API",
-  "4": "ESP32-C2 DevKit and Branding",
-  "5": "C6/C61 Wi-Fi 6 DevKits",
-  "6": "Lint and Build Tooling",
-  "7": "ESP32-C61 Silicon Subsystems",
-  "8": "ESP32-C3 Silicon Subsystems",
-  "9": "ESP32-C5 Silicon Subsystems",
-  "10": "ESP32-H2 Silicon Subsystems",
-  "11": "ESPDocs Site Content Pillars",
-  "12": "ESP32-C6 Silicon Subsystems",
-  "13": "ESP32-P4 Silicon Subsystems",
-  "14": "ESP32-S3 Silicon Subsystems",
-  "15": "ESP32-S2 Silicon Subsystems",
-  "16": "ESP32-C2 Silicon Subsystems",
-  "17": "Classic Wi-Fi and BLE Radios",
-  "18": "Modern BLE and Wi-Fi 6 Radios",
-  "19": "802.15.4 Thread and Zigbee",
-  "20": "P4 Camera and Video Pipeline",
-  "21": "CPU Cores and SIMD Extensions",
-  "22": "JS Path Aliases",
-  "23": "ESP-Matter Code Example",
-  "24": "Shared GDMA Controllers",
-  "25": "RISC-V Core Speed Variants",
-  "26": "Secure Boot (Xtensa Family)",
-  "27": "Thread 1.4 Zigbee Radio",
-  "28": "Bluetooth LE 5.3 Variants",
-  "29": "RISC-V Core Clock Variants",
-  "30": "Secure Boot (RISC-V Family)",
-  "31": "ESP-NN Code Example",
-  "32": "ESP-WHO Code Example",
-  "33": "Next.js Config",
-  "34": "PostCSS Config",
-  "35": "TEE and Permission Control",
-  "36": "ESP-ADF Code Example",
-  "37": "ESP-DSP Code Example",
-  "38": "ESP-IDF Code Example",
-  "39": "MicroPython Example",
-  "40": "Start Config Script",
-  "41": "eslint.config.mjs",
-  "42": "page.jsx",
-  "43": "page.jsx",
-  "44": "ConnectionsDiagram.jsx",
-  "45": "page.jsx",
-  "46": "page.jsx",
-  "47": "page.jsx",
-  "48": "Header.jsx",
-  "49": "route.js",
-  "50": "page.jsx",
-  "51": "page.jsx",
-  "52": "page.jsx",
-  "53": "page.jsx",
-  "54": "CLAUDE.md",
-  "55": "BoardCard.jsx",
-  "56": "CodeExample.jsx",
-  "57": "Footer.jsx",
-  "58": "Providers.jsx",
-  "59": "SeriesTabMenu.jsx",
-  "60": "Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)",
-  "61": "API do Marketplace (app/api/placas/route.js)",
-  "62": "Comparação de Séries",
-  "63": "Diagramas Interativos de Conexões",
-  "64": "Exemplos de Código",
-  "65": "Frameworks ESP32 (ESP-IDF, Arduino, MicroPython)",
-  "66": "Google Sheets API Integration",
-  "67": "GOOGLE_SHEETS_API_KEY env var",
-  "68": "Marketplace de Placas (Catálogo)",
-  "69": "Material-UI",
-  "70": "Licença MIT",
-  "71": "Next.js 15 App Router",
-  "72": "React 19",
-  "73": "Séries ESP32",
-  "74": "Tailwind CSS 4",
-  "75": "Projeto não oficial (sem afiliação Espressif)",
-  "76": "Deploy na Vercel",
-  "77": "micropython.py"
-}
diff --git a/graphify-out/.graphify_python b/graphify-out/.graphify_python
deleted file mode 100644
index 228e1d9..0000000
--- a/graphify-out/.graphify_python
+++ /dev/null
@@ -1 +0,0 @@
-/home/lucas/.local/share/uv/tools/graphifyy/bin/python
\ No newline at end of file
diff --git a/graphify-out/.graphify_root b/graphify-out/.graphify_root
deleted file mode 100644
index 945c9b4..0000000
--- a/graphify-out/.graphify_root
+++ /dev/null
@@ -1 +0,0 @@
-.
\ No newline at end of file
diff --git a/graphify-out/2026-07-14/.graphify_labels.json b/graphify-out/2026-07-14/.graphify_labels.json
deleted file mode 100644
index e7a38d7..0000000
--- a/graphify-out/2026-07-14/.graphify_labels.json
+++ /dev/null
@@ -1 +0,0 @@
-{"0": "Next.js App Pages", "1": "ESP32 Original SoC Silicon", "2": "Xtensa DevKit Board Diagrams", "3": "Layout and Marketplace API", "4": "ESP32-C2 DevKit and Branding", "5": "C6/C61 Wi-Fi 6 DevKits", "6": "Lint and Build Tooling", "7": "ESP32-C61 Silicon Subsystems", "8": "ESP32-C3 Silicon Subsystems", "9": "ESP32-C5 Silicon Subsystems", "10": "ESP32-H2 Silicon Subsystems", "11": "ESPDocs Site Content Pillars", "12": "ESP32-C6 Silicon Subsystems", "13": "ESP32-P4 Silicon Subsystems", "14": "ESP32-S3 Silicon Subsystems", "15": "ESP32-S2 Silicon Subsystems", "16": "ESP32-C2 Silicon Subsystems", "17": "Classic Wi-Fi and BLE Radios", "18": "Modern BLE and Wi-Fi 6 Radios", "19": "802.15.4 Thread and Zigbee", "20": "P4 Camera and Video Pipeline", "21": "CPU Cores and SIMD Extensions", "22": "JS Path Aliases", "23": "ESP-Matter Code Example", "24": "Shared GDMA Controllers", "25": "RISC-V Core Speed Variants", "26": "Secure Boot (Xtensa Family)", "27": "Thread 1.4 Zigbee Radio", "28": "Bluetooth LE 5.3 Variants", "29": "RISC-V Core Clock Variants", "30": "Secure Boot (RISC-V Family)", "31": "ESP-NN Code Example", "32": "ESP-WHO Code Example", "33": "Next.js Config", "34": "PostCSS Config", "35": "TEE and Permission Control", "36": "ESP-ADF Code Example", "37": "ESP-DSP Code Example", "38": "ESP-IDF Code Example", "39": "MicroPython Example", "40": "Start Config Script"}
\ No newline at end of file
diff --git a/graphify-out/2026-07-14/GRAPH_REPORT.md b/graphify-out/2026-07-14/GRAPH_REPORT.md
deleted file mode 100644
index 13d3ecf..0000000
--- a/graphify-out/2026-07-14/GRAPH_REPORT.md
+++ /dev/null
@@ -1,248 +0,0 @@
-# Graph Report - .  (2026-07-14)
-
-## Corpus Check
-- Large corpus: 71 files · ~535,222 words. Semantic extraction will be expensive (many Claude tokens). Consider running on a subfolder.
-
-## Summary
-- 494 nodes · 611 edges · 41 communities (36 shown, 5 thin omitted)
-- Extraction: 82% EXTRACTED · 18% INFERRED · 0% AMBIGUOUS · INFERRED: 109 edges (avg confidence: 0.87)
-- Token cost: 435,411 input · 0 output
-
-## Community Hubs (Navigation)
-- Next.js App Pages
-- ESP32 Original SoC Silicon
-- Xtensa DevKit Board Diagrams
-- Layout and Marketplace API
-- ESP32-C2 DevKit and Branding
-- C6/C61 Wi-Fi 6 DevKits
-- Lint and Build Tooling
-- ESP32-C61 Silicon Subsystems
-- ESP32-C3 Silicon Subsystems
-- ESP32-C5 Silicon Subsystems
-- ESP32-H2 Silicon Subsystems
-- ESPDocs Site Content Pillars
-- ESP32-C6 Silicon Subsystems
-- ESP32-P4 Silicon Subsystems
-- ESP32-S3 Silicon Subsystems
-- ESP32-S2 Silicon Subsystems
-- ESP32-C2 Silicon Subsystems
-- Classic Wi-Fi and BLE Radios
-- Modern BLE and Wi-Fi 6 Radios
-- 802.15.4 Thread and Zigbee
-- P4 Camera and Video Pipeline
-- CPU Cores and SIMD Extensions
-- JS Path Aliases
-- ESP-Matter Code Example
-- Shared GDMA Controllers
-- RISC-V Core Speed Variants
-- Secure Boot (Xtensa Family)
-- Thread 1.4 Zigbee Radio
-- Bluetooth LE 5.3 Variants
-- RISC-V Core Clock Variants
-- Secure Boot (RISC-V Family)
-- ESP-NN Code Example
-- Next.js Config
-- PostCSS Config
-- TEE and Permission Control
-
-## God Nodes (most connected - your core abstractions)
-1. `ESP32-C5 Series` - 28 edges
-2. `ESP32-S31 SoC` - 25 edges
-3. `ESP32-C6 SoC` - 23 edges
-4. `ESP32-H2 SoC` - 23 edges
-5. `ESP32-S3 Series SoC` - 23 edges
-6. `ESP32-C3 Series` - 21 edges
-7. `ESP32-C61 SoC` - 21 edges
-8. `ESP32-P4 Series SoC` - 21 edges
-9. `ESP8684 Series (ESP32-C2)` - 17 edges
-10. `ESP32-S2 Series SoC` - 17 edges
-
-## Surprising Connections (you probably didn't know these)
-- `Google Site Verification Token` --conceptually_related_to--> `ESPDocs - Documentação ESP32 em Português`  [AMBIGUOUS]
-  public/google21a790a2c23c0ec5.html → README.md
-- `Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG)` --semantically_similar_to--> `Crypto Accelerators (SHA, AES, RSA, HMAC, RSA_DS, RNG)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-P4.pdf → public/datasheets/ESP32-S3.pdf
-- `ULP Coprocessor (ULP-RISC-V, ULP-FSM)` --semantically_similar_to--> `ULP Coprocessor (ULP-RISC-V, ULP-FSM)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-S3.pdf → public/datasheets/ESP32-S2.pdf
-- `RISC-V 32-bit Single-Core CPU (120 MHz)` --semantically_similar_to--> `RISC-V 32-bit Single-Core CPU (160 MHz)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-- `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)` --semantically_similar_to--> `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-
-## Import Cycles
-- None detected.
-
-## Hyperedges (group relationships)
-- **Stack frontend do ESPDocs** — readme_nextjs_app_router, readme_react19, readme_tailwind_css, readme_material_ui [EXTRACTED 1.00]
-- **Fluxo de dados do Marketplace de Placas** — readme_marketplace_placas, readme_api_placas_route, readme_google_sheets_api, readme_google_sheets_api_key [INFERRED 0.85]
-- **Pilares de conteúdo do ESPDocs** — readme_series_esp32, readme_frameworks, readme_comparacao, readme_diagramas_interativos, readme_exemplos_codigo, readme_marketplace_placas [EXTRACTED 1.00]
-- **ESP8684 Security Subsystem** — public_datasheets_esp32_c2__esp8684__secure_boot, public_datasheets_esp32_c2__esp8684__flash_encryption, public_datasheets_esp32_c2__esp8684__ecc_accelerator, public_datasheets_esp32_c2__esp8684__sha_accelerator, public_datasheets_esp32_c2__esp8684__rng [EXTRACTED 1.00]
-- **ESP32-C3 Security Subsystem** — public_datasheets_esp32_c3_aes_accelerator, public_datasheets_esp32_c3_sha_accelerator, public_datasheets_esp32_c3_rsa_accelerator, public_datasheets_esp32_c3_hmac_digital_signature, public_datasheets_esp32_c3_secure_boot, public_datasheets_esp32_c3_flash_encryption, public_datasheets_esp32_c3_rng [EXTRACTED 1.00]
-- **ESP32-C5 Multiprotocol Radio Stack** — public_datasheets_esp32_c5_wi_fi_6_dual_band, public_datasheets_esp32_c5_bluetooth_le_5, public_datasheets_esp32_c5_ieee_802_15_4, public_datasheets_esp32_c5_thread_1_4, public_datasheets_esp32_c5_zigbee_3_0, public_datasheets_esp32_c5_rf_module [EXTRACTED 1.00]
-- **ESP32-C6 coexisting multi-protocol radio stack sharing one antenna** — public_datasheets_esp32_c6_wi_fi_6, public_datasheets_esp32_c6_bluetooth_le_5_3, public_datasheets_esp32_c6_ieee_802_15_4, public_datasheets_esp32_c6_rf_module [EXTRACTED 1.00]
-- **ESP32-C61 security subsystem** — public_datasheets_esp32_c61_secure_boot, public_datasheets_esp32_c61_flash_psram_encryption, public_datasheets_esp32_c61_ecdsa, public_datasheets_esp32_c61_trng, public_datasheets_esp32_c61_apm, public_datasheets_esp32_c61_power_glitch_detector [EXTRACTED 1.00]
-- **ESP32-H2 802.15.4 application-layer protocols** — public_datasheets_esp32_h2_ieee_802_15_4, public_datasheets_esp32_h2_thread, public_datasheets_esp32_h2_zigbee_3_0, public_datasheets_esp32_h2_matter [EXTRACTED 1.00]
-- **ESP32-P4 Image and Voice Processing Pipeline** — public_datasheets_esp32_p4_isp, public_datasheets_esp32_p4_jpeg_codec, public_datasheets_esp32_p4_ppa, public_datasheets_esp32_p4_h264_encoder, public_datasheets_esp32_p4_mipi_csi, public_datasheets_esp32_p4_mipi_dsi, public_datasheets_esp32_p4_vad [EXTRACTED 1.00]
-- **ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)** — public_datasheets_esp32_s3_wifi, public_datasheets_esp32_s3_wifi_mac_baseband, public_datasheets_esp32_s3_bluetooth_le, public_datasheets_esp32_s3_ble_baseband, public_datasheets_esp32_s3_rf_module [EXTRACTED 1.00]
-- **Common Espressif Security Feature Family** — public_datasheets_esp32_p4_secure_boot, public_datasheets_esp32_s2_secure_boot, public_datasheets_esp32_s3_secure_boot, public_datasheets_esp32_s2_flash_encryption, public_datasheets_esp32_s3_flash_encryption, public_datasheets_esp32_p4_xts_aes [INFERRED 0.85]
-- **ESP32-S31 Multiprotocol Wireless Stack** — public_datasheets_esp32_s31_wifi6, public_datasheets_esp32_s31_bluetooth_54_le, public_datasheets_esp32_s31_bluetooth_classic, public_datasheets_esp32_s31_ieee_802154 [EXTRACTED 1.00]
-- **ESP32-S31 Security Subsystem** — public_datasheets_esp32_s31_secure_boot, public_datasheets_esp32_s31_flash_psram_encryption, public_datasheets_esp32_s31_crypto_accelerators, public_datasheets_esp32_s31_huk_key_manager [EXTRACTED 1.00]
-- **ESP32 RTC Low-Power Domain** — public_datasheets_esp32_rtc, public_datasheets_esp32_pmu, public_datasheets_esp32_ulp_coprocessor, public_datasheets_esp32_rtc_memory [EXTRACTED 1.00]
-- **Common DevKit Hardware Controls (Buttons, USB, LED)** — public_placas_esp32_c2_boot_rst_buttons, public_placas_esp32_c3_boot_rst_buttons, public_placas_esp32_c5_reset_boot_buttons, public_placas_esp32_c2_micro_usb_port, public_placas_esp32_c3_micro_usb_port, public_placas_esp32_c5_dual_usb_c_ports [INFERRED 0.75]
-- **Espressif DevKit Pinout Diagram Family (C2/C3/C5)** — public_placas_esp32_c2_devkit_pinout, public_placas_esp32_c3_devkit_pinout, public_placas_esp32_c5_devkit_pinout, public_placas_esp32_c5_espressif_branding [INFERRED 0.95]
-- **RISC-V Single-Core Wireless SoC Spec Family** — public_placas_esp32_c2_specs, public_placas_esp32_c3_specs, public_placas_esp32_c5_specs [INFERRED 0.85]
-- **Espressif RISC-V DevKit Board Diagrams** — public_placas_esp32_c6_board, public_placas_esp32_c61_board, public_placas_esp32_h2_board, public_placas_esp32_p4_board [INFERRED 0.85]
-- **Common DevKit Programming/Flashing Interface** — public_placas_esp32_c6_reset_boot_buttons, public_placas_esp32_c61_reset_boot_buttons, public_placas_esp32_p4_reset_boot_buttons, public_placas_esp32_c6_usb_uart_ports [INFERRED 0.75]
-- **ESP32-P4 EV Board Multimedia and Connectivity Peripherals** — public_placas_esp32_p4_mipi_dsi_csi, public_placas_esp32_p4_audio_subsystem, public_placas_esp32_p4_ethernet, public_placas_esp32_p4_usb_ports [EXTRACTED 1.00]
-- **ESP32-S31 Audio Subsystem** — public_placas_esp32_s31_audio_codec_chip, public_placas_esp32_s31_microphone, public_placas_esp32_s31_speaker_output_port [INFERRED 0.85]
-- **ESP32-S31 Connectivity Ports** — public_placas_esp32_s31_rj45_ethernet_port, public_placas_esp32_s31_usb_type_a_port, public_placas_esp32_s31_usb_serial_jtag_port, public_placas_esp32_s31_usb_type_c_uart_port [INFERRED 0.85]
-- **Espressif ESP32 Dev Board Image Gallery** — public_placas_esp32_pinout_diagram, public_placas_esp32_s2_pinout_diagram, public_placas_esp32_s3_pinout_diagram, public_placas_esp32_s31_board_photo [INFERRED 0.85]
-
-## Communities (41 total, 5 thin omitted)
-
-### Community 0 - "Next.js App Pages"
-Cohesion: 0.07
-Nodes (12): categoryIcons, metadata, getOptionIcon(), iconMap, Seletor(), ConnectionsDiagram(), FILTER_CATEGORIES, type_colors (+4 more)
-
-### Community 1 - "ESP32 Original SoC Silicon"
-Cohesion: 0.06
-Nodes (46): Bluetooth v4.2 BR/EDR and LE Dual Mode, ESP32 SoC, Cryptographic Hardware Acceleration (AES, SHA-2, RSA, RNG), 8-bit DAC, Ethernet MAC with IEEE 1588, Flash Encryption, Power Management Unit / Power Modes, 448 KB ROM (+38 more)
-
-### Community 2 - "Xtensa DevKit Board Diagrams"
-Cohesion: 0.09
-Nodes (31): ESP32 CP2102 USB-UART Bridge, ESP32 EN and Boot Buttons, ESP32 Micro-USB Port, ESP32-DevKitC Pinout Diagram, ESP32-S2 BOOT and RESET Buttons, ESP32-S2-DevKitC-1 Pinout Diagram, ESP32-S2 RGB LED @ IO18, ESP32-S2-SOLO Module (+23 more)
-
-### Community 3 - "Layout and Marketplace API"
-Cohesion: 0.07
-Nodes (22): inter, metadata, outfit, @emotion/react, @emotion/styled, framer-motion, googleapis, @mui/icons-material (+14 more)
-
-### Community 4 - "ESP32-C2 DevKit and Branding"
-Cohesion: 0.10
-Nodes (28): Gear + Circuit Traces + Sprouting Plant Motif, Globe and Shield/Clock IoT Icons, ESPDocs Project Logo, Boot and RST Buttons (ESP8684-DevKitM-1), ESP8684-DevKitM-1 Pinout Diagram (ESP32-C2), Dual 2x Pin Header Castellated Layout, Micro-USB Port (ESP8684-DevKitM-1), ESP8684-MINI-1 Module with PCB Antenna (+20 more)
-
-### Community 5 - "C6/C61 Wi-Fi 6 DevKits"
-Cohesion: 0.09
-Nodes (27): ESP32-C61-DevKitC-1 Pinout Diagram, ESP32-C61 RESET and BOOT Buttons, ESP32-C61 Specs: RISC-V 160MHz, Wi-Fi 6, BLE 5, ESP32-C61 UART and USB Type-C Ports, ESP32-C61-WROOM-1 Module, ESP32-C6-DevKitC-1 Pinout Diagram, ESP32-C6 RESET and BOOT Buttons, ESP32-C6 RGB LED on GPIO8 (+19 more)
-
-### Community 6 - "Lint and Build Tooling"
-Cohesion: 0.08
-Nodes (23): eslint, compat, __dirname, eslintConfig, __filename, eslint-config-next, @eslint/eslintrc, devDependencies (+15 more)
-
-### Community 7 - "ESP32-C61 Silicon Subsystems"
-Cohesion: 0.10
-Nodes (20): Access Permission Management (APM), Digital Signature - ECDSA, ESP32-C61 SoC, Event Task Matrix (ETM), Flash/PSRAM Encryption (XTS-AES), General DMA Controller (GDMA), L1 Cache 32 KB, Power Management Unit (PMU) (+12 more)
-
-### Community 8 - "ESP32-C3 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (19): AES-128/256 Accelerator (FIPS PUB 197), 4096-bit eFuse Memory, ESP32-C3 Series, Flash Encryption, 22 Programmable GPIOs, HMAC and Digital Signature, Power Management Unit / RTC, QFN32 (5x5 mm) Package (+11 more)
-
-### Community 9 - "ESP32-C5 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): APM and TEE Controller, ECDSA Accelerator, ESP32-C5 Series, Event Task Matrix (ETM), External Flash/PSRAM Controller with Cache, 29 GPIOs, HP SRAM 384 KB, Key Manager (+10 more)
-
-### Community 10 - "ESP32-H2 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG), Crypto Accelerators (AES, SHA, RSA, ECC, ECDSA, HMAC, RNG), ESP32-H2 SoC, Event Task Matrix (ETM), Flash Encryption, General DMA Controller (GDMA), 2 MB or 4 MB In-Package Flash, LP Memory 4 KB (+10 more)
-
-### Community 11 - "ESPDocs Site Content Pillars"
-Cohesion: 0.14
-Nodes (18): Google Site Verification Token, API do Marketplace (app/api/placas/route.js), Comparação de Séries, Diagramas Interativos de Conexões, ESPDocs - Documentação ESP32 em Português, Exemplos de Código, Frameworks ESP32 (ESP-IDF, Arduino, MicroPython), Google Sheets API Integration (+10 more)
-
-### Community 12 - "ESP32-C6 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): Wi-Fi 6 (IEEE 802.11ax, 2.4 GHz), 4096-bit eFuse Memory, ESP32-C6 SoC, Event Task Matrix (ETM), General DMA Controller (GDMA), HP SRAM 512 KB, LP RISC-V 32-bit Processor (20 MHz), LP SRAM 16 KB (+9 more)
-
-### Community 13 - "ESP32-P4 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (17): ESP32-P4 Series SoC, Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG), ECDSA Digital Signature Peripheral (ECDSA_DS), Ethernet MAC (EMAC), I3C Master and Slave, Key Manager (HUK from SRAM PUF), 768 KB HP L2MEM, RISC-V 32-bit Single-Core LP CPU (40 MHz) (+9 more)
-
-### Community 14 - "ESP32-S3 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): GDMA / VDMA / 2D-DMA Controllers, Touch Sensor, USB 2.0 High-Speed OTG, ESP32-S3 Series SoC, 4096-bit eFuse Memory, General DMA Controller (GDMA), L1 Cache, LCD Interface and DVP Camera Interface (+9 more)
-
-### Community 15 - "ESP32-S2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (16): ESP32-S2 Series SoC, Crypto Accelerators (AES, SHA, RSA, HMAC, RNG, Digital Signature), Two 8-bit DACs, 4096-bit eFuse OTP, Flash Encryption, Power Management Unit and Five Power Modes, 128 KB ROM, RTC Memory (16 KB RTC SRAM) (+8 more)
-
-### Community 16 - "ESP32-C2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (15): ECC Accelerator, ESP8684 Series (ESP32-C2), Flash Encryption, 14 Programmable GPIOs, In-package Flash (2 MB / 4 MB), Power Management Unit / Deep-sleep, QFN24 (4x4 mm) Package, Random Number Generator (RNG) (+7 more)
-
-### Community 17 - "Classic Wi-Fi and BLE Radios"
-Cohesion: 0.25
-Nodes (8): RF Module (Balun, PA, LNA, RF Synthesizer), 2.4 GHz Wi-Fi (802.11 b/g/n), Wi-Fi MAC and Baseband, Bluetooth LE Baseband and Link Controller, Bluetooth 5 LE and Bluetooth Mesh, RF Module (Balun, PA, LNA, Antenna Switch), 2.4 GHz Wi-Fi (IEEE 802.11 b/g/n), Wi-Fi MAC and Baseband
-
-### Community 18 - "Modern BLE and Wi-Fi 6 Radios"
-Cohesion: 0.38
-Nodes (7): Bluetooth LE 5.3, 2.4 GHz RF Module (Balun, PA, LNA), 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 / Bluetooth mesh, 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 (Core 6.0) / Bluetooth mesh 1.1, Dual-band Wi-Fi 6 (IEEE 802.11ax, 2.4/5 GHz)
-
-### Community 19 - "802.15.4 Thread and Zigbee"
-Cohesion: 0.38
-Nodes (7): IEEE 802.15.4, Thread 1.3, Zigbee 3.0, IEEE 802.15.4, Matter, Thread, Zigbee 3.0
-
-### Community 20 - "P4 Camera and Video Pipeline"
-Cohesion: 0.29
-Nodes (7): H264 Encoder, Image Processing Subsystem, Image Signal Processor (ISP), JPEG Codec, MIPI CSI, MIPI DSI, Pixel-Processing Accelerator (PPA)
-
-### Community 21 - "CPU Cores and SIMD Extensions"
-Cohesion: 0.33
-Nodes (6): RISC-V 32-bit Dual-Core HP CPU (400 MHz), Processor Instruction Extensions (SIMD/AI), Xtensa Single-Core 32-bit LX7 Microprocessor (240 MHz), Single Precision Floating Point Unit (FPU), 128-bit Data Bus and Dedicated SIMD Instructions, Xtensa Dual-Core 32-bit LX7 Microprocessor (240 MHz)
-
-### Community 22 - "JS Path Aliases"
-Cohesion: 0.40
-Nodes (4): compilerOptions, paths, @/*, ./*
-
-### Community 24 - "Shared GDMA Controllers"
-Cohesion: 0.67
-Nodes (3): GDMA Controller, GDMA Controller (3 TX / 3 RX), GDMA Controller (3 TX / 3 RX)
-
-### Community 25 - "RISC-V Core Speed Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core CPU (120 MHz), RISC-V 32-bit Single-Core CPU (160 MHz), HP RISC-V 32-bit Processor (240 MHz)
-
-### Community 26 - "Secure Boot (Xtensa Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-### Community 27 - "Thread 1.4 Zigbee Radio"
-Cohesion: 0.67
-Nodes (3): IEEE 802.15.4 Radio, Thread 1.4, Zigbee 3.0
-
-### Community 28 - "Bluetooth LE 5.3 Variants"
-Cohesion: 0.67
-Nodes (3): Bluetooth LE (Core 6.0 certified), Bluetooth LE 5.3, Bluetooth LE 5.3
-
-### Community 29 - "RISC-V Core Clock Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core Processor (160 MHz), HP RISC-V 32-bit Processor (160 MHz), RISC-V 32-bit Single-Core Processor (96 MHz)
-
-### Community 30 - "Secure Boot (RISC-V Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-## Ambiguous Edges - Review These
-- `ESPDocs - Documentação ESP32 em Português` → `Google Site Verification Token`  [AMBIGUOUS]
-  public/google21a790a2c23c0ec5.html · relation: conceptually_related_to
-
-## Knowledge Gaps
-- **195 isolated node(s):** `categoryIcons`, `metadata`, `outfit`, `inter`, `metadata` (+190 more)
-  These have ≤1 connection - possible missing edges or undocumented components.
-- **5 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
-
-## Suggested Questions
-_Questions this graph is uniquely positioned to answer:_
-
-- **What is the exact relationship between `ESPDocs - Documentação ESP32 em Português` and `Google Site Verification Token`?**
-  _Edge tagged AMBIGUOUS (relation: conceptually_related_to) - confidence is low._
-- **Why does `dependencies` connect `Layout and Marketplace API` to `Next.js App Pages`, `Lint and Build Tooling`?**
-  _High betweenness centrality (0.025) - this node is a cross-community bridge._
-- **Why does `ESP32-S3 Series SoC` connect `ESP32-S3 Silicon Subsystems` to `ESP32-P4 Silicon Subsystems`, `ESP32-S2 Silicon Subsystems`, `Classic Wi-Fi and BLE Radios`, `CPU Cores and SIMD Extensions`, `Secure Boot (RISC-V Family)`?**
-  _High betweenness centrality (0.015) - this node is a cross-community bridge._
-- **Why does `lucide-react` connect `Next.js App Pages` to `Layout and Marketplace API`?**
-  _High betweenness centrality (0.014) - this node is a cross-community bridge._
-- **Are the 2 inferred relationships involving `ESP32-C6 SoC` (e.g. with `ESP32-C61 SoC` and `ESP32-H2 SoC`) actually correct?**
-  _`ESP32-C6 SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **Are the 2 inferred relationships involving `ESP32-S3 Series SoC` (e.g. with `ESP32-P4 Series SoC` and `ESP32-S2 Series SoC`) actually correct?**
-  _`ESP32-S3 Series SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **What connects `categoryIcons`, `metadata`, `outfit` to the rest of the system?**
-  _195 weakly-connected nodes found - possible documentation gaps or missing edges._
\ No newline at end of file
diff --git a/graphify-out/2026-07-14/cost.json b/graphify-out/2026-07-14/cost.json
deleted file mode 100644
index cc887bd..0000000
--- a/graphify-out/2026-07-14/cost.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
-  "runs": [
-    {
-      "date": "2026-07-14T11:40:04.053012+00:00",
-      "input_tokens": 435411,
-      "output_tokens": 0,
-      "files": 70
-    }
-  ],
-  "total_input_tokens": 435411,
-  "total_output_tokens": 0
-}
\ No newline at end of file
diff --git a/graphify-out/2026-07-14/graph.json b/graphify-out/2026-07-14/graph.json
deleted file mode 100644
index f60d639..0000000
--- a/graphify-out/2026-07-14/graph.json
+++ /dev/null
@@ -1,12939 +0,0 @@
-{
-  "directed": false,
-  "multigraph": false,
-  "graph": {
-    "hyperedges": [
-      {
-        "id": "espdocs_frontend_stack",
-        "label": "Stack frontend do ESPDocs",
-        "nodes": [
-          "readme_nextjs_app_router",
-          "readme_react19",
-          "readme_tailwind_css",
-          "readme_material_ui"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "marketplace_data_flow",
-        "label": "Fluxo de dados do Marketplace de Placas",
-        "nodes": [
-          "readme_marketplace_placas",
-          "readme_api_placas_route",
-          "readme_google_sheets_api",
-          "readme_google_sheets_api_key"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "README.md"
-      },
-      {
-        "id": "espdocs_content_pillars",
-        "label": "Pilares de conte\u00fado do ESPDocs",
-        "nodes": [
-          "readme_series_esp32",
-          "readme_frameworks",
-          "readme_comparacao",
-          "readme_diagramas_interativos",
-          "readme_exemplos_codigo",
-          "readme_marketplace_placas"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "esp8684_security_subsystem",
-        "label": "ESP8684 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c2__esp8684__secure_boot",
-          "public_datasheets_esp32_c2__esp8684__flash_encryption",
-          "public_datasheets_esp32_c2__esp8684__ecc_accelerator",
-          "public_datasheets_esp32_c2__esp8684__sha_accelerator",
-          "public_datasheets_esp32_c2__esp8684__rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C2 (ESP8684).pdf"
-      },
-      {
-        "id": "esp32_c3_security_subsystem",
-        "label": "ESP32-C3 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c3_aes_accelerator",
-          "public_datasheets_esp32_c3_sha_accelerator",
-          "public_datasheets_esp32_c3_rsa_accelerator",
-          "public_datasheets_esp32_c3_hmac_digital_signature",
-          "public_datasheets_esp32_c3_secure_boot",
-          "public_datasheets_esp32_c3_flash_encryption",
-          "public_datasheets_esp32_c3_rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C3.pdf"
-      },
-      {
-        "id": "esp32_c5_multiprotocol_radio_stack",
-        "label": "ESP32-C5 Multiprotocol Radio Stack",
-        "nodes": [
-          "public_datasheets_esp32_c5_wi_fi_6_dual_band",
-          "public_datasheets_esp32_c5_bluetooth_le_5",
-          "public_datasheets_esp32_c5_ieee_802_15_4",
-          "public_datasheets_esp32_c5_thread_1_4",
-          "public_datasheets_esp32_c5_zigbee_3_0",
-          "public_datasheets_esp32_c5_rf_module"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C5.pdf"
-      },
-      {
-        "id": "esp32_c6_multi_protocol_radio",
-        "label": "ESP32-C6 coexisting multi-protocol radio stack sharing one antenna",
-        "nodes": [
-          "public_datasheets_esp32_c6_wi_fi_6",
-          "public_datasheets_esp32_c6_bluetooth_le_5_3",
-          "public_datasheets_esp32_c6_ieee_802_15_4",
-          "public_datasheets_esp32_c6_rf_module"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C6.pdf"
-      },
-      {
-        "id": "esp32_c61_security_subsystem",
-        "label": "ESP32-C61 security subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c61_secure_boot",
-          "public_datasheets_esp32_c61_flash_psram_encryption",
-          "public_datasheets_esp32_c61_ecdsa",
-          "public_datasheets_esp32_c61_trng",
-          "public_datasheets_esp32_c61_apm",
-          "public_datasheets_esp32_c61_power_glitch_detector"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C61.pdf"
-      },
-      {
-        "id": "esp32_h2_802154_application_protocols",
-        "label": "ESP32-H2 802.15.4 application-layer protocols",
-        "nodes": [
-          "public_datasheets_esp32_h2_ieee_802_15_4",
-          "public_datasheets_esp32_h2_thread",
-          "public_datasheets_esp32_h2_zigbee_3_0",
-          "public_datasheets_esp32_h2_matter"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-H2.pdf"
-      },
-      {
-        "id": "esp32_p4_image_voice_pipeline",
-        "label": "ESP32-P4 Image and Voice Processing Pipeline",
-        "nodes": [
-          "public_datasheets_esp32_p4_isp",
-          "public_datasheets_esp32_p4_jpeg_codec",
-          "public_datasheets_esp32_p4_ppa",
-          "public_datasheets_esp32_p4_h264_encoder",
-          "public_datasheets_esp32_p4_mipi_csi",
-          "public_datasheets_esp32_p4_mipi_dsi",
-          "public_datasheets_esp32_p4_vad"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-P4.pdf"
-      },
-      {
-        "id": "esp32_s3_wireless_stack",
-        "label": "ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)",
-        "nodes": [
-          "public_datasheets_esp32_s3_wifi",
-          "public_datasheets_esp32_s3_wifi_mac_baseband",
-          "public_datasheets_esp32_s3_bluetooth_le",
-          "public_datasheets_esp32_s3_ble_baseband",
-          "public_datasheets_esp32_s3_rf_module"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S3.pdf"
-      },
-      {
-        "id": "espressif_security_feature_family",
-        "label": "Common Espressif Security Feature Family",
-        "nodes": [
-          "public_datasheets_esp32_p4_secure_boot",
-          "public_datasheets_esp32_s2_secure_boot",
-          "public_datasheets_esp32_s3_secure_boot",
-          "public_datasheets_esp32_s2_flash_encryption",
-          "public_datasheets_esp32_s3_flash_encryption",
-          "public_datasheets_esp32_p4_xts_aes"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/datasheets/ESP32-S3.pdf"
-      },
-      {
-        "id": "esp32_s31_multiprotocol_radio_stack",
-        "label": "ESP32-S31 Multiprotocol Wireless Stack",
-        "nodes": [
-          "public_datasheets_esp32_s31_wifi6",
-          "public_datasheets_esp32_s31_bluetooth_54_le",
-          "public_datasheets_esp32_s31_bluetooth_classic",
-          "public_datasheets_esp32_s31_ieee_802154"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S31.pdf"
-      },
-      {
-        "id": "esp32_s31_security_subsystem",
-        "label": "ESP32-S31 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_s31_secure_boot",
-          "public_datasheets_esp32_s31_flash_psram_encryption",
-          "public_datasheets_esp32_s31_crypto_accelerators",
-          "public_datasheets_esp32_s31_huk_key_manager"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S31.pdf"
-      },
-      {
-        "id": "esp32_rtc_low_power_domain",
-        "label": "ESP32 RTC Low-Power Domain",
-        "nodes": [
-          "public_datasheets_esp32_rtc",
-          "public_datasheets_esp32_pmu",
-          "public_datasheets_esp32_ulp_coprocessor",
-          "public_datasheets_esp32_rtc_memory"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32.pdf"
-      },
-      {
-        "id": "devkit_common_hardware_controls",
-        "label": "Common DevKit Hardware Controls (Buttons, USB, LED)",
-        "nodes": [
-          "public_placas_esp32_c2_boot_rst_buttons",
-          "public_placas_esp32_c3_boot_rst_buttons",
-          "public_placas_esp32_c5_reset_boot_buttons",
-          "public_placas_esp32_c2_micro_usb_port",
-          "public_placas_esp32_c3_micro_usb_port",
-          "public_placas_esp32_c5_dual_usb_c_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.75,
-        "source_file": "public/placas/esp32-c2.png"
-      },
-      {
-        "id": "espressif_devkit_pinout_diagram_family",
-        "label": "Espressif DevKit Pinout Diagram Family (C2/C3/C5)",
-        "nodes": [
-          "public_placas_esp32_c2_devkit_pinout",
-          "public_placas_esp32_c3_devkit_pinout",
-          "public_placas_esp32_c5_devkit_pinout",
-          "public_placas_esp32_c5_espressif_branding"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.95,
-        "source_file": "public/placas/esp32-c3.png"
-      },
-      {
-        "id": "riscv_wireless_soc_spec_family",
-        "label": "RISC-V Single-Core Wireless SoC Spec Family",
-        "nodes": [
-          "public_placas_esp32_c2_specs",
-          "public_placas_esp32_c3_specs",
-          "public_placas_esp32_c5_specs"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-c5.png"
-      },
-      {
-        "id": "espressif_riscv_devkit_family",
-        "label": "Espressif RISC-V DevKit Board Diagrams",
-        "nodes": [
-          "public_placas_esp32_c6_board",
-          "public_placas_esp32_c61_board",
-          "public_placas_esp32_h2_board",
-          "public_placas_esp32_p4_board"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-c6.png"
-      },
-      {
-        "id": "devkit_programming_interface",
-        "label": "Common DevKit Programming/Flashing Interface",
-        "nodes": [
-          "public_placas_esp32_c6_reset_boot_buttons",
-          "public_placas_esp32_c61_reset_boot_buttons",
-          "public_placas_esp32_p4_reset_boot_buttons",
-          "public_placas_esp32_c6_usb_uart_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.75,
-        "source_file": "public/placas/esp32-c6.png"
-      },
-      {
-        "id": "esp32_p4_multimedia_peripherals",
-        "label": "ESP32-P4 EV Board Multimedia and Connectivity Peripherals",
-        "nodes": [
-          "public_placas_esp32_p4_mipi_dsi_csi",
-          "public_placas_esp32_p4_audio_subsystem",
-          "public_placas_esp32_p4_ethernet",
-          "public_placas_esp32_p4_usb_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/placas/esp32-p4.png"
-      },
-      {
-        "id": "esp32_s31_audio_subsystem",
-        "label": "ESP32-S31 Audio Subsystem",
-        "nodes": [
-          "public_placas_esp32_s31_audio_codec_chip",
-          "public_placas_esp32_s31_microphone",
-          "public_placas_esp32_s31_speaker_output_port"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-s31.png"
-      },
-      {
-        "id": "esp32_s31_connectivity_ports",
-        "label": "ESP32-S31 Connectivity Ports",
-        "nodes": [
-          "public_placas_esp32_s31_rj45_ethernet_port",
-          "public_placas_esp32_s31_usb_type_a_port",
-          "public_placas_esp32_s31_usb_serial_jtag_port",
-          "public_placas_esp32_s31_usb_type_c_uart_port"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-s31.png"
-      },
-      {
-        "id": "espressif_devkit_board_gallery",
-        "label": "Espressif ESP32 Dev Board Image Gallery",
-        "nodes": [
-          "public_placas_esp32_pinout_diagram",
-          "public_placas_esp32_s2_pinout_diagram",
-          "public_placas_esp32_s3_pinout_diagram",
-          "public_placas_esp32_s31_board_photo"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32.png"
-      }
-    ]
-  },
-  "nodes": [
-    {
-      "label": "route.js",
-      "file_type": "code",
-      "source_file": "app/api/placas/route.js",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_api_placas_route",
-      "community": 3,
-      "norm_label": "route.js"
-    },
-    {
-      "label": "GET()",
-      "file_type": "code",
-      "source_file": "app/api/placas/route.js",
-      "source_location": "L11",
-      "_origin": "ast",
-      "id": "app_api_placas_route_get",
-      "community": 3,
-      "norm_label": "get()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/catalogo/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_catalogo_page",
-      "community": 0,
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "PlacasPage()",
-      "file_type": "code",
-      "source_file": "app/catalogo/page.jsx",
-      "source_location": "L18",
-      "_origin": "ast",
-      "id": "app_catalogo_page_placaspage",
-      "community": 0,
-      "norm_label": "placaspage()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_comparacao_page",
-      "community": 0,
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "categoryIcons",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L28",
-      "_origin": "ast",
-      "id": "app_comparacao_page_categoryicons",
-      "community": 0,
-      "norm_label": "categoryicons"
-    },
-    {
-      "label": "Comparacao()",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L39",
-      "_origin": "ast",
-      "id": "app_comparacao_page_comparacao",
-      "community": 0,
-      "norm_label": "comparacao()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page",
-      "community": 0,
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "FrameworkDetail()",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L22",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page_frameworkdetail",
-      "community": 0,
-      "norm_label": "frameworkdetail()"
-    },
-    {
-      "label": "generateMetadata()",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
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-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32-s31.png"
-    },
-    {
-      "id": "espressif_devkit_board_gallery",
-      "label": "Espressif ESP32 Dev Board Image Gallery",
-      "nodes": [
-        "public_placas_esp32_pinout_diagram",
-        "public_placas_esp32_s2_pinout_diagram",
-        "public_placas_esp32_s3_pinout_diagram",
-        "public_placas_esp32_s31_board_photo"
-      ],
-      "relation": "participate_in",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32.png"
-    }
-  ],
-  "built_at_commit": "de4abf7cc7f0db0574ca1ac24d9947d2124be2da"
-}
\ No newline at end of file
diff --git a/graphify-out/2026-07-14/manifest.json b/graphify-out/2026-07-14/manifest.json
deleted file mode 100644
index 141bd14..0000000
--- a/graphify-out/2026-07-14/manifest.json
+++ /dev/null
@@ -1,357 +0,0 @@
-{
-  "app/api/placas/route.js": {
-    "mtime": 1784028542.890868,
-    "ast_hash": "292fa5aae92458ae0098d7fa41ccba72",
-    "semantic_hash": "292fa5aae92458ae0098d7fa41ccba72"
-  },
-  "app/catalogo/page.jsx": {
-    "mtime": 1784028542.890868,
-    "ast_hash": "72a4c176cf850cde1d4fe4f3ee49d73b",
-    "semantic_hash": "72a4c176cf850cde1d4fe4f3ee49d73b"
-  },
-  "app/comparacao/page.jsx": {
-    "mtime": 1784028542.890868,
-    "ast_hash": "5ac03d0fe6324872da30da6bab789989",
-    "semantic_hash": "5ac03d0fe6324872da30da6bab789989"
-  },
-  "app/frameworks/[key]/page.jsx": {
-    "mtime": 1784028542.8911717,
-    "ast_hash": "d9de72e32c9dcf7f0c31a0bf7818eafe",
-    "semantic_hash": "d9de72e32c9dcf7f0c31a0bf7818eafe"
-  },
-  "app/frameworks/page.jsx": {
-    "mtime": 1784028542.8911717,
-    "ast_hash": "5e279bbcefdd13b44223a87ed99325a9",
-    "semantic_hash": "5e279bbcefdd13b44223a87ed99325a9"
-  },
-  "app/glossario/page.jsx": {
-    "mtime": 1784028542.8911717,
-    "ast_hash": "a48fcc52da305726ba8120b09259a226",
-    "semantic_hash": "a48fcc52da305726ba8120b09259a226"
-  },
-  "app/layout.jsx": {
-    "mtime": 1784028542.8911717,
-    "ast_hash": "2d5c93ff40d043dcc807c7c5f479cc1e",
-    "semantic_hash": "2d5c93ff40d043dcc807c7c5f479cc1e"
-  },
-  "app/page.jsx": {
-    "mtime": 1784028542.8911717,
-    "ast_hash": "7889db722e90db47360774609726fe7e",
-    "semantic_hash": "7889db722e90db47360774609726fe7e"
-  },
-  "app/seletor/page.jsx": {
-    "mtime": 1784028542.8921716,
-    "ast_hash": "3800af380877bbc48a9a344bf9b67aba",
-    "semantic_hash": "3800af380877bbc48a9a344bf9b67aba"
-  },
-  "app/series/[key]/page.jsx": {
-    "mtime": 1784028542.893046,
-    "ast_hash": "cb4d219462c1262381c89a7934e41cb0",
-    "semantic_hash": "cb4d219462c1262381c89a7934e41cb0"
-  },
-  "app/series/page.jsx": {
-    "mtime": 1784028542.893046,
-    "ast_hash": "1993a1a26c7ecf4d4d09311acfbf4062",
-    "semantic_hash": "1993a1a26c7ecf4d4d09311acfbf4062"
-  },
-  "app/sobre/page.jsx": {
-    "mtime": 1784028542.893046,
-    "ast_hash": "95b946dc86f6a01506850cafb29af245",
-    "semantic_hash": "95b946dc86f6a01506850cafb29af245"
-  },
-  "components/BoardCard.jsx": {
-    "mtime": 1784028542.8931718,
-    "ast_hash": "20bb2df7129ddb4610e40665d35e0123",
-    "semantic_hash": "20bb2df7129ddb4610e40665d35e0123"
-  },
-  "components/CodeExample.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "d27b81c8e5d291bc0fbd0237d2664cfd",
-    "semantic_hash": "d27b81c8e5d291bc0fbd0237d2664cfd"
-  },
-  "components/ConnectionsDiagram.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "6298fff16eb50a793500b068226e0f6b",
-    "semantic_hash": "6298fff16eb50a793500b068226e0f6b"
-  },
-  "components/Footer.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "8301912e24a787f25f15c315312c1262",
-    "semantic_hash": "8301912e24a787f25f15c315312c1262"
-  },
-  "components/Header.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "ddae6c8f48e853c7e69c1601745849d6",
-    "semantic_hash": "ddae6c8f48e853c7e69c1601745849d6"
-  },
-  "components/Providers.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "d31db26b58629a807b7df4c4a3189772",
-    "semantic_hash": "d31db26b58629a807b7df4c4a3189772"
-  },
-  "components/SeriesTabMenu.jsx": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "41333d2683fb6eec4e0ce3c1e7df2b45",
-    "semantic_hash": "41333d2683fb6eec4e0ce3c1e7df2b45"
-  },
-  "eslint.config.mjs": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "cd28c192684b52caf16d8d1df068e272",
-    "semantic_hash": "cd28c192684b52caf16d8d1df068e272"
-  },
-  "jsconfig.json": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "21306b44064ae42bbbd715b1986abaf8",
-    "semantic_hash": "21306b44064ae42bbbd715b1986abaf8"
-  },
-  "next.config.mjs": {
-    "mtime": 1784028542.8937821,
-    "ast_hash": "21958f5752add43cc47ab0ff5172cd46",
-    "semantic_hash": "21958f5752add43cc47ab0ff5172cd46"
-  },
-  "package.json": {
-    "mtime": 1784028542.8951716,
-    "ast_hash": "ba7a64ba8723e44ff54603adc91751e1",
-    "semantic_hash": "ba7a64ba8723e44ff54603adc91751e1"
-  },
-  "postcss.config.mjs": {
-    "mtime": 1784028542.8951716,
-    "ast_hash": "675899342e765a4d16acd75a53389101",
-    "semantic_hash": "675899342e765a4d16acd75a53389101"
-  },
-  "public/conexoes/ESP32-C2.json": {
-    "mtime": 1784028542.8965435,
-    "ast_hash": "aad3b4f175c3dd386adbf368f15073f7",
-    "semantic_hash": "aad3b4f175c3dd386adbf368f15073f7"
-  },
-  "public/conexoes/ESP32-C3.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "5deecb15a45f0291802077cd24e4051b",
-    "semantic_hash": "5deecb15a45f0291802077cd24e4051b"
-  },
-  "public/conexoes/ESP32-C5.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "949d8facf94a56f254872c185a88d2a1",
-    "semantic_hash": "949d8facf94a56f254872c185a88d2a1"
-  },
-  "public/conexoes/ESP32-C6.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "84dceb481e501b68643300982832c8c7",
-    "semantic_hash": "84dceb481e501b68643300982832c8c7"
-  },
-  "public/conexoes/ESP32-C61.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "88aa2cadabff6bbd1ba662531e904df6",
-    "semantic_hash": "88aa2cadabff6bbd1ba662531e904df6"
-  },
-  "public/conexoes/ESP32-H2.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "61e9339e808c87642b618b322de424dd",
-    "semantic_hash": "61e9339e808c87642b618b322de424dd"
-  },
-  "public/conexoes/ESP32-P4.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "aec6bfdf220455851dea0619fa3954e8",
-    "semantic_hash": "aec6bfdf220455851dea0619fa3954e8"
-  },
-  "public/conexoes/ESP32-S2.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "4b6b0c563a63a59756227ef096141cd5",
-    "semantic_hash": "4b6b0c563a63a59756227ef096141cd5"
-  },
-  "public/conexoes/ESP32-S3.json": {
-    "mtime": 1784028542.8967931,
-    "ast_hash": "7d877331595d2677894a926714590c04",
-    "semantic_hash": "7d877331595d2677894a926714590c04"
-  },
-  "public/conexoes/ESP32-S31.json": {
-    "mtime": 1784028542.8971717,
-    "ast_hash": "0f3cd4f8f2741329ea93f18227b9f2a9",
-    "semantic_hash": "0f3cd4f8f2741329ea93f18227b9f2a9"
-  },
-  "public/conexoes/ESP32.json": {
-    "mtime": 1784028542.8971717,
-    "ast_hash": "0d111992e8707f75177cf8ec495519f1",
-    "semantic_hash": "0d111992e8707f75177cf8ec495519f1"
-  },
-  "public/exemplos/esp-adf.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "189f598b93c1b130dedce25d07513a30",
-    "semantic_hash": "189f598b93c1b130dedce25d07513a30"
-  },
-  "public/exemplos/esp-dsp.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "f3406d15617cf415888b07d688cdaf34",
-    "semantic_hash": "f3406d15617cf415888b07d688cdaf34"
-  },
-  "public/exemplos/esp-idf.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "28d7cf987af6c5d3a54ad1fe06571e91",
-    "semantic_hash": "28d7cf987af6c5d3a54ad1fe06571e91"
-  },
-  "public/exemplos/esp-matter.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "332c82ce14230250fd828db6e22cae44",
-    "semantic_hash": "332c82ce14230250fd828db6e22cae44"
-  },
-  "public/exemplos/esp-nn.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "186d382f96347dbae8be3b13c0252ad3",
-    "semantic_hash": "186d382f96347dbae8be3b13c0252ad3"
-  },
-  "public/exemplos/esp-who.c": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "2abc563b2750f0a823438a3e9b1c56c1",
-    "semantic_hash": "2abc563b2750f0a823438a3e9b1c56c1"
-  },
-  "public/exemplos/micropython.py": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "99c3b78148eee8632bb7772db61bdfdd",
-    "semantic_hash": "99c3b78148eee8632bb7772db61bdfdd"
-  },
-  "public/frameworks.json": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "3595f7219f3fcfd1b8d59ea741fab869",
-    "semantic_hash": "3595f7219f3fcfd1b8d59ea741fab869"
-  },
-  "public/series.json": {
-    "mtime": 1784028543.0671756,
-    "ast_hash": "bc5b9c159d066d50e955d28179e8c0ca",
-    "semantic_hash": "bc5b9c159d066d50e955d28179e8c0ca"
-  },
-  "start.config.js": {
-    "mtime": 1784028543.0671756,
-    "ast_hash": "a6a5cda80ac9eea57d50f14872a739d2",
-    "semantic_hash": "a6a5cda80ac9eea57d50f14872a739d2"
-  },
-  "README.md": {
-    "mtime": 1784028542.8901715,
-    "ast_hash": "e1c8b99e874c6cddc035c7ac900c9bbd",
-    "semantic_hash": "e1c8b99e874c6cddc035c7ac900c9bbd"
-  },
-  "public/google21a790a2c23c0ec5.html": {
-    "mtime": 1784028542.9760828,
-    "ast_hash": "c8e349cbe0172dc98e26385e09d67cc3",
-    "semantic_hash": "c8e349cbe0172dc98e26385e09d67cc3"
-  },
-  "public/datasheets/ESP32-C2 (ESP8684).pdf": {
-    "mtime": 1784028542.9001718,
-    "ast_hash": "36e6ee1a52e7293510d60c7adfc0fbaf",
-    "semantic_hash": "36e6ee1a52e7293510d60c7adfc0fbaf"
-  },
-  "public/datasheets/ESP32-C3.pdf": {
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-    "ast_hash": "25beb64276e6bc6c5d13d032e30847d9",
-    "semantic_hash": "25beb64276e6bc6c5d13d032e30847d9"
-  },
-  "public/datasheets/ESP32-C5.pdf": {
-    "mtime": 1784028542.9111722,
-    "ast_hash": "c1083a9504a574282a09f557e0343d48",
-    "semantic_hash": "c1083a9504a574282a09f557e0343d48"
-  },
-  "public/datasheets/ESP32-C6.pdf": {
-    "mtime": 1784028542.9171722,
-    "ast_hash": "66a7b580c6afff5becf9bd326bb675d4",
-    "semantic_hash": "66a7b580c6afff5becf9bd326bb675d4"
-  },
-  "public/datasheets/ESP32-C61.pdf": {
-    "mtime": 1784028542.9231725,
-    "ast_hash": "2f86d54475a006e9b0e41ba329560c5f",
-    "semantic_hash": "2f86d54475a006e9b0e41ba329560c5f"
-  },
-  "public/datasheets/ESP32-H2.pdf": {
-    "mtime": 1784028542.9301724,
-    "ast_hash": "460ea57a62c32646d12ae0088eb1a073",
-    "semantic_hash": "460ea57a62c32646d12ae0088eb1a073"
-  },
-  "public/datasheets/ESP32-P4.pdf": {
-    "mtime": 1784028542.948173,
-    "ast_hash": "aa3fc8de7dfa4e7d3ff40dd9e19fdb35",
-    "semantic_hash": "aa3fc8de7dfa4e7d3ff40dd9e19fdb35"
-  },
-  "public/datasheets/ESP32-S2.pdf": {
-    "mtime": 1784028542.9561732,
-    "ast_hash": "1e912b14670dde07253da71147ea2ded",
-    "semantic_hash": "1e912b14670dde07253da71147ea2ded"
-  },
-  "public/datasheets/ESP32-S3.pdf": {
-    "mtime": 1784028542.9641733,
-    "ast_hash": "cdb8a18273a761aff071e6a665867205",
-    "semantic_hash": "cdb8a18273a761aff071e6a665867205"
-  },
-  "public/datasheets/ESP32-S31.pdf": {
-    "mtime": 1784028542.9691734,
-    "ast_hash": "b2f7aa8b2cc16c18815abc5a1ddd566a",
-    "semantic_hash": "b2f7aa8b2cc16c18815abc5a1ddd566a"
-  },
-  "public/datasheets/ESP32.pdf": {
-    "mtime": 1784028542.9751735,
-    "ast_hash": "2354c04b871b3b6b294076c1fb953522",
-    "semantic_hash": "2354c04b871b3b6b294076c1fb953522"
-  },
-  "public/logo.png": {
-    "mtime": 1784028542.9761736,
-    "ast_hash": "1c0eae14654c8f5427c7141029ecd29e",
-    "semantic_hash": "1c0eae14654c8f5427c7141029ecd29e"
-  },
-  "public/placas/esp32-c2.png": {
-    "mtime": 1784028542.9771736,
-    "ast_hash": "3480aadf17ef57e93ee5afdfd934d896",
-    "semantic_hash": "3480aadf17ef57e93ee5afdfd934d896"
-  },
-  "public/placas/esp32-c3.png": {
-    "mtime": 1784028542.9791737,
-    "ast_hash": "85df0510a61dee5ffa581d912f5d68c9",
-    "semantic_hash": "85df0510a61dee5ffa581d912f5d68c9"
-  },
-  "public/placas/esp32-c5.png": {
-    "mtime": 1784028542.9811738,
-    "ast_hash": "6a59f4e23ac9ec5e319a77a6600fa343",
-    "semantic_hash": "6a59f4e23ac9ec5e319a77a6600fa343"
-  },
-  "public/placas/esp32-c6.png": {
-    "mtime": 1784028542.9841738,
-    "ast_hash": "0f836b438f62bb4b6237c9318346cdf2",
-    "semantic_hash": "0f836b438f62bb4b6237c9318346cdf2"
-  },
-  "public/placas/esp32-c61.png": {
-    "mtime": 1784028542.989174,
-    "ast_hash": "6734034067caa41374f2a4ca5064a7d3",
-    "semantic_hash": "6734034067caa41374f2a4ca5064a7d3"
-  },
-  "public/placas/esp32-h2.png": {
-    "mtime": 1784028542.993174,
-    "ast_hash": "7dceb269eb019ce826ef336dd57ab52c",
-    "semantic_hash": "7dceb269eb019ce826ef336dd57ab52c"
-  },
-  "public/placas/esp32-p4.png": {
-    "mtime": 1784028543.0061743,
-    "ast_hash": "c144c171692850ac257d00827dc674f5",
-    "semantic_hash": "c144c171692850ac257d00827dc674f5"
-  },
-  "public/placas/esp32-s2.png": {
-    "mtime": 1784028543.0091743,
-    "ast_hash": "670c4a12339f32fb32af2eebdc575892",
-    "semantic_hash": "670c4a12339f32fb32af2eebdc575892"
-  },
-  "public/placas/esp32-s3.png": {
-    "mtime": 1784028543.0161746,
-    "ast_hash": "52b96040d9c648f7c52aa4c8adac7e47",
-    "semantic_hash": "52b96040d9c648f7c52aa4c8adac7e47"
-  },
-  "public/placas/esp32-s31.png": {
-    "mtime": 1784028543.0621755,
-    "ast_hash": "5b970e68abce449015851cd5966525e3",
-    "semantic_hash": "5b970e68abce449015851cd5966525e3"
-  },
-  "public/placas/esp32.png": {
-    "mtime": 1784028543.0671756,
-    "ast_hash": "6791837138c1c5400db2ee07c9025627",
-    "semantic_hash": "6791837138c1c5400db2ee07c9025627"
-  },
-  "CLAUDE.md": {
-    "mtime": 1784029337.8254366,
-    "ast_hash": "0ea9488e278d2efd15e7c0b6e7cdca83",
-    "semantic_hash": "0ea9488e278d2efd15e7c0b6e7cdca83"
-  }
-}
\ No newline at end of file
diff --git a/graphify-out/2026-08-20/.graphify_labels.json b/graphify-out/2026-08-20/.graphify_labels.json
deleted file mode 100644
index 258f6eb..0000000
--- a/graphify-out/2026-08-20/.graphify_labels.json
+++ /dev/null
@@ -1,79 +0,0 @@
-{
-  "0": "Next.js App Pages",
-  "1": "ESP32 Original SoC Silicon",
-  "2": "Xtensa DevKit Board Diagrams",
-  "3": "Layout and Marketplace API",
-  "4": "ESP32-C2 DevKit and Branding",
-  "5": "C6/C61 Wi-Fi 6 DevKits",
-  "6": "Lint and Build Tooling",
-  "7": "ESP32-C61 Silicon Subsystems",
-  "8": "ESP32-C3 Silicon Subsystems",
-  "9": "ESP32-C5 Silicon Subsystems",
-  "10": "ESP32-H2 Silicon Subsystems",
-  "11": "ESPDocs Site Content Pillars",
-  "12": "ESP32-C6 Silicon Subsystems",
-  "13": "ESP32-P4 Silicon Subsystems",
-  "14": "ESP32-S3 Silicon Subsystems",
-  "15": "ESP32-S2 Silicon Subsystems",
-  "16": "ESP32-C2 Silicon Subsystems",
-  "17": "Classic Wi-Fi and BLE Radios",
-  "18": "Modern BLE and Wi-Fi 6 Radios",
-  "19": "802.15.4 Thread and Zigbee",
-  "20": "P4 Camera and Video Pipeline",
-  "21": "CPU Cores and SIMD Extensions",
-  "22": "JS Path Aliases",
-  "23": "ESP-Matter Code Example",
-  "24": "Shared GDMA Controllers",
-  "25": "RISC-V Core Speed Variants",
-  "26": "Secure Boot (Xtensa Family)",
-  "27": "Thread 1.4 Zigbee Radio",
-  "28": "Bluetooth LE 5.3 Variants",
-  "29": "RISC-V Core Clock Variants",
-  "30": "Secure Boot (RISC-V Family)",
-  "31": "ESP-NN Code Example",
-  "32": "ESP-WHO Code Example",
-  "33": "Next.js Config",
-  "34": "PostCSS Config",
-  "35": "TEE and Permission Control",
-  "36": "ESP-ADF Code Example",
-  "37": "ESP-DSP Code Example",
-  "38": "ESP-IDF Code Example",
-  "39": "MicroPython Example",
-  "40": "Start Config Script",
-  "41": "eslint.config.mjs",
-  "42": "page.jsx",
-  "43": "page.jsx",
-  "44": "ConnectionsDiagram.jsx",
-  "45": "page.jsx",
-  "46": "page.jsx",
-  "47": "page.jsx",
-  "48": "Header.jsx",
-  "49": "route.js",
-  "50": "page.jsx",
-  "51": "page.jsx",
-  "52": "page.jsx",
-  "53": "page.jsx",
-  "54": "CLAUDE.md",
-  "55": "BoardCard.jsx",
-  "56": "CodeExample.jsx",
-  "57": "Footer.jsx",
-  "58": "Providers.jsx",
-  "59": "SeriesTabMenu.jsx",
-  "60": "Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)",
-  "61": "API do Marketplace (app/api/placas/route.js)",
-  "62": "Comparação de Séries",
-  "63": "Diagramas Interativos de Conexões",
-  "64": "Exemplos de Código",
-  "65": "Frameworks ESP32 (ESP-IDF, Arduino, MicroPython)",
-  "66": "Google Sheets API Integration",
-  "67": "GOOGLE_SHEETS_API_KEY env var",
-  "68": "Marketplace de Placas (Catálogo)",
-  "69": "Material-UI",
-  "70": "Licença MIT",
-  "71": "Next.js 15 App Router",
-  "72": "React 19",
-  "73": "Séries ESP32",
-  "74": "Tailwind CSS 4",
-  "75": "Projeto não oficial (sem afiliação Espressif)",
-  "76": "Deploy na Vercel"
-}
diff --git a/graphify-out/2026-08-20/GRAPH_REPORT.md b/graphify-out/2026-08-20/GRAPH_REPORT.md
deleted file mode 100644
index 86b2684..0000000
--- a/graphify-out/2026-08-20/GRAPH_REPORT.md
+++ /dev/null
@@ -1,288 +0,0 @@
-# Graph Report - espdocs  (2026-07-14)
-
-## Corpus Check
-- 47 files · ~535,253 words
-- Verdict: corpus is large enough that graph structure adds value.
-
-## Summary
-- 510 nodes · 554 edges · 77 communities (53 shown, 24 thin omitted)
-- Extraction: 81% EXTRACTED · 19% INFERRED · 0% AMBIGUOUS · INFERRED: 104 edges (avg confidence: 0.87)
-- Token cost: 0 input · 0 output
-
-## Graph Freshness
-- Built from commit: `de4abf7c`
-- Run `git rev-parse HEAD` and compare to check if the graph is stale.
-- Run `graphify update .` after code changes (no API cost).
-
-## Community Hubs (Navigation)
-- ESP32 Original SoC Silicon
-- Xtensa DevKit Board Diagrams
-- Layout and Marketplace API
-- ESP32-C2 DevKit and Branding
-- C6/C61 Wi-Fi 6 DevKits
-- Lint and Build Tooling
-- ESP32-C61 Silicon Subsystems
-- ESP32-C3 Silicon Subsystems
-- ESP32-C5 Silicon Subsystems
-- ESP32-H2 Silicon Subsystems
-- ESPDocs Site Content Pillars
-- ESP32-C6 Silicon Subsystems
-- ESP32-P4 Silicon Subsystems
-- ESP32-S3 Silicon Subsystems
-- ESP32-S2 Silicon Subsystems
-- ESP32-C2 Silicon Subsystems
-- Classic Wi-Fi and BLE Radios
-- Modern BLE and Wi-Fi 6 Radios
-- 802.15.4 Thread and Zigbee
-- P4 Camera and Video Pipeline
-- CPU Cores and SIMD Extensions
-- JS Path Aliases
-- ESP-Matter Code Example
-- Shared GDMA Controllers
-- RISC-V Core Speed Variants
-- Secure Boot (Xtensa Family)
-- Thread 1.4 Zigbee Radio
-- Bluetooth LE 5.3 Variants
-- RISC-V Core Clock Variants
-- Secure Boot (RISC-V Family)
-- ESP-NN Code Example
-- Next.js Config
-- PostCSS Config
-- TEE and Permission Control
-- eslint.config.mjs
-- page.jsx
-- ConnectionsDiagram.jsx
-- page.jsx
-- page.jsx
-- CLAUDE.md
-- Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)
-- API do Marketplace (app/api/placas/route.js)
-- Comparação de Séries
-- Diagramas Interativos de Conexões
-- Exemplos de Código
-- Frameworks ESP32 (ESP-IDF, Arduino, MicroPython)
-- Google Sheets API Integration
-- GOOGLE_SHEETS_API_KEY env var
-- Marketplace de Placas (Catálogo)
-- Material-UI
-- Licença MIT
-- Next.js 15 App Router
-- React 19
-- Séries ESP32
-- Tailwind CSS 4
-- Projeto não oficial (sem afiliação Espressif)
-- Deploy na Vercel
-
-## God Nodes (most connected - your core abstractions)
-1. `ESP32-C5 Series` - 28 edges
-2. `ESP32-S31 SoC` - 25 edges
-3. `ESP32-C6 SoC` - 23 edges
-4. `ESP32-H2 SoC` - 23 edges
-5. `ESP32-S3 Series SoC` - 23 edges
-6. `ESP32-C3 Series` - 21 edges
-7. `ESP32-C61 SoC` - 21 edges
-8. `ESP32-P4 Series SoC` - 21 edges
-9. `ESP8684 Series (ESP32-C2)` - 17 edges
-10. `ESP32-S2 Series SoC` - 17 edges
-
-## Surprising Connections (you probably didn't know these)
-- `Google Site Verification Token` --conceptually_related_to--> `ESPDocs - Documentação ESP32 em Português`  [AMBIGUOUS]
-  public/google21a790a2c23c0ec5.html → README.md
-- `Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG)` --semantically_similar_to--> `Crypto Accelerators (SHA, AES, RSA, HMAC, RSA_DS, RNG)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-P4.pdf → public/datasheets/ESP32-S3.pdf
-- `ULP Coprocessor (ULP-RISC-V, ULP-FSM)` --semantically_similar_to--> `ULP Coprocessor (ULP-RISC-V, ULP-FSM)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-S3.pdf → public/datasheets/ESP32-S2.pdf
-- `RISC-V 32-bit Single-Core CPU (120 MHz)` --semantically_similar_to--> `RISC-V 32-bit Single-Core CPU (160 MHz)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-- `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)` --semantically_similar_to--> `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-
-## Import Cycles
-- None detected.
-
-## Hyperedges (group relationships)
-- **Stack frontend do ESPDocs** — readme_nextjs_app_router, readme_react19, readme_tailwind_css, readme_material_ui [EXTRACTED 1.00]
-- **Fluxo de dados do Marketplace de Placas** — readme_marketplace_placas, readme_api_placas_route, readme_google_sheets_api, readme_google_sheets_api_key [INFERRED 0.85]
-- **Pilares de conteúdo do ESPDocs** — readme_series_esp32, readme_frameworks, readme_comparacao, readme_diagramas_interativos, readme_exemplos_codigo, readme_marketplace_placas [EXTRACTED 1.00]
-- **ESP8684 Security Subsystem** — public_datasheets_esp32_c2__esp8684__secure_boot, public_datasheets_esp32_c2__esp8684__flash_encryption, public_datasheets_esp32_c2__esp8684__ecc_accelerator, public_datasheets_esp32_c2__esp8684__sha_accelerator, public_datasheets_esp32_c2__esp8684__rng [EXTRACTED 1.00]
-- **ESP32-C3 Security Subsystem** — public_datasheets_esp32_c3_aes_accelerator, public_datasheets_esp32_c3_sha_accelerator, public_datasheets_esp32_c3_rsa_accelerator, public_datasheets_esp32_c3_hmac_digital_signature, public_datasheets_esp32_c3_secure_boot, public_datasheets_esp32_c3_flash_encryption, public_datasheets_esp32_c3_rng [EXTRACTED 1.00]
-- **ESP32-C5 Multiprotocol Radio Stack** — public_datasheets_esp32_c5_wi_fi_6_dual_band, public_datasheets_esp32_c5_bluetooth_le_5, public_datasheets_esp32_c5_ieee_802_15_4, public_datasheets_esp32_c5_thread_1_4, public_datasheets_esp32_c5_zigbee_3_0, public_datasheets_esp32_c5_rf_module [EXTRACTED 1.00]
-- **ESP32-C6 coexisting multi-protocol radio stack sharing one antenna** — public_datasheets_esp32_c6_wi_fi_6, public_datasheets_esp32_c6_bluetooth_le_5_3, public_datasheets_esp32_c6_ieee_802_15_4, public_datasheets_esp32_c6_rf_module [EXTRACTED 1.00]
-- **ESP32-C61 security subsystem** — public_datasheets_esp32_c61_secure_boot, public_datasheets_esp32_c61_flash_psram_encryption, public_datasheets_esp32_c61_ecdsa, public_datasheets_esp32_c61_trng, public_datasheets_esp32_c61_apm, public_datasheets_esp32_c61_power_glitch_detector [EXTRACTED 1.00]
-- **ESP32-H2 802.15.4 application-layer protocols** — public_datasheets_esp32_h2_ieee_802_15_4, public_datasheets_esp32_h2_thread, public_datasheets_esp32_h2_zigbee_3_0, public_datasheets_esp32_h2_matter [EXTRACTED 1.00]
-- **ESP32-P4 Image and Voice Processing Pipeline** — public_datasheets_esp32_p4_isp, public_datasheets_esp32_p4_jpeg_codec, public_datasheets_esp32_p4_ppa, public_datasheets_esp32_p4_h264_encoder, public_datasheets_esp32_p4_mipi_csi, public_datasheets_esp32_p4_mipi_dsi, public_datasheets_esp32_p4_vad [EXTRACTED 1.00]
-- **ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)** — public_datasheets_esp32_s3_wifi, public_datasheets_esp32_s3_wifi_mac_baseband, public_datasheets_esp32_s3_bluetooth_le, public_datasheets_esp32_s3_ble_baseband, public_datasheets_esp32_s3_rf_module [EXTRACTED 1.00]
-- **Common Espressif Security Feature Family** — public_datasheets_esp32_p4_secure_boot, public_datasheets_esp32_s2_secure_boot, public_datasheets_esp32_s3_secure_boot, public_datasheets_esp32_s2_flash_encryption, public_datasheets_esp32_s3_flash_encryption, public_datasheets_esp32_p4_xts_aes [INFERRED 0.85]
-- **ESP32-S31 Multiprotocol Wireless Stack** — public_datasheets_esp32_s31_wifi6, public_datasheets_esp32_s31_bluetooth_54_le, public_datasheets_esp32_s31_bluetooth_classic, public_datasheets_esp32_s31_ieee_802154 [EXTRACTED 1.00]
-- **ESP32-S31 Security Subsystem** — public_datasheets_esp32_s31_secure_boot, public_datasheets_esp32_s31_flash_psram_encryption, public_datasheets_esp32_s31_crypto_accelerators, public_datasheets_esp32_s31_huk_key_manager [EXTRACTED 1.00]
-- **ESP32 RTC Low-Power Domain** — public_datasheets_esp32_rtc, public_datasheets_esp32_pmu, public_datasheets_esp32_ulp_coprocessor, public_datasheets_esp32_rtc_memory [EXTRACTED 1.00]
-- **Common DevKit Hardware Controls (Buttons, USB, LED)** — public_placas_esp32_c2_boot_rst_buttons, public_placas_esp32_c3_boot_rst_buttons, public_placas_esp32_c5_reset_boot_buttons, public_placas_esp32_c2_micro_usb_port, public_placas_esp32_c3_micro_usb_port, public_placas_esp32_c5_dual_usb_c_ports [INFERRED 0.75]
-- **Espressif DevKit Pinout Diagram Family (C2/C3/C5)** — public_placas_esp32_c2_devkit_pinout, public_placas_esp32_c3_devkit_pinout, public_placas_esp32_c5_devkit_pinout, public_placas_esp32_c5_espressif_branding [INFERRED 0.95]
-- **RISC-V Single-Core Wireless SoC Spec Family** — public_placas_esp32_c2_specs, public_placas_esp32_c3_specs, public_placas_esp32_c5_specs [INFERRED 0.85]
-- **Espressif RISC-V DevKit Board Diagrams** — public_placas_esp32_c6_board, public_placas_esp32_c61_board, public_placas_esp32_h2_board, public_placas_esp32_p4_board [INFERRED 0.85]
-- **Common DevKit Programming/Flashing Interface** — public_placas_esp32_c6_reset_boot_buttons, public_placas_esp32_c61_reset_boot_buttons, public_placas_esp32_p4_reset_boot_buttons, public_placas_esp32_c6_usb_uart_ports [INFERRED 0.75]
-- **ESP32-P4 EV Board Multimedia and Connectivity Peripherals** — public_placas_esp32_p4_mipi_dsi_csi, public_placas_esp32_p4_audio_subsystem, public_placas_esp32_p4_ethernet, public_placas_esp32_p4_usb_ports [EXTRACTED 1.00]
-- **ESP32-S31 Audio Subsystem** — public_placas_esp32_s31_audio_codec_chip, public_placas_esp32_s31_microphone, public_placas_esp32_s31_speaker_output_port [INFERRED 0.85]
-- **ESP32-S31 Connectivity Ports** — public_placas_esp32_s31_rj45_ethernet_port, public_placas_esp32_s31_usb_type_a_port, public_placas_esp32_s31_usb_serial_jtag_port, public_placas_esp32_s31_usb_type_c_uart_port [INFERRED 0.85]
-- **Espressif ESP32 Dev Board Image Gallery** — public_placas_esp32_pinout_diagram, public_placas_esp32_s2_pinout_diagram, public_placas_esp32_s3_pinout_diagram, public_placas_esp32_s31_board_photo [INFERRED 0.85]
-
-## Communities (77 total, 24 thin omitted)
-
-### Community 1 - "ESP32 Original SoC Silicon"
-Cohesion: 0.06
-Nodes (46): Bluetooth v4.2 BR/EDR and LE Dual Mode, ESP32 SoC, Cryptographic Hardware Acceleration (AES, SHA-2, RSA, RNG), 8-bit DAC, Ethernet MAC with IEEE 1588, Flash Encryption, Power Management Unit / Power Modes, 448 KB ROM (+38 more)
-
-### Community 2 - "Xtensa DevKit Board Diagrams"
-Cohesion: 0.09
-Nodes (31): ESP32 CP2102 USB-UART Bridge, ESP32 EN and Boot Buttons, ESP32 Micro-USB Port, ESP32-DevKitC Pinout Diagram, ESP32-S2 BOOT and RESET Buttons, ESP32-S2-DevKitC-1 Pinout Diagram, ESP32-S2 RGB LED @ IO18, ESP32-S2-SOLO Module (+23 more)
-
-### Community 3 - "Layout and Marketplace API"
-Cohesion: 0.09
-Nodes (23): @emotion/react, @emotion/styled, framer-motion, googleapis, lucide-react, @mui/icons-material, @mui/material, next (+15 more)
-
-### Community 4 - "ESP32-C2 DevKit and Branding"
-Cohesion: 0.10
-Nodes (28): Gear + Circuit Traces + Sprouting Plant Motif, Globe and Shield/Clock IoT Icons, ESPDocs Project Logo, Boot and RST Buttons (ESP8684-DevKitM-1), ESP8684-DevKitM-1 Pinout Diagram (ESP32-C2), Dual 2x Pin Header Castellated Layout, Micro-USB Port (ESP8684-DevKitM-1), ESP8684-MINI-1 Module with PCB Antenna (+20 more)
-
-### Community 5 - "C6/C61 Wi-Fi 6 DevKits"
-Cohesion: 0.09
-Nodes (27): ESP32-C61-DevKitC-1 Pinout Diagram, ESP32-C61 RESET and BOOT Buttons, ESP32-C61 Specs: RISC-V 160MHz, Wi-Fi 6, BLE 5, ESP32-C61 UART and USB Type-C Ports, ESP32-C61-WROOM-1 Module, ESP32-C6-DevKitC-1 Pinout Diagram, ESP32-C6 RESET and BOOT Buttons, ESP32-C6 RGB LED on GPIO8 (+19 more)
-
-### Community 6 - "Lint and Build Tooling"
-Cohesion: 0.10
-Nodes (19): eslint, eslint-config-next, @eslint/eslintrc, devDependencies, eslint, eslint-config-next, @eslint/eslintrc, tailwindcss (+11 more)
-
-### Community 7 - "ESP32-C61 Silicon Subsystems"
-Cohesion: 0.10
-Nodes (20): Access Permission Management (APM), Digital Signature - ECDSA, ESP32-C61 SoC, Event Task Matrix (ETM), Flash/PSRAM Encryption (XTS-AES), General DMA Controller (GDMA), L1 Cache 32 KB, Power Management Unit (PMU) (+12 more)
-
-### Community 8 - "ESP32-C3 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (19): AES-128/256 Accelerator (FIPS PUB 197), 4096-bit eFuse Memory, ESP32-C3 Series, Flash Encryption, 22 Programmable GPIOs, HMAC and Digital Signature, Power Management Unit / RTC, QFN32 (5x5 mm) Package (+11 more)
-
-### Community 9 - "ESP32-C5 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): APM and TEE Controller, ECDSA Accelerator, ESP32-C5 Series, Event Task Matrix (ETM), External Flash/PSRAM Controller with Cache, 29 GPIOs, HP SRAM 384 KB, Key Manager (+10 more)
-
-### Community 10 - "ESP32-H2 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): TEE Controller and Access Permission Management (APM), ESP32-H2 SoC, Event Task Matrix (ETM), Flash Encryption, General DMA Controller (GDMA), 2 MB or 4 MB In-Package Flash, LP Memory 4 KB, Motor Control PWM (MCPWM) (+10 more)
-
-### Community 11 - "ESPDocs Site Content Pillars"
-Cohesion: 0.12
-Nodes (15): Google Site Verification Token, 👤 Autor, Configuração do Marketplace (Opcional), 🤝 Contribuindo, 🚀 Deploy on Vercel, ⚠️ Disclaimer, ESPDocs - Documentação ESP32 em Português, 📁 Estrutura do Projeto (+7 more)
-
-### Community 12 - "ESP32-C6 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): Wi-Fi 6 (IEEE 802.11ax, 2.4 GHz), 4096-bit eFuse Memory, ESP32-C6 SoC, Event Task Matrix (ETM), General DMA Controller (GDMA), HP SRAM 512 KB, LP RISC-V 32-bit Processor (20 MHz), LP SRAM 16 KB (+9 more)
-
-### Community 13 - "ESP32-P4 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (17): ESP32-P4 Series SoC, Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG), ECDSA Digital Signature Peripheral (ECDSA_DS), Ethernet MAC (EMAC), I3C Master and Slave, Key Manager (HUK from SRAM PUF), 768 KB HP L2MEM, RISC-V 32-bit Single-Core LP CPU (40 MHz) (+9 more)
-
-### Community 14 - "ESP32-S3 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): GDMA / VDMA / 2D-DMA Controllers, Touch Sensor, USB 2.0 High-Speed OTG, ESP32-S3 Series SoC, 4096-bit eFuse Memory, General DMA Controller (GDMA), L1 Cache, LCD Interface and DVP Camera Interface (+9 more)
-
-### Community 15 - "ESP32-S2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (16): ESP32-S2 Series SoC, Crypto Accelerators (AES, SHA, RSA, HMAC, RNG, Digital Signature), Two 8-bit DACs, 4096-bit eFuse OTP, Flash Encryption, Power Management Unit and Five Power Modes, 128 KB ROM, RTC Memory (16 KB RTC SRAM) (+8 more)
-
-### Community 16 - "ESP32-C2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (15): ECC Accelerator, ESP8684 Series (ESP32-C2), Flash Encryption, 14 Programmable GPIOs, In-package Flash (2 MB / 4 MB), Power Management Unit / Deep-sleep, QFN24 (4x4 mm) Package, Random Number Generator (RNG) (+7 more)
-
-### Community 17 - "Classic Wi-Fi and BLE Radios"
-Cohesion: 0.25
-Nodes (8): RF Module (Balun, PA, LNA, RF Synthesizer), 2.4 GHz Wi-Fi (802.11 b/g/n), Wi-Fi MAC and Baseband, Bluetooth LE Baseband and Link Controller, Bluetooth 5 LE and Bluetooth Mesh, RF Module (Balun, PA, LNA, Antenna Switch), 2.4 GHz Wi-Fi (IEEE 802.11 b/g/n), Wi-Fi MAC and Baseband
-
-### Community 18 - "Modern BLE and Wi-Fi 6 Radios"
-Cohesion: 0.38
-Nodes (7): Bluetooth LE 5.3, 2.4 GHz RF Module (Balun, PA, LNA), 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 / Bluetooth mesh, 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 (Core 6.0) / Bluetooth mesh 1.1, Dual-band Wi-Fi 6 (IEEE 802.11ax, 2.4/5 GHz)
-
-### Community 19 - "802.15.4 Thread and Zigbee"
-Cohesion: 0.38
-Nodes (7): IEEE 802.15.4, Thread 1.3, Zigbee 3.0, IEEE 802.15.4, Matter, Thread, Zigbee 3.0
-
-### Community 20 - "P4 Camera and Video Pipeline"
-Cohesion: 0.29
-Nodes (7): H264 Encoder, Image Processing Subsystem, Image Signal Processor (ISP), JPEG Codec, MIPI CSI, MIPI DSI, Pixel-Processing Accelerator (PPA)
-
-### Community 21 - "CPU Cores and SIMD Extensions"
-Cohesion: 0.33
-Nodes (6): RISC-V 32-bit Dual-Core HP CPU (400 MHz), Processor Instruction Extensions (SIMD/AI), Xtensa Single-Core 32-bit LX7 Microprocessor (240 MHz), Single Precision Floating Point Unit (FPU), 128-bit Data Bus and Dedicated SIMD Instructions, Xtensa Dual-Core 32-bit LX7 Microprocessor (240 MHz)
-
-### Community 22 - "JS Path Aliases"
-Cohesion: 0.40
-Nodes (4): compilerOptions, paths, @/*, ./*
-
-### Community 24 - "Shared GDMA Controllers"
-Cohesion: 0.67
-Nodes (3): GDMA Controller, GDMA Controller (3 TX / 3 RX), GDMA Controller (3 TX / 3 RX)
-
-### Community 25 - "RISC-V Core Speed Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core CPU (120 MHz), RISC-V 32-bit Single-Core CPU (160 MHz), HP RISC-V 32-bit Processor (240 MHz)
-
-### Community 26 - "Secure Boot (Xtensa Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-### Community 27 - "Thread 1.4 Zigbee Radio"
-Cohesion: 0.67
-Nodes (3): IEEE 802.15.4 Radio, Thread 1.4, Zigbee 3.0
-
-### Community 28 - "Bluetooth LE 5.3 Variants"
-Cohesion: 0.67
-Nodes (3): Bluetooth LE (Core 6.0 certified), Bluetooth LE 5.3, Bluetooth LE 5.3
-
-### Community 29 - "RISC-V Core Clock Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core Processor (160 MHz), HP RISC-V 32-bit Processor (160 MHz), RISC-V 32-bit Single-Core Processor (96 MHz)
-
-### Community 30 - "Secure Boot (RISC-V Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-### Community 35 - "TEE and Permission Control"
-Cohesion: 0.40
-Nodes (3): inter, metadata, outfit
-
-### Community 41 - "eslint.config.mjs"
-Cohesion: 0.40
-Nodes (4): compat, __dirname, eslintConfig, __filename
-
-### Community 43 - "page.jsx"
-Cohesion: 0.67
-Nodes (3): getOptionIcon(), iconMap, Seletor()
-
-### Community 44 - "ConnectionsDiagram.jsx"
-Cohesion: 0.67
-Nodes (3): ConnectionsDiagram(), FILTER_CATEGORIES, type_colors
-
-## Ambiguous Edges - Review These
-- `ESPDocs - Documentação ESP32 em Português` → `Google Site Verification Token`  [AMBIGUOUS]
-  public/google21a790a2c23c0ec5.html · relation: conceptually_related_to
-
-## Knowledge Gaps
-- **225 isolated node(s):** `categoryIcons`, `metadata`, `outfit`, `inter`, `metadata` (+220 more)
-  These have ≤1 connection - possible missing edges or undocumented components.
-- **24 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
-
-## Suggested Questions
-_Questions this graph is uniquely positioned to answer:_
-
-- **What is the exact relationship between `ESPDocs - Documentação ESP32 em Português` and `Google Site Verification Token`?**
-  _Edge tagged AMBIGUOUS (relation: conceptually_related_to) - confidence is low._
-- **Why does `ESP32-S3 Series SoC` connect `ESP32-S3 Silicon Subsystems` to `ESP32-P4 Silicon Subsystems`, `ESP32-S2 Silicon Subsystems`, `Classic Wi-Fi and BLE Radios`, `CPU Cores and SIMD Extensions`, `Secure Boot (RISC-V Family)`?**
-  _High betweenness centrality (0.014) - this node is a cross-community bridge._
-- **Why does `ESP32-C6 SoC` connect `ESP32-C6 Silicon Subsystems` to `ESP32-C61 Silicon Subsystems`, `ESP32-H2 Silicon Subsystems`, `Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)`, `802.15.4 Thread and Zigbee`, `Bluetooth LE 5.3 Variants`, `RISC-V Core Clock Variants`?**
-  _High betweenness centrality (0.012) - this node is a cross-community bridge._
-- **Why does `ESP32-P4 Series SoC` connect `ESP32-P4 Silicon Subsystems` to `P4 Camera and Video Pipeline`, `CPU Cores and SIMD Extensions`, `ESP32-S3 Silicon Subsystems`, `Secure Boot (RISC-V Family)`?**
-  _High betweenness centrality (0.011) - this node is a cross-community bridge._
-- **Are the 2 inferred relationships involving `ESP32-C6 SoC` (e.g. with `ESP32-C61 SoC` and `ESP32-H2 SoC`) actually correct?**
-  _`ESP32-C6 SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **Are the 2 inferred relationships involving `ESP32-S3 Series SoC` (e.g. with `ESP32-P4 Series SoC` and `ESP32-S2 Series SoC`) actually correct?**
-  _`ESP32-S3 Series SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **What connects `categoryIcons`, `metadata`, `outfit` to the rest of the system?**
-  _225 weakly-connected nodes found - possible documentation gaps or missing edges._
\ No newline at end of file
diff --git a/graphify-out/2026-08-20/cost.json b/graphify-out/2026-08-20/cost.json
deleted file mode 100644
index cc887bd..0000000
--- a/graphify-out/2026-08-20/cost.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
-  "runs": [
-    {
-      "date": "2026-07-14T11:40:04.053012+00:00",
-      "input_tokens": 435411,
-      "output_tokens": 0,
-      "files": 70
-    }
-  ],
-  "total_input_tokens": 435411,
-  "total_output_tokens": 0
-}
\ No newline at end of file
diff --git a/graphify-out/2026-08-20/graph.json b/graphify-out/2026-08-20/graph.json
deleted file mode 100644
index 5b4d244..0000000
--- a/graphify-out/2026-08-20/graph.json
+++ /dev/null
@@ -1,12985 +0,0 @@
-{
-  "directed": false,
-  "multigraph": false,
-  "graph": {
-    "hyperedges": [
-      {
-        "id": "espdocs_frontend_stack",
-        "label": "Stack frontend do ESPDocs",
-        "nodes": [
-          "readme_nextjs_app_router",
-          "readme_react19",
-          "readme_tailwind_css",
-          "readme_material_ui"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "marketplace_data_flow",
-        "label": "Fluxo de dados do Marketplace de Placas",
-        "nodes": [
-          "readme_marketplace_placas",
-          "readme_api_placas_route",
-          "readme_google_sheets_api",
-          "readme_google_sheets_api_key"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "README.md"
-      },
-      {
-        "id": "espdocs_content_pillars",
-        "label": "Pilares de conte\u00fado do ESPDocs",
-        "nodes": [
-          "readme_series_esp32",
-          "readme_frameworks",
-          "readme_comparacao",
-          "readme_diagramas_interativos",
-          "readme_exemplos_codigo",
-          "readme_marketplace_placas"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "esp8684_security_subsystem",
-        "label": "ESP8684 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c2__esp8684__secure_boot",
-          "public_datasheets_esp32_c2__esp8684__flash_encryption",
-          "public_datasheets_esp32_c2__esp8684__ecc_accelerator",
-          "public_datasheets_esp32_c2__esp8684__sha_accelerator",
-          "public_datasheets_esp32_c2__esp8684__rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C2 (ESP8684).pdf"
-      },
-      {
-        "id": "esp32_c3_security_subsystem",
-        "label": "ESP32-C3 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c3_aes_accelerator",
-          "public_datasheets_esp32_c3_sha_accelerator",
-          "public_datasheets_esp32_c3_rsa_accelerator",
-          "public_datasheets_esp32_c3_hmac_digital_signature",
-          "public_datasheets_esp32_c3_secure_boot",
-          "public_datasheets_esp32_c3_flash_encryption",
-          "public_datasheets_esp32_c3_rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C3.pdf"
-      },
-      {
-        "id": "esp32_c5_multiprotocol_radio_stack",
-        "label": "ESP32-C5 Multiprotocol Radio Stack",
-        "nodes": [
-          "public_datasheets_esp32_c5_wi_fi_6_dual_band",
-          "public_datasheets_esp32_c5_bluetooth_le_5",
-          "public_datasheets_esp32_c5_ieee_802_15_4",
-          "public_datasheets_esp32_c5_thread_1_4",
-          "public_datasheets_esp32_c5_zigbee_3_0",
-          "public_datasheets_esp32_c5_rf_module"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C5.pdf"
-      },
-      {
-        "id": "esp32_c6_multi_protocol_radio",
-        "label": "ESP32-C6 coexisting multi-protocol radio stack sharing one antenna",
-        "nodes": [
-          "public_datasheets_esp32_c6_wi_fi_6",
-          "public_datasheets_esp32_c6_bluetooth_le_5_3",
-          "public_datasheets_esp32_c6_ieee_802_15_4",
-          "public_datasheets_esp32_c6_rf_module"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C6.pdf"
-      },
-      {
-        "id": "esp32_c61_security_subsystem",
-        "label": "ESP32-C61 security subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c61_secure_boot",
-          "public_datasheets_esp32_c61_flash_psram_encryption",
-          "public_datasheets_esp32_c61_ecdsa",
-          "public_datasheets_esp32_c61_trng",
-          "public_datasheets_esp32_c61_apm",
-          "public_datasheets_esp32_c61_power_glitch_detector"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C61.pdf"
-      },
-      {
-        "id": "esp32_h2_802154_application_protocols",
-        "label": "ESP32-H2 802.15.4 application-layer protocols",
-        "nodes": [
-          "public_datasheets_esp32_h2_ieee_802_15_4",
-          "public_datasheets_esp32_h2_thread",
-          "public_datasheets_esp32_h2_zigbee_3_0",
-          "public_datasheets_esp32_h2_matter"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-H2.pdf"
-      },
-      {
-        "id": "esp32_p4_image_voice_pipeline",
-        "label": "ESP32-P4 Image and Voice Processing Pipeline",
-        "nodes": [
-          "public_datasheets_esp32_p4_isp",
-          "public_datasheets_esp32_p4_jpeg_codec",
-          "public_datasheets_esp32_p4_ppa",
-          "public_datasheets_esp32_p4_h264_encoder",
-          "public_datasheets_esp32_p4_mipi_csi",
-          "public_datasheets_esp32_p4_mipi_dsi",
-          "public_datasheets_esp32_p4_vad"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-P4.pdf"
-      },
-      {
-        "id": "esp32_s3_wireless_stack",
-        "label": "ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)",
-        "nodes": [
-          "public_datasheets_esp32_s3_wifi",
-          "public_datasheets_esp32_s3_wifi_mac_baseband",
-          "public_datasheets_esp32_s3_bluetooth_le",
-          "public_datasheets_esp32_s3_ble_baseband",
-          "public_datasheets_esp32_s3_rf_module"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S3.pdf"
-      },
-      {
-        "id": "espressif_security_feature_family",
-        "label": "Common Espressif Security Feature Family",
-        "nodes": [
-          "public_datasheets_esp32_p4_secure_boot",
-          "public_datasheets_esp32_s2_secure_boot",
-          "public_datasheets_esp32_s3_secure_boot",
-          "public_datasheets_esp32_s2_flash_encryption",
-          "public_datasheets_esp32_s3_flash_encryption",
-          "public_datasheets_esp32_p4_xts_aes"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/datasheets/ESP32-S3.pdf"
-      },
-      {
-        "id": "esp32_s31_multiprotocol_radio_stack",
-        "label": "ESP32-S31 Multiprotocol Wireless Stack",
-        "nodes": [
-          "public_datasheets_esp32_s31_wifi6",
-          "public_datasheets_esp32_s31_bluetooth_54_le",
-          "public_datasheets_esp32_s31_bluetooth_classic",
-          "public_datasheets_esp32_s31_ieee_802154"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S31.pdf"
-      },
-      {
-        "id": "esp32_s31_security_subsystem",
-        "label": "ESP32-S31 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_s31_secure_boot",
-          "public_datasheets_esp32_s31_flash_psram_encryption",
-          "public_datasheets_esp32_s31_crypto_accelerators",
-          "public_datasheets_esp32_s31_huk_key_manager"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-S31.pdf"
-      },
-      {
-        "id": "esp32_rtc_low_power_domain",
-        "label": "ESP32 RTC Low-Power Domain",
-        "nodes": [
-          "public_datasheets_esp32_rtc",
-          "public_datasheets_esp32_pmu",
-          "public_datasheets_esp32_ulp_coprocessor",
-          "public_datasheets_esp32_rtc_memory"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32.pdf"
-      },
-      {
-        "id": "devkit_common_hardware_controls",
-        "label": "Common DevKit Hardware Controls (Buttons, USB, LED)",
-        "nodes": [
-          "public_placas_esp32_c2_boot_rst_buttons",
-          "public_placas_esp32_c3_boot_rst_buttons",
-          "public_placas_esp32_c5_reset_boot_buttons",
-          "public_placas_esp32_c2_micro_usb_port",
-          "public_placas_esp32_c3_micro_usb_port",
-          "public_placas_esp32_c5_dual_usb_c_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.75,
-        "source_file": "public/placas/esp32-c2.png"
-      },
-      {
-        "id": "espressif_devkit_pinout_diagram_family",
-        "label": "Espressif DevKit Pinout Diagram Family (C2/C3/C5)",
-        "nodes": [
-          "public_placas_esp32_c2_devkit_pinout",
-          "public_placas_esp32_c3_devkit_pinout",
-          "public_placas_esp32_c5_devkit_pinout",
-          "public_placas_esp32_c5_espressif_branding"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.95,
-        "source_file": "public/placas/esp32-c3.png"
-      },
-      {
-        "id": "riscv_wireless_soc_spec_family",
-        "label": "RISC-V Single-Core Wireless SoC Spec Family",
-        "nodes": [
-          "public_placas_esp32_c2_specs",
-          "public_placas_esp32_c3_specs",
-          "public_placas_esp32_c5_specs"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-c5.png"
-      },
-      {
-        "id": "espressif_riscv_devkit_family",
-        "label": "Espressif RISC-V DevKit Board Diagrams",
-        "nodes": [
-          "public_placas_esp32_c6_board",
-          "public_placas_esp32_c61_board",
-          "public_placas_esp32_h2_board",
-          "public_placas_esp32_p4_board"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-c6.png"
-      },
-      {
-        "id": "devkit_programming_interface",
-        "label": "Common DevKit Programming/Flashing Interface",
-        "nodes": [
-          "public_placas_esp32_c6_reset_boot_buttons",
-          "public_placas_esp32_c61_reset_boot_buttons",
-          "public_placas_esp32_p4_reset_boot_buttons",
-          "public_placas_esp32_c6_usb_uart_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.75,
-        "source_file": "public/placas/esp32-c6.png"
-      },
-      {
-        "id": "esp32_p4_multimedia_peripherals",
-        "label": "ESP32-P4 EV Board Multimedia and Connectivity Peripherals",
-        "nodes": [
-          "public_placas_esp32_p4_mipi_dsi_csi",
-          "public_placas_esp32_p4_audio_subsystem",
-          "public_placas_esp32_p4_ethernet",
-          "public_placas_esp32_p4_usb_ports"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/placas/esp32-p4.png"
-      },
-      {
-        "id": "esp32_s31_audio_subsystem",
-        "label": "ESP32-S31 Audio Subsystem",
-        "nodes": [
-          "public_placas_esp32_s31_audio_codec_chip",
-          "public_placas_esp32_s31_microphone",
-          "public_placas_esp32_s31_speaker_output_port"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-s31.png"
-      },
-      {
-        "id": "esp32_s31_connectivity_ports",
-        "label": "ESP32-S31 Connectivity Ports",
-        "nodes": [
-          "public_placas_esp32_s31_rj45_ethernet_port",
-          "public_placas_esp32_s31_usb_type_a_port",
-          "public_placas_esp32_s31_usb_serial_jtag_port",
-          "public_placas_esp32_s31_usb_type_c_uart_port"
-        ],
-        "relation": "form",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32-s31.png"
-      },
-      {
-        "id": "espressif_devkit_board_gallery",
-        "label": "Espressif ESP32 Dev Board Image Gallery",
-        "nodes": [
-          "public_placas_esp32_pinout_diagram",
-          "public_placas_esp32_s2_pinout_diagram",
-          "public_placas_esp32_s3_pinout_diagram",
-          "public_placas_esp32_s31_board_photo"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "public/placas/esp32.png"
-      }
-    ]
-  },
-  "nodes": [
-    {
-      "label": "route.js",
-      "file_type": "code",
-      "source_file": "app/api/placas/route.js",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_api_placas_route",
-      "community": 49,
-      "community_name": "route.js",
-      "norm_label": "route.js"
-    },
-    {
-      "label": "GET()",
-      "file_type": "code",
-      "source_file": "app/api/placas/route.js",
-      "source_location": "L11",
-      "_origin": "ast",
-      "id": "app_api_placas_route_get",
-      "community": 49,
-      "community_name": "route.js",
-      "norm_label": "get()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/catalogo/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_catalogo_page",
-      "community": 50,
-      "community_name": "page.jsx",
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "PlacasPage()",
-      "file_type": "code",
-      "source_file": "app/catalogo/page.jsx",
-      "source_location": "L18",
-      "_origin": "ast",
-      "id": "app_catalogo_page_placaspage",
-      "community": 50,
-      "community_name": "page.jsx",
-      "norm_label": "placaspage()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_comparacao_page",
-      "community": 45,
-      "community_name": "page.jsx",
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "categoryIcons",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L28",
-      "_origin": "ast",
-      "id": "app_comparacao_page_categoryicons",
-      "community": 45,
-      "community_name": "page.jsx",
-      "norm_label": "categoryicons"
-    },
-    {
-      "label": "Comparacao()",
-      "file_type": "code",
-      "source_file": "app/comparacao/page.jsx",
-      "source_location": "L39",
-      "_origin": "ast",
-      "id": "app_comparacao_page_comparacao",
-      "community": 45,
-      "community_name": "page.jsx",
-      "norm_label": "comparacao()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page",
-      "community": 42,
-      "community_name": "page.jsx",
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "FrameworkDetail()",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L22",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page_frameworkdetail",
-      "community": 42,
-      "community_name": "page.jsx",
-      "norm_label": "frameworkdetail()"
-    },
-    {
-      "label": "generateMetadata()",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L259",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page_generatemetadata",
-      "community": 42,
-      "community_name": "page.jsx",
-      "norm_label": "generatemetadata()"
-    },
-    {
-      "label": "generateStaticParams()",
-      "file_type": "code",
-      "source_file": "app/frameworks/[key]/page.jsx",
-      "source_location": "L273",
-      "_origin": "ast",
-      "id": "app_frameworks_key_page_generatestaticparams",
-      "community": 42,
-      "community_name": "page.jsx",
-      "norm_label": "generatestaticparams()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/frameworks/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_frameworks_page",
-      "community": 51,
-      "community_name": "page.jsx",
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "Frameworks()",
-      "file_type": "code",
-      "source_file": "app/frameworks/page.jsx",
-      "source_location": "L22",
-      "_origin": "ast",
-      "id": "app_frameworks_page_frameworks",
-      "community": 51,
-      "community_name": "page.jsx",
-      "norm_label": "frameworks()"
-    },
-    {
-      "label": "page.jsx",
-      "file_type": "code",
-      "source_file": "app/glossario/page.jsx",
-      "source_location": "L1",
-      "_origin": "ast",
-      "id": "app_glossario_page",
-      "community": 46,
-      "community_name": "page.jsx",
-      "norm_label": "page.jsx"
-    },
-    {
-      "label": "metadata",
-      "file_type": "code",
-      "source_file": "app/glossario/page.jsx",
-      "source_location": "L5",
-      "_origin": "ast",
-      "id": "app_glossario_page_metadata",
-      "community": 46,
-      "community_name": "page.jsx",
-      "norm_label": "metadata"
-    },
-    {
-      "label": "Glossario()",
-      "file_type": "code",
-      "source_file": "app/glossario/page.jsx",
-      "source_location": "L10",
-      "_origin": "ast",
-      "id": "app_glossario_page_glossario",
-      "community": 46,
-      "community_name": "page.jsx",
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-      "id": "esp32_c6_multi_protocol_radio",
-      "label": "ESP32-C6 coexisting multi-protocol radio stack sharing one antenna",
-      "nodes": [
-        "public_datasheets_esp32_c6_wi_fi_6",
-        "public_datasheets_esp32_c6_bluetooth_le_5_3",
-        "public_datasheets_esp32_c6_ieee_802_15_4",
-        "public_datasheets_esp32_c6_rf_module"
-      ],
-      "relation": "participate_in",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-C6.pdf"
-    },
-    {
-      "id": "esp32_c61_security_subsystem",
-      "label": "ESP32-C61 security subsystem",
-      "nodes": [
-        "public_datasheets_esp32_c61_secure_boot",
-        "public_datasheets_esp32_c61_flash_psram_encryption",
-        "public_datasheets_esp32_c61_ecdsa",
-        "public_datasheets_esp32_c61_trng",
-        "public_datasheets_esp32_c61_apm",
-        "public_datasheets_esp32_c61_power_glitch_detector"
-      ],
-      "relation": "form",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-C61.pdf"
-    },
-    {
-      "id": "esp32_h2_802154_application_protocols",
-      "label": "ESP32-H2 802.15.4 application-layer protocols",
-      "nodes": [
-        "public_datasheets_esp32_h2_ieee_802_15_4",
-        "public_datasheets_esp32_h2_thread",
-        "public_datasheets_esp32_h2_zigbee_3_0",
-        "public_datasheets_esp32_h2_matter"
-      ],
-      "relation": "form",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-H2.pdf"
-    },
-    {
-      "id": "esp32_p4_image_voice_pipeline",
-      "label": "ESP32-P4 Image and Voice Processing Pipeline",
-      "nodes": [
-        "public_datasheets_esp32_p4_isp",
-        "public_datasheets_esp32_p4_jpeg_codec",
-        "public_datasheets_esp32_p4_ppa",
-        "public_datasheets_esp32_p4_h264_encoder",
-        "public_datasheets_esp32_p4_mipi_csi",
-        "public_datasheets_esp32_p4_mipi_dsi",
-        "public_datasheets_esp32_p4_vad"
-      ],
-      "relation": "participate_in",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-P4.pdf"
-    },
-    {
-      "id": "esp32_s3_wireless_stack",
-      "label": "ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)",
-      "nodes": [
-        "public_datasheets_esp32_s3_wifi",
-        "public_datasheets_esp32_s3_wifi_mac_baseband",
-        "public_datasheets_esp32_s3_bluetooth_le",
-        "public_datasheets_esp32_s3_ble_baseband",
-        "public_datasheets_esp32_s3_rf_module"
-      ],
-      "relation": "form",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-S3.pdf"
-    },
-    {
-      "id": "espressif_security_feature_family",
-      "label": "Common Espressif Security Feature Family",
-      "nodes": [
-        "public_datasheets_esp32_p4_secure_boot",
-        "public_datasheets_esp32_s2_secure_boot",
-        "public_datasheets_esp32_s3_secure_boot",
-        "public_datasheets_esp32_s2_flash_encryption",
-        "public_datasheets_esp32_s3_flash_encryption",
-        "public_datasheets_esp32_p4_xts_aes"
-      ],
-      "relation": "form",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/datasheets/ESP32-S3.pdf"
-    },
-    {
-      "id": "esp32_s31_multiprotocol_radio_stack",
-      "label": "ESP32-S31 Multiprotocol Wireless Stack",
-      "nodes": [
-        "public_datasheets_esp32_s31_wifi6",
-        "public_datasheets_esp32_s31_bluetooth_54_le",
-        "public_datasheets_esp32_s31_bluetooth_classic",
-        "public_datasheets_esp32_s31_ieee_802154"
-      ],
-      "relation": "participate_in",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-S31.pdf"
-    },
-    {
-      "id": "esp32_s31_security_subsystem",
-      "label": "ESP32-S31 Security Subsystem",
-      "nodes": [
-        "public_datasheets_esp32_s31_secure_boot",
-        "public_datasheets_esp32_s31_flash_psram_encryption",
-        "public_datasheets_esp32_s31_crypto_accelerators",
-        "public_datasheets_esp32_s31_huk_key_manager"
-      ],
-      "relation": "form",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32-S31.pdf"
-    },
-    {
-      "id": "esp32_rtc_low_power_domain",
-      "label": "ESP32 RTC Low-Power Domain",
-      "nodes": [
-        "public_datasheets_esp32_rtc",
-        "public_datasheets_esp32_pmu",
-        "public_datasheets_esp32_ulp_coprocessor",
-        "public_datasheets_esp32_rtc_memory"
-      ],
-      "relation": "form",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/datasheets/ESP32.pdf"
-    },
-    {
-      "id": "devkit_common_hardware_controls",
-      "label": "Common DevKit Hardware Controls (Buttons, USB, LED)",
-      "nodes": [
-        "public_placas_esp32_c2_boot_rst_buttons",
-        "public_placas_esp32_c3_boot_rst_buttons",
-        "public_placas_esp32_c5_reset_boot_buttons",
-        "public_placas_esp32_c2_micro_usb_port",
-        "public_placas_esp32_c3_micro_usb_port",
-        "public_placas_esp32_c5_dual_usb_c_ports"
-      ],
-      "relation": "participate_in",
-      "confidence": "INFERRED",
-      "confidence_score": 0.75,
-      "source_file": "public/placas/esp32-c2.png"
-    },
-    {
-      "id": "espressif_devkit_pinout_diagram_family",
-      "label": "Espressif DevKit Pinout Diagram Family (C2/C3/C5)",
-      "nodes": [
-        "public_placas_esp32_c2_devkit_pinout",
-        "public_placas_esp32_c3_devkit_pinout",
-        "public_placas_esp32_c5_devkit_pinout",
-        "public_placas_esp32_c5_espressif_branding"
-      ],
-      "relation": "form",
-      "confidence": "INFERRED",
-      "confidence_score": 0.95,
-      "source_file": "public/placas/esp32-c3.png"
-    },
-    {
-      "id": "riscv_wireless_soc_spec_family",
-      "label": "RISC-V Single-Core Wireless SoC Spec Family",
-      "nodes": [
-        "public_placas_esp32_c2_specs",
-        "public_placas_esp32_c3_specs",
-        "public_placas_esp32_c5_specs"
-      ],
-      "relation": "participate_in",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32-c5.png"
-    },
-    {
-      "id": "espressif_riscv_devkit_family",
-      "label": "Espressif RISC-V DevKit Board Diagrams",
-      "nodes": [
-        "public_placas_esp32_c6_board",
-        "public_placas_esp32_c61_board",
-        "public_placas_esp32_h2_board",
-        "public_placas_esp32_p4_board"
-      ],
-      "relation": "form",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32-c6.png"
-    },
-    {
-      "id": "devkit_programming_interface",
-      "label": "Common DevKit Programming/Flashing Interface",
-      "nodes": [
-        "public_placas_esp32_c6_reset_boot_buttons",
-        "public_placas_esp32_c61_reset_boot_buttons",
-        "public_placas_esp32_p4_reset_boot_buttons",
-        "public_placas_esp32_c6_usb_uart_ports"
-      ],
-      "relation": "participate_in",
-      "confidence": "INFERRED",
-      "confidence_score": 0.75,
-      "source_file": "public/placas/esp32-c6.png"
-    },
-    {
-      "id": "esp32_p4_multimedia_peripherals",
-      "label": "ESP32-P4 EV Board Multimedia and Connectivity Peripherals",
-      "nodes": [
-        "public_placas_esp32_p4_mipi_dsi_csi",
-        "public_placas_esp32_p4_audio_subsystem",
-        "public_placas_esp32_p4_ethernet",
-        "public_placas_esp32_p4_usb_ports"
-      ],
-      "relation": "participate_in",
-      "confidence": "EXTRACTED",
-      "confidence_score": 1.0,
-      "source_file": "public/placas/esp32-p4.png"
-    },
-    {
-      "id": "esp32_s31_audio_subsystem",
-      "label": "ESP32-S31 Audio Subsystem",
-      "nodes": [
-        "public_placas_esp32_s31_audio_codec_chip",
-        "public_placas_esp32_s31_microphone",
-        "public_placas_esp32_s31_speaker_output_port"
-      ],
-      "relation": "form",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32-s31.png"
-    },
-    {
-      "id": "esp32_s31_connectivity_ports",
-      "label": "ESP32-S31 Connectivity Ports",
-      "nodes": [
-        "public_placas_esp32_s31_rj45_ethernet_port",
-        "public_placas_esp32_s31_usb_type_a_port",
-        "public_placas_esp32_s31_usb_serial_jtag_port",
-        "public_placas_esp32_s31_usb_type_c_uart_port"
-      ],
-      "relation": "form",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32-s31.png"
-    },
-    {
-      "id": "espressif_devkit_board_gallery",
-      "label": "Espressif ESP32 Dev Board Image Gallery",
-      "nodes": [
-        "public_placas_esp32_pinout_diagram",
-        "public_placas_esp32_s2_pinout_diagram",
-        "public_placas_esp32_s3_pinout_diagram",
-        "public_placas_esp32_s31_board_photo"
-      ],
-      "relation": "participate_in",
-      "confidence": "INFERRED",
-      "confidence_score": 0.85,
-      "source_file": "public/placas/esp32.png"
-    }
-  ],
-  "built_at_commit": "de4abf7cc7f0db0574ca1ac24d9947d2124be2da"
-}
\ No newline at end of file
diff --git a/graphify-out/2026-08-20/manifest.json b/graphify-out/2026-08-20/manifest.json
deleted file mode 100644
index 30f77fe..0000000
--- a/graphify-out/2026-08-20/manifest.json
+++ /dev/null
@@ -1,357 +0,0 @@
-{
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-    "ast_hash": "292fa5aae92458ae0098d7fa41ccba72",
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-    "semantic_hash": "72a4c176cf850cde1d4fe4f3ee49d73b"
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-    "semantic_hash": "5ac03d0fe6324872da30da6bab789989"
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-    "semantic_hash": "d9de72e32c9dcf7f0c31a0bf7818eafe"
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-    "ast_hash": "a48fcc52da305726ba8120b09259a226",
-    "semantic_hash": "a48fcc52da305726ba8120b09259a226"
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-    "ast_hash": "2d5c93ff40d043dcc807c7c5f479cc1e",
-    "semantic_hash": "2d5c93ff40d043dcc807c7c5f479cc1e"
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-    "ast_hash": "3800af380877bbc48a9a344bf9b67aba",
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-    "semantic_hash": "cb4d219462c1262381c89a7934e41cb0"
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-    "semantic_hash": "95b946dc86f6a01506850cafb29af245"
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-    "ast_hash": "20bb2df7129ddb4610e40665d35e0123",
-    "semantic_hash": "20bb2df7129ddb4610e40665d35e0123"
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-    "ast_hash": "d27b81c8e5d291bc0fbd0237d2664cfd",
-    "semantic_hash": "d27b81c8e5d291bc0fbd0237d2664cfd"
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-    "semantic_hash": "6298fff16eb50a793500b068226e0f6b"
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-    "semantic_hash": "ddae6c8f48e853c7e69c1601745849d6"
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-    "semantic_hash": "cd28c192684b52caf16d8d1df068e272"
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-    "ast_hash": "332c82ce14230250fd828db6e22cae44",
-    "semantic_hash": "332c82ce14230250fd828db6e22cae44"
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-    "semantic_hash": "e1c8b99e874c6cddc035c7ac900c9bbd"
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-  "public/google21a790a2c23c0ec5.html": {
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-    "ast_hash": "c8e349cbe0172dc98e26385e09d67cc3",
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-  "public/datasheets/ESP32-C2 (ESP8684).pdf": {
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-  "public/datasheets/ESP32-C3.pdf": {
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-    "ast_hash": "25beb64276e6bc6c5d13d032e30847d9",
-    "semantic_hash": "25beb64276e6bc6c5d13d032e30847d9"
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-  "public/datasheets/ESP32-C5.pdf": {
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-    "ast_hash": "c1083a9504a574282a09f557e0343d48",
-    "semantic_hash": "c1083a9504a574282a09f557e0343d48"
-  },
-  "public/datasheets/ESP32-C6.pdf": {
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-    "semantic_hash": "66a7b580c6afff5becf9bd326bb675d4"
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-  "public/datasheets/ESP32-C61.pdf": {
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-    "semantic_hash": "2f86d54475a006e9b0e41ba329560c5f"
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-  "public/datasheets/ESP32-H2.pdf": {
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-    "semantic_hash": "460ea57a62c32646d12ae0088eb1a073"
-  },
-  "public/datasheets/ESP32-P4.pdf": {
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-    "semantic_hash": "aa3fc8de7dfa4e7d3ff40dd9e19fdb35"
-  },
-  "public/datasheets/ESP32-S2.pdf": {
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-    "ast_hash": "1e912b14670dde07253da71147ea2ded",
-    "semantic_hash": "1e912b14670dde07253da71147ea2ded"
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-  "public/datasheets/ESP32-S3.pdf": {
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-    "ast_hash": "cdb8a18273a761aff071e6a665867205",
-    "semantic_hash": "cdb8a18273a761aff071e6a665867205"
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-  "public/datasheets/ESP32-S31.pdf": {
-    "mtime": 1784028542.9691734,
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-    "semantic_hash": "b2f7aa8b2cc16c18815abc5a1ddd566a"
-  },
-  "public/datasheets/ESP32.pdf": {
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-    "semantic_hash": "2354c04b871b3b6b294076c1fb953522"
-  },
-  "public/logo.png": {
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-    "ast_hash": "1c0eae14654c8f5427c7141029ecd29e",
-    "semantic_hash": "1c0eae14654c8f5427c7141029ecd29e"
-  },
-  "public/placas/esp32-c2.png": {
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-    "ast_hash": "3480aadf17ef57e93ee5afdfd934d896",
-    "semantic_hash": "3480aadf17ef57e93ee5afdfd934d896"
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-  "public/placas/esp32-c3.png": {
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-    "semantic_hash": "85df0510a61dee5ffa581d912f5d68c9"
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-  "public/placas/esp32-c5.png": {
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-    "ast_hash": "6a59f4e23ac9ec5e319a77a6600fa343",
-    "semantic_hash": "6a59f4e23ac9ec5e319a77a6600fa343"
-  },
-  "public/placas/esp32-c6.png": {
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-    "ast_hash": "0f836b438f62bb4b6237c9318346cdf2",
-    "semantic_hash": "0f836b438f62bb4b6237c9318346cdf2"
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-  "public/placas/esp32-c61.png": {
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-    "ast_hash": "6734034067caa41374f2a4ca5064a7d3",
-    "semantic_hash": "6734034067caa41374f2a4ca5064a7d3"
-  },
-  "public/placas/esp32-h2.png": {
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-    "ast_hash": "7dceb269eb019ce826ef336dd57ab52c",
-    "semantic_hash": "7dceb269eb019ce826ef336dd57ab52c"
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-  "public/placas/esp32-p4.png": {
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-    "semantic_hash": "c144c171692850ac257d00827dc674f5"
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-  "public/placas/esp32-s2.png": {
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-  "public/placas/esp32-s3.png": {
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-    "semantic_hash": "52b96040d9c648f7c52aa4c8adac7e47"
-  },
-  "public/placas/esp32-s31.png": {
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-    "semantic_hash": "5b970e68abce449015851cd5966525e3"
-  },
-  "public/placas/esp32.png": {
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-    "semantic_hash": "6791837138c1c5400db2ee07c9025627"
-  },
-  "CLAUDE.md": {
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-    "semantic_hash": "0ea9488e278d2efd15e7c0b6e7cdca83"
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-}
\ No newline at end of file
diff --git a/graphify-out/GRAPH_REPORT.md b/graphify-out/GRAPH_REPORT.md
deleted file mode 100644
index f3ba79a..0000000
--- a/graphify-out/GRAPH_REPORT.md
+++ /dev/null
@@ -1,285 +0,0 @@
-# Graph Report - ESPDocs  (2026-08-20)
-
-## Corpus Check
-- 47 files · ~536,186 words
-- Verdict: corpus is large enough that graph structure adds value.
-
-## Summary
-- 510 nodes · 550 edges · 78 communities (53 shown, 25 thin omitted)
-- Extraction: 81% EXTRACTED · 19% INFERRED · 0% AMBIGUOUS · INFERRED: 104 edges (avg confidence: 0.87)
-- Token cost: 0 input · 0 output
-
-## Graph Freshness
-- Built from commit: `b1e76757`
-- Run `git rev-parse HEAD` and compare to check if the graph is stale.
-- Run `graphify update .` after code changes (no API cost).
-
-## Community Hubs (Navigation)
-- ESP32 Original SoC Silicon
-- Xtensa DevKit Board Diagrams
-- Layout and Marketplace API
-- ESP32-C2 DevKit and Branding
-- C6/C61 Wi-Fi 6 DevKits
-- Lint and Build Tooling
-- ESP32-C61 Silicon Subsystems
-- ESP32-C3 Silicon Subsystems
-- ESP32-C5 Silicon Subsystems
-- ESP32-H2 Silicon Subsystems
-- ESPDocs Site Content Pillars
-- ESP32-C6 Silicon Subsystems
-- ESP32-P4 Silicon Subsystems
-- ESP32-S3 Silicon Subsystems
-- ESP32-S2 Silicon Subsystems
-- ESP32-C2 Silicon Subsystems
-- Classic Wi-Fi and BLE Radios
-- Modern BLE and Wi-Fi 6 Radios
-- 802.15.4 Thread and Zigbee
-- P4 Camera and Video Pipeline
-- CPU Cores and SIMD Extensions
-- JS Path Aliases
-- ESP-Matter Code Example
-- Shared GDMA Controllers
-- RISC-V Core Speed Variants
-- Secure Boot (Xtensa Family)
-- Thread 1.4 Zigbee Radio
-- Bluetooth LE 5.3 Variants
-- RISC-V Core Clock Variants
-- Secure Boot (RISC-V Family)
-- ESP-NN Code Example
-- ESP-WHO Code Example
-- Next.js Config
-- PostCSS Config
-- TEE and Permission Control
-- ESP-DSP Code Example
-- eslint.config.mjs
-- page.jsx
-- ConnectionsDiagram.jsx
-- page.jsx
-- page.jsx
-- Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)
-- API do Marketplace (app/api/placas/route.js)
-- Comparação de Séries
-- Diagramas Interativos de Conexões
-- Exemplos de Código
-- Frameworks ESP32 (ESP-IDF, Arduino, MicroPython)
-- Google Sheets API Integration
-- GOOGLE_SHEETS_API_KEY env var
-- Marketplace de Placas (Catálogo)
-- Material-UI
-- Licença MIT
-- Next.js 15 App Router
-- React 19
-- Séries ESP32
-- Tailwind CSS 4
-- Projeto não oficial (sem afiliação Espressif)
-- Deploy na Vercel
-
-## God Nodes (most connected - your core abstractions)
-1. `ESP32-C5 Series` - 28 edges
-2. `ESP32-S31 SoC` - 25 edges
-3. `ESP32-C6 SoC` - 23 edges
-4. `ESP32-H2 SoC` - 23 edges
-5. `ESP32-S3 Series SoC` - 23 edges
-6. `ESP32-C3 Series` - 21 edges
-7. `ESP32-C61 SoC` - 21 edges
-8. `ESP32-P4 Series SoC` - 21 edges
-9. `ESP8684 Series (ESP32-C2)` - 17 edges
-10. `ESP32-S2 Series SoC` - 17 edges
-
-## Surprising Connections (you probably didn't know these)
-- `Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG)` --semantically_similar_to--> `Crypto Accelerators (SHA, AES, RSA, HMAC, RSA_DS, RNG)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-P4.pdf → public/datasheets/ESP32-S3.pdf
-- `ULP Coprocessor (ULP-RISC-V, ULP-FSM)` --semantically_similar_to--> `ULP Coprocessor (ULP-RISC-V, ULP-FSM)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-S3.pdf → public/datasheets/ESP32-S2.pdf
-- `RISC-V 32-bit Single-Core CPU (120 MHz)` --semantically_similar_to--> `RISC-V 32-bit Single-Core CPU (160 MHz)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-- `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)` --semantically_similar_to--> `2.4 GHz Wi-Fi (IEEE 802.11b/g/n)`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-- `Bluetooth LE 5.3` --semantically_similar_to--> `Bluetooth LE 5 / Bluetooth mesh`  [INFERRED] [semantically similar]
-  public/datasheets/ESP32-C2 (ESP8684).pdf → public/datasheets/ESP32-C3.pdf
-
-## Import Cycles
-- None detected.
-
-## Hyperedges (group relationships)
-- **Stack frontend do ESPDocs** — readme_nextjs_app_router, readme_react19, readme_tailwind_css, readme_material_ui [EXTRACTED 1.00]
-- **Fluxo de dados do Marketplace de Placas** — readme_marketplace_placas, readme_api_placas_route, readme_google_sheets_api, readme_google_sheets_api_key [INFERRED 0.85]
-- **Pilares de conteúdo do ESPDocs** — readme_series_esp32, readme_frameworks, readme_comparacao, readme_diagramas_interativos, readme_exemplos_codigo, readme_marketplace_placas [EXTRACTED 1.00]
-- **ESP8684 Security Subsystem** — public_datasheets_esp32_c2__esp8684__secure_boot, public_datasheets_esp32_c2__esp8684__flash_encryption, public_datasheets_esp32_c2__esp8684__ecc_accelerator, public_datasheets_esp32_c2__esp8684__sha_accelerator, public_datasheets_esp32_c2__esp8684__rng [EXTRACTED 1.00]
-- **ESP32-C3 Security Subsystem** — public_datasheets_esp32_c3_aes_accelerator, public_datasheets_esp32_c3_sha_accelerator, public_datasheets_esp32_c3_rsa_accelerator, public_datasheets_esp32_c3_hmac_digital_signature, public_datasheets_esp32_c3_secure_boot, public_datasheets_esp32_c3_flash_encryption, public_datasheets_esp32_c3_rng [EXTRACTED 1.00]
-- **ESP32-C5 Multiprotocol Radio Stack** — public_datasheets_esp32_c5_wi_fi_6_dual_band, public_datasheets_esp32_c5_bluetooth_le_5, public_datasheets_esp32_c5_ieee_802_15_4, public_datasheets_esp32_c5_thread_1_4, public_datasheets_esp32_c5_zigbee_3_0, public_datasheets_esp32_c5_rf_module [EXTRACTED 1.00]
-- **ESP32-C6 coexisting multi-protocol radio stack sharing one antenna** — public_datasheets_esp32_c6_wi_fi_6, public_datasheets_esp32_c6_bluetooth_le_5_3, public_datasheets_esp32_c6_ieee_802_15_4, public_datasheets_esp32_c6_rf_module [EXTRACTED 1.00]
-- **ESP32-C61 security subsystem** — public_datasheets_esp32_c61_secure_boot, public_datasheets_esp32_c61_flash_psram_encryption, public_datasheets_esp32_c61_ecdsa, public_datasheets_esp32_c61_trng, public_datasheets_esp32_c61_apm, public_datasheets_esp32_c61_power_glitch_detector [EXTRACTED 1.00]
-- **ESP32-H2 802.15.4 application-layer protocols** — public_datasheets_esp32_h2_ieee_802_15_4, public_datasheets_esp32_h2_thread, public_datasheets_esp32_h2_zigbee_3_0, public_datasheets_esp32_h2_matter [EXTRACTED 1.00]
-- **ESP32-P4 Image and Voice Processing Pipeline** — public_datasheets_esp32_p4_isp, public_datasheets_esp32_p4_jpeg_codec, public_datasheets_esp32_p4_ppa, public_datasheets_esp32_p4_h264_encoder, public_datasheets_esp32_p4_mipi_csi, public_datasheets_esp32_p4_mipi_dsi, public_datasheets_esp32_p4_vad [EXTRACTED 1.00]
-- **ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)** — public_datasheets_esp32_s3_wifi, public_datasheets_esp32_s3_wifi_mac_baseband, public_datasheets_esp32_s3_bluetooth_le, public_datasheets_esp32_s3_ble_baseband, public_datasheets_esp32_s3_rf_module [EXTRACTED 1.00]
-- **Common Espressif Security Feature Family** — public_datasheets_esp32_p4_secure_boot, public_datasheets_esp32_s2_secure_boot, public_datasheets_esp32_s3_secure_boot, public_datasheets_esp32_s2_flash_encryption, public_datasheets_esp32_s3_flash_encryption, public_datasheets_esp32_p4_xts_aes [INFERRED 0.85]
-- **ESP32-S31 Multiprotocol Wireless Stack** — public_datasheets_esp32_s31_wifi6, public_datasheets_esp32_s31_bluetooth_54_le, public_datasheets_esp32_s31_bluetooth_classic, public_datasheets_esp32_s31_ieee_802154 [EXTRACTED 1.00]
-- **ESP32-S31 Security Subsystem** — public_datasheets_esp32_s31_secure_boot, public_datasheets_esp32_s31_flash_psram_encryption, public_datasheets_esp32_s31_crypto_accelerators, public_datasheets_esp32_s31_huk_key_manager [EXTRACTED 1.00]
-- **ESP32 RTC Low-Power Domain** — public_datasheets_esp32_rtc, public_datasheets_esp32_pmu, public_datasheets_esp32_ulp_coprocessor, public_datasheets_esp32_rtc_memory [EXTRACTED 1.00]
-- **Common DevKit Hardware Controls (Buttons, USB, LED)** — public_placas_esp32_c2_boot_rst_buttons, public_placas_esp32_c3_boot_rst_buttons, public_placas_esp32_c5_reset_boot_buttons, public_placas_esp32_c2_micro_usb_port, public_placas_esp32_c3_micro_usb_port, public_placas_esp32_c5_dual_usb_c_ports [INFERRED 0.75]
-- **Espressif DevKit Pinout Diagram Family (C2/C3/C5)** — public_placas_esp32_c2_devkit_pinout, public_placas_esp32_c3_devkit_pinout, public_placas_esp32_c5_devkit_pinout, public_placas_esp32_c5_espressif_branding [INFERRED 0.95]
-- **RISC-V Single-Core Wireless SoC Spec Family** — public_placas_esp32_c2_specs, public_placas_esp32_c3_specs, public_placas_esp32_c5_specs [INFERRED 0.85]
-- **Espressif RISC-V DevKit Board Diagrams** — public_placas_esp32_c6_board, public_placas_esp32_c61_board, public_placas_esp32_h2_board, public_placas_esp32_p4_board [INFERRED 0.85]
-- **Common DevKit Programming/Flashing Interface** — public_placas_esp32_c6_reset_boot_buttons, public_placas_esp32_c61_reset_boot_buttons, public_placas_esp32_p4_reset_boot_buttons, public_placas_esp32_c6_usb_uart_ports [INFERRED 0.75]
-- **ESP32-P4 EV Board Multimedia and Connectivity Peripherals** — public_placas_esp32_p4_mipi_dsi_csi, public_placas_esp32_p4_audio_subsystem, public_placas_esp32_p4_ethernet, public_placas_esp32_p4_usb_ports [EXTRACTED 1.00]
-- **ESP32-S31 Audio Subsystem** — public_placas_esp32_s31_audio_codec_chip, public_placas_esp32_s31_microphone, public_placas_esp32_s31_speaker_output_port [INFERRED 0.85]
-- **ESP32-S31 Connectivity Ports** — public_placas_esp32_s31_rj45_ethernet_port, public_placas_esp32_s31_usb_type_a_port, public_placas_esp32_s31_usb_serial_jtag_port, public_placas_esp32_s31_usb_type_c_uart_port [INFERRED 0.85]
-- **Espressif ESP32 Dev Board Image Gallery** — public_placas_esp32_pinout_diagram, public_placas_esp32_s2_pinout_diagram, public_placas_esp32_s3_pinout_diagram, public_placas_esp32_s31_board_photo [INFERRED 0.85]
-
-## Communities (78 total, 25 thin omitted)
-
-### Community 1 - "ESP32 Original SoC Silicon"
-Cohesion: 0.06
-Nodes (46): Bluetooth v4.2 BR/EDR and LE Dual Mode, ESP32 SoC, Cryptographic Hardware Acceleration (AES, SHA-2, RSA, RNG), 8-bit DAC, Ethernet MAC with IEEE 1588, Flash Encryption, Power Management Unit / Power Modes, 448 KB ROM (+38 more)
-
-### Community 2 - "Xtensa DevKit Board Diagrams"
-Cohesion: 0.09
-Nodes (31): ESP32 CP2102 USB-UART Bridge, ESP32 EN and Boot Buttons, ESP32 Micro-USB Port, ESP32-DevKitC Pinout Diagram, ESP32-S2 BOOT and RESET Buttons, ESP32-S2-DevKitC-1 Pinout Diagram, ESP32-S2 RGB LED @ IO18, ESP32-S2-SOLO Module (+23 more)
-
-### Community 3 - "Layout and Marketplace API"
-Cohesion: 0.09
-Nodes (23): @emotion/react, @emotion/styled, framer-motion, googleapis, dependencies, @emotion/react, @emotion/styled, framer-motion (+15 more)
-
-### Community 4 - "ESP32-C2 DevKit and Branding"
-Cohesion: 0.10
-Nodes (28): Gear + Circuit Traces + Sprouting Plant Motif, Globe and Shield/Clock IoT Icons, ESPDocs Project Logo, Boot and RST Buttons (ESP8684-DevKitM-1), ESP8684-DevKitM-1 Pinout Diagram (ESP32-C2), Dual 2x Pin Header Castellated Layout, Micro-USB Port (ESP8684-DevKitM-1), ESP8684-MINI-1 Module with PCB Antenna (+20 more)
-
-### Community 5 - "C6/C61 Wi-Fi 6 DevKits"
-Cohesion: 0.09
-Nodes (27): ESP32-C61-DevKitC-1 Pinout Diagram, ESP32-C61 RESET and BOOT Buttons, ESP32-C61 Specs: RISC-V 160MHz, Wi-Fi 6, BLE 5, ESP32-C61 UART and USB Type-C Ports, ESP32-C61-WROOM-1 Module, ESP32-C6-DevKitC-1 Pinout Diagram, ESP32-C6 RESET and BOOT Buttons, ESP32-C6 RGB LED on GPIO8 (+19 more)
-
-### Community 6 - "Lint and Build Tooling"
-Cohesion: 0.10
-Nodes (19): eslint, eslint-config-next, @eslint/eslintrc, devDependencies, eslint, eslint-config-next, @eslint/eslintrc, tailwindcss (+11 more)
-
-### Community 7 - "ESP32-C61 Silicon Subsystems"
-Cohesion: 0.10
-Nodes (20): Access Permission Management (APM), Digital Signature - ECDSA, ESP32-C61 SoC, Event Task Matrix (ETM), Flash/PSRAM Encryption (XTS-AES), General DMA Controller (GDMA), L1 Cache 32 KB, Power Management Unit (PMU) (+12 more)
-
-### Community 8 - "ESP32-C3 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (19): AES-128/256 Accelerator (FIPS PUB 197), 4096-bit eFuse Memory, ESP32-C3 Series, Flash Encryption, 22 Programmable GPIOs, HMAC and Digital Signature, Power Management Unit / RTC, QFN32 (5x5 mm) Package (+11 more)
-
-### Community 9 - "ESP32-C5 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): APM and TEE Controller, ECDSA Accelerator, ESP32-C5 Series, Event Task Matrix (ETM), External Flash/PSRAM Controller with Cache, 29 GPIOs, HP SRAM 384 KB, Key Manager (+10 more)
-
-### Community 10 - "ESP32-H2 Silicon Subsystems"
-Cohesion: 0.11
-Nodes (18): TEE Controller and Access Permission Management (APM), ESP32-H2 SoC, Event Task Matrix (ETM), Flash Encryption, General DMA Controller (GDMA), 2 MB or 4 MB In-Package Flash, LP Memory 4 KB, Motor Control PWM (MCPWM) (+10 more)
-
-### Community 12 - "ESP32-C6 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): Wi-Fi 6 (IEEE 802.11ax, 2.4 GHz), 4096-bit eFuse Memory, ESP32-C6 SoC, Event Task Matrix (ETM), General DMA Controller (GDMA), HP SRAM 512 KB, LP RISC-V 32-bit Processor (20 MHz), LP SRAM 16 KB (+9 more)
-
-### Community 13 - "ESP32-P4 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (17): ESP32-P4 Series SoC, Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, TRNG), ECDSA Digital Signature Peripheral (ECDSA_DS), Ethernet MAC (EMAC), I3C Master and Slave, Key Manager (HUK from SRAM PUF), 768 KB HP L2MEM, RISC-V 32-bit Single-Core LP CPU (40 MHz) (+9 more)
-
-### Community 14 - "ESP32-S3 Silicon Subsystems"
-Cohesion: 0.12
-Nodes (17): GDMA / VDMA / 2D-DMA Controllers, Touch Sensor, USB 2.0 High-Speed OTG, ESP32-S3 Series SoC, 4096-bit eFuse Memory, General DMA Controller (GDMA), L1 Cache, LCD Interface and DVP Camera Interface (+9 more)
-
-### Community 15 - "ESP32-S2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (16): ESP32-S2 Series SoC, Crypto Accelerators (AES, SHA, RSA, HMAC, RNG, Digital Signature), Two 8-bit DACs, 4096-bit eFuse OTP, Flash Encryption, Power Management Unit and Five Power Modes, 128 KB ROM, RTC Memory (16 KB RTC SRAM) (+8 more)
-
-### Community 16 - "ESP32-C2 Silicon Subsystems"
-Cohesion: 0.13
-Nodes (15): ECC Accelerator, ESP8684 Series (ESP32-C2), Flash Encryption, 14 Programmable GPIOs, In-package Flash (2 MB / 4 MB), Power Management Unit / Deep-sleep, QFN24 (4x4 mm) Package, Random Number Generator (RNG) (+7 more)
-
-### Community 17 - "Classic Wi-Fi and BLE Radios"
-Cohesion: 0.25
-Nodes (8): RF Module (Balun, PA, LNA, RF Synthesizer), 2.4 GHz Wi-Fi (802.11 b/g/n), Wi-Fi MAC and Baseband, Bluetooth LE Baseband and Link Controller, Bluetooth 5 LE and Bluetooth Mesh, RF Module (Balun, PA, LNA, Antenna Switch), 2.4 GHz Wi-Fi (IEEE 802.11 b/g/n), Wi-Fi MAC and Baseband
-
-### Community 18 - "Modern BLE and Wi-Fi 6 Radios"
-Cohesion: 0.38
-Nodes (7): Bluetooth LE 5.3, 2.4 GHz RF Module (Balun, PA, LNA), 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 / Bluetooth mesh, 2.4 GHz Wi-Fi (IEEE 802.11b/g/n), Bluetooth LE 5 (Core 6.0) / Bluetooth mesh 1.1, Dual-band Wi-Fi 6 (IEEE 802.11ax, 2.4/5 GHz)
-
-### Community 19 - "802.15.4 Thread and Zigbee"
-Cohesion: 0.38
-Nodes (7): IEEE 802.15.4, Thread 1.3, Zigbee 3.0, IEEE 802.15.4, Matter, Thread, Zigbee 3.0
-
-### Community 20 - "P4 Camera and Video Pipeline"
-Cohesion: 0.29
-Nodes (7): H264 Encoder, Image Processing Subsystem, Image Signal Processor (ISP), JPEG Codec, MIPI CSI, MIPI DSI, Pixel-Processing Accelerator (PPA)
-
-### Community 21 - "CPU Cores and SIMD Extensions"
-Cohesion: 0.33
-Nodes (6): RISC-V 32-bit Dual-Core HP CPU (400 MHz), Processor Instruction Extensions (SIMD/AI), Xtensa Single-Core 32-bit LX7 Microprocessor (240 MHz), Single Precision Floating Point Unit (FPU), 128-bit Data Bus and Dedicated SIMD Instructions, Xtensa Dual-Core 32-bit LX7 Microprocessor (240 MHz)
-
-### Community 22 - "JS Path Aliases"
-Cohesion: 0.40
-Nodes (4): compilerOptions, paths, @/*, ./*
-
-### Community 24 - "Shared GDMA Controllers"
-Cohesion: 0.67
-Nodes (3): GDMA Controller, GDMA Controller (3 TX / 3 RX), GDMA Controller (3 TX / 3 RX)
-
-### Community 25 - "RISC-V Core Speed Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core CPU (120 MHz), RISC-V 32-bit Single-Core CPU (160 MHz), HP RISC-V 32-bit Processor (240 MHz)
-
-### Community 26 - "Secure Boot (Xtensa Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-### Community 27 - "Thread 1.4 Zigbee Radio"
-Cohesion: 0.67
-Nodes (3): IEEE 802.15.4 Radio, Thread 1.4, Zigbee 3.0
-
-### Community 28 - "Bluetooth LE 5.3 Variants"
-Cohesion: 0.67
-Nodes (3): Bluetooth LE (Core 6.0 certified), Bluetooth LE 5.3, Bluetooth LE 5.3
-
-### Community 29 - "RISC-V Core Clock Variants"
-Cohesion: 0.67
-Nodes (3): RISC-V 32-bit Single-Core Processor (160 MHz), HP RISC-V 32-bit Processor (160 MHz), RISC-V 32-bit Single-Core Processor (96 MHz)
-
-### Community 30 - "Secure Boot (RISC-V Family)"
-Cohesion: 0.67
-Nodes (3): Secure Boot, Secure Boot, Secure Boot
-
-### Community 31 - "ESP-NN Code Example"
-Cohesion: 0.13
-Nodes (14): 👤 Autor, Configuração do Marketplace (Opcional), 🤝 Contribuindo, 🚀 Deploy on Vercel, ⚠️ Disclaimer, ESPDocs - Documentação ESP32 em Português, 📁 Estrutura do Projeto, Executar em Desenvolvimento (+6 more)
-
-### Community 35 - "TEE and Permission Control"
-Cohesion: 0.40
-Nodes (3): inter, metadata, outfit
-
-### Community 41 - "eslint.config.mjs"
-Cohesion: 0.40
-Nodes (4): compat, __dirname, eslintConfig, __filename
-
-### Community 43 - "page.jsx"
-Cohesion: 0.67
-Nodes (3): getOptionIcon(), iconMap, Seletor()
-
-### Community 44 - "ConnectionsDiagram.jsx"
-Cohesion: 0.67
-Nodes (3): ConnectionsDiagram(), FILTER_CATEGORIES, type_colors
-
-## Knowledge Gaps
-- **225 isolated node(s):** `categoryIcons`, `metadata`, `outfit`, `inter`, `metadata` (+220 more)
-  These have ≤1 connection - possible missing edges or undocumented components.
-- **25 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
-
-## Suggested Questions
-_Questions this graph is uniquely positioned to answer:_
-
-- **Why does `ESP32-S3 Series SoC` connect `ESP32-S3 Silicon Subsystems` to `ESP32-P4 Silicon Subsystems`, `ESP32-S2 Silicon Subsystems`, `Classic Wi-Fi and BLE Radios`, `CPU Cores and SIMD Extensions`, `Secure Boot (RISC-V Family)`?**
-  _High betweenness centrality (0.014) - this node is a cross-community bridge._
-- **Why does `ESP32-C6 SoC` connect `ESP32-C6 Silicon Subsystems` to `ESP32-C61 Silicon Subsystems`, `ESP32-H2 Silicon Subsystems`, `Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)`, `802.15.4 Thread and Zigbee`, `Bluetooth LE 5.3 Variants`, `RISC-V Core Clock Variants`?**
-  _High betweenness centrality (0.012) - this node is a cross-community bridge._
-- **Why does `ESP32-P4 Series SoC` connect `ESP32-P4 Silicon Subsystems` to `P4 Camera and Video Pipeline`, `CPU Cores and SIMD Extensions`, `ESP32-S3 Silicon Subsystems`, `Secure Boot (RISC-V Family)`?**
-  _High betweenness centrality (0.011) - this node is a cross-community bridge._
-- **Are the 2 inferred relationships involving `ESP32-C6 SoC` (e.g. with `ESP32-C61 SoC` and `ESP32-H2 SoC`) actually correct?**
-  _`ESP32-C6 SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **Are the 2 inferred relationships involving `ESP32-S3 Series SoC` (e.g. with `ESP32-P4 Series SoC` and `ESP32-S2 Series SoC`) actually correct?**
-  _`ESP32-S3 Series SoC` has 2 INFERRED edges - model-reasoned connections that need verification._
-- **What connects `categoryIcons`, `metadata`, `outfit` to the rest of the system?**
-  _225 weakly-connected nodes found - possible documentation gaps or missing edges._
-- **Should `ESP32 Original SoC Silicon` be split into smaller, more focused modules?**
-  _Cohesion score 0.06086956521739131 - nodes in this community are weakly interconnected._
\ No newline at end of file
diff --git a/graphify-out/cache/ast/v0.9.15/220b028893e2ec98934d115acb4bd109e16a55d212a4c70691173399a31880c6.json b/graphify-out/cache/ast/v0.9.15/220b028893e2ec98934d115acb4bd109e16a55d212a4c70691173399a31880c6.json
deleted file mode 100644
index 90d0de1..0000000
--- a/graphify-out/cache/ast/v0.9.15/220b028893e2ec98934d115acb4bd109e16a55d212a4c70691173399a31880c6.json
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/graphify-out/cache/ast/v0.9.15/258e0dfcf55c0af2ab0875e4e88107b4a6750e03f282df21493a8e1c1ecea26e.json b/graphify-out/cache/ast/v0.9.15/258e0dfcf55c0af2ab0875e4e88107b4a6750e03f282df21493a8e1c1ecea26e.json
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index 8d64409..0000000
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index a19bf5b..0000000
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diff --git a/graphify-out/cache/ast/v0.9.15/5ab05c60f8e03374a56391fed8550455c697e75dd904cf9b9bfe2fa31daa6555.json b/graphify-out/cache/ast/v0.9.15/5ab05c60f8e03374a56391fed8550455c697e75dd904cf9b9bfe2fa31daa6555.json
deleted file mode 100644
index c9b2567..0000000
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diff --git a/graphify-out/cache/ast/v0.9.15/5ff2948b3e60c795c7fa88fb215c4f61ee401a32d601e379c5675c175aa0afd0.json b/graphify-out/cache/ast/v0.9.15/5ff2948b3e60c795c7fa88fb215c4f61ee401a32d601e379c5675c175aa0afd0.json
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index 8967f7e..0000000
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deleted file mode 100644
index 8d63559..0000000
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index 3fa71e8..0000000
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index e824273..0000000
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index 2e6ceb6..0000000
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index b777428..0000000
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deleted file mode 100644
index cb2b701..0000000
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deleted file mode 100644
index 086ab1b..0000000
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index af2ccd6..0000000
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index c20681c..0000000
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deleted file mode 100644
index 1bbe6f7..0000000
--- a/graphify-out/cache/semantic/ec73c9a7e26d39b6d84d0e419b5d88494154717bb24a547be3fe7442141056d9.json
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"route.js", "count": 2}, {"cid": 50, "color": "#4E79A7", "label": "page.jsx", "count": 2}, {"cid": 51, "color": "#F28E2B", "label": "page.jsx", "count": 2}, {"cid": 52, "color": "#E15759", "label": "page.jsx", "count": 2}, {"cid": 53, "color": "#76B7B2", "label": "page.jsx", "count": 2}, {"cid": 54, "color": "#59A14F", "label": "CLAUDE.md", "count": 2}, {"cid": 55, "color": "#EDC948", "label": "BoardCard.jsx", "count": 2}, {"cid": 56, "color": "#B07AA1", "label": "CodeExample.jsx", "count": 2}, {"cid": 57, "color": "#FF9DA7", "label": "Footer.jsx", "count": 2}, {"cid": 58, "color": "#9C755F", "label": "Providers.jsx", "count": 2}, {"cid": 59, "color": "#BAB0AC", "label": "SeriesTabMenu.jsx", "count": 2}, {"cid": 60, "color": "#4E79A7", "label": "Crypto Accelerators (AES, SHA, RSA, ECC, HMAC, RNG)", "count": 2}, {"cid": 61, "color": "#F28E2B", "label": "API do Marketplace (app/api/placas/route.js)", "count": 1}, {"cid": 62, "color": "#E15759", "label": "Compara\u00e7\u00e3o de S\u00e9ries", "count": 1}, {"cid": 63, "color": "#76B7B2", "label": "Diagramas Interativos de Conex\u00f5es", "count": 1}, {"cid": 64, "color": "#59A14F", "label": "Exemplos de C\u00f3digo", "count": 1}, {"cid": 65, "color": "#EDC948", "label": "Frameworks ESP32 (ESP-IDF, Arduino, MicroPython)", "count": 1}, {"cid": 66, "color": "#B07AA1", "label": "Google Sheets API Integration", "count": 1}, {"cid": 67, "color": "#FF9DA7", "label": "GOOGLE_SHEETS_API_KEY env var", "count": 1}, {"cid": 68, "color": "#9C755F", "label": "Marketplace de Placas (Cat\u00e1logo)", "count": 1}, {"cid": 69, "color": "#BAB0AC", "label": "Material-UI", "count": 1}, {"cid": 70, "color": "#4E79A7", "label": "Licen\u00e7a MIT", "count": 1}, {"cid": 71, "color": "#F28E2B", "label": "Next.js 15 App Router", "count": 1}, {"cid": 72, "color": "#E15759", "label": "React 19", "count": 1}, {"cid": 73, "color": "#76B7B2", "label": "S\u00e9ries ESP32", "count": 1}, {"cid": 74, "color": "#59A14F", "label": "Tailwind CSS 4", 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-
-// HTML-escape helper — prevents XSS when injecting graph data into innerHTML
-function esc(s) {
-  return String(s).replace(/&/g,'&amp;').replace(/</g,'&lt;').replace(/>/g,'&gt;').replace(/"/g,'&quot;').replace(/'/g,'&#39;');
-}
-
-// Build vis datasets
-const nodesDS = new vis.DataSet(RAW_NODES.map(n => ({
-  id: n.id, label: n.label, color: n.color, size: n.size,
-  font: n.font, title: n.title,
-  _community: n.community, _community_name: n.community_name,
-  _source_file: n.source_file, _file_type: n.file_type, _degree: n.degree,
-})));
-
-const edgesDS = new vis.DataSet(RAW_EDGES.map((e, i) => ({
-  id: i, from: e.from, to: e.to,
-  label: '',
-  title: e.title,
-  dashes: e.dashes,
-  width: e.width,
-  color: e.color,
-  arrows: { to: { enabled: true, scaleFactor: 0.5 } },
-})));
-
-const container = document.getElementById('graph');
-const network = new vis.Network(container, { nodes: nodesDS, edges: edgesDS }, {
-  physics: {
-    enabled: true,
-    solver: 'forceAtlas2Based',
-    forceAtlas2Based: {
-      gravitationalConstant: -60,
-      centralGravity: 0.005,
-      springLength: 120,
-      springConstant: 0.08,
-      damping: 0.4,
-      avoidOverlap: 0.8,
-    },
-    stabilization: { iterations: 200, fit: true },
-  },
-  interaction: {
-    hover: true,
-    tooltipDelay: 100,
-    hideEdgesOnDrag: true,
-    navigationButtons: false,
-    keyboard: false,
-  },
-  nodes: { shape: 'dot', borderWidth: 1.5 },
-  edges: { smooth: { type: 'continuous', roundness: 0.2 }, selectionWidth: 3 },
-});
-
-network.once('stabilizationIterationsDone', () => {
-  network.setOptions({ physics: { enabled: false } });
-});
-
-function showInfo(nodeId) {
-  const n = nodesDS.get(nodeId);
-  if (!n) return;
-  const neighborIds = network.getConnectedNodes(nodeId);
-  const neighborItems = neighborIds.map(nid => {
-    const nb = nodesDS.get(nid);
-    const color = nb ? nb.color.background : '#555';
-    return `<span class="neighbor-link" style="border-left-color:${esc(color)}" data-nid="${esc(nid)}">${esc(nb ? nb.label : nid)}</span>`;
-  }).join('');
-  document.getElementById('info-content').innerHTML = `
-    <div class="field"><b>${esc(n.label)}</b></div>
-    <div class="field">Type: ${esc(n._file_type || 'unknown')}</div>
-    <div class="field">Community: ${esc(n._community_name)}</div>
-    <div class="field">Source: ${esc(n._source_file || '-')}</div>
-    <div class="field">Degree: ${n._degree}</div>
-    ${neighborIds.length ? `<div class="field" style="margin-top:8px;color:#aaa;font-size:11px">Neighbors (${neighborIds.length})</div><div id="neighbors-list">${neighborItems}</div>` : ''}
-  `;
-}
-
-function focusNode(nodeId) {
-  network.focus(nodeId, { scale: 1.4, animation: true });
-  network.selectNodes([nodeId]);
-  showInfo(nodeId);
-}
-
-// Neighbor links use a data attribute + one delegated listener rather than an
-// inline onclick. A node id/label sourced from a document or a scraped URL
-// (graphify add) can contain a double-quote; dropping the stringified id
-// unescaped into a quoted onclick both broke every link and allowed a hostile
-// source to inject an event handler into the local report (stored XSS, #1838).
-// esc() on data-nid keeps the value inside the attribute; the listener reads it
-// back verbatim. Bound to document so it survives the innerHTML rebuild that
-// recreates #neighbors-list on each showInfo().
-document.addEventListener('click', e => {
-  const el = e.target.closest('.neighbor-link');
-  if (el && el.dataset.nid !== undefined) focusNode(el.dataset.nid);
-});
-
-// Track hovered node — hover detection is more reliable than click params
-let hoveredNodeId = null;
-network.on('hoverNode', params => {
-  hoveredNodeId = params.node;
-  container.style.cursor = 'pointer';
-});
-network.on('blurNode', () => {
-  hoveredNodeId = null;
-  container.style.cursor = 'default';
-});
-container.addEventListener('click', () => {
-  if (hoveredNodeId !== null) {
-    showInfo(hoveredNodeId);
-    network.selectNodes([hoveredNodeId]);
-  }
-});
-network.on('click', params => {
-  if (params.nodes.length > 0) {
-    showInfo(params.nodes[0]);
-  } else if (hoveredNodeId === null) {
-    document.getElementById('info-content').innerHTML = '<span class="empty">Click a node to inspect it</span>';
-  }
-});
-
-const searchInput = document.getElementById('search');
-const searchResults = document.getElementById('search-results');
-searchInput.addEventListener('input', () => {
-  const q = searchInput.value.toLowerCase().trim();
-  searchResults.innerHTML = '';
-  if (!q) { searchResults.style.display = 'none'; return; }
-  const matches = RAW_NODES.filter(n => n.label.toLowerCase().includes(q)).slice(0, 20);
-  if (!matches.length) { searchResults.style.display = 'none'; return; }
-  searchResults.style.display = 'block';
-  matches.forEach(n => {
-    const el = document.createElement('div');
-    el.className = 'search-item';
-    el.textContent = n.label;
-    el.style.borderLeft = `3px solid ${n.color.background}`;
-    el.style.paddingLeft = '8px';
-    el.onclick = () => {
-      network.focus(n.id, { scale: 1.5, animation: true });
-      network.selectNodes([n.id]);
-      showInfo(n.id);
-      searchResults.style.display = 'none';
-      searchInput.value = '';
-    };
-    searchResults.appendChild(el);
-  });
-});
-document.addEventListener('click', e => {
-  if (!searchResults.contains(e.target) && e.target !== searchInput)
-    searchResults.style.display = 'none';
-});
-
-const hiddenCommunities = new Set();
-
-const selectAllCb = document.getElementById('select-all-cb');
-
-function updateSelectAllState() {
-  const total = LEGEND.length;
-  const hidden = hiddenCommunities.size;
-  selectAllCb.checked = hidden === 0;
-  selectAllCb.indeterminate = hidden > 0 && hidden < total;
-}
-
-function toggleAllCommunities(hide) {
-  document.querySelectorAll('.legend-item').forEach(item => {
-    hide ? item.classList.add('dimmed') : item.classList.remove('dimmed');
-  });
-  document.querySelectorAll('.legend-cb').forEach(cb => {
-    cb.checked = !hide;
-  });
-  LEGEND.forEach(c => {
-    if (hide) hiddenCommunities.add(c.cid); else hiddenCommunities.delete(c.cid);
-  });
-  const updates = RAW_NODES.map(n => ({ id: n.id, hidden: hide }));
-  nodesDS.update(updates);
-  updateSelectAllState();
-}
-
-const legendEl = document.getElementById('legend');
-LEGEND.forEach(c => {
-  const item = document.createElement('div');
-  item.className = 'legend-item';
-  const cb = document.createElement('input');
-  cb.type = 'checkbox';
-  cb.className = 'legend-cb';
-  cb.checked = true;
-  cb.addEventListener('change', (e) => {
-    e.stopPropagation();
-    if (cb.checked) {
-      hiddenCommunities.delete(c.cid);
-      item.classList.remove('dimmed');
-    } else {
-      hiddenCommunities.add(c.cid);
-      item.classList.add('dimmed');
-    }
-    const updates = RAW_NODES
-      .filter(n => n.community === c.cid)
-      .map(n => ({ id: n.id, hidden: !cb.checked }));
-    nodesDS.update(updates);
-    updateSelectAllState();
-  });
-  item.innerHTML = `<div class="legend-dot" style="background:${c.color}"></div>
-    <span class="legend-label">${c.label}</span>
-    <span class="legend-count">${c.count}</span>`;
-  item.prepend(cb);
-  item.onclick = (e) => {
-    if (e.target === cb) return;
-    cb.checked = !cb.checked;
-    cb.dispatchEvent(new Event('change'));
-  };
-  legendEl.appendChild(item);
-});
-</script>
-<script>
-// Render hyperedges as shaded regions
-const hyperedges = [{"id": "espdocs_frontend_stack", "label": "Stack frontend do ESPDocs", "nodes": ["readme_nextjs_app_router", "readme_react19", "readme_tailwind_css", "readme_material_ui"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "README.md"}, {"id": "marketplace_data_flow", "label": "Fluxo de dados do Marketplace de Placas", "nodes": ["readme_marketplace_placas", "readme_api_placas_route", "readme_google_sheets_api", "readme_google_sheets_api_key"], "relation": "participate_in", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "README.md"}, {"id": "espdocs_content_pillars", "label": "Pilares de conte\u00fado do ESPDocs", "nodes": ["readme_series_esp32", "readme_frameworks", "readme_comparacao", "readme_diagramas_interativos", "readme_exemplos_codigo", "readme_marketplace_placas"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "README.md"}, {"id": "esp8684_security_subsystem", "label": "ESP8684 Security Subsystem", "nodes": ["public_datasheets_esp32_c2__esp8684__secure_boot", "public_datasheets_esp32_c2__esp8684__flash_encryption", "public_datasheets_esp32_c2__esp8684__ecc_accelerator", "public_datasheets_esp32_c2__esp8684__sha_accelerator", "public_datasheets_esp32_c2__esp8684__rng"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-C2 (ESP8684).pdf"}, {"id": "esp32_c3_security_subsystem", "label": "ESP32-C3 Security Subsystem", "nodes": ["public_datasheets_esp32_c3_aes_accelerator", "public_datasheets_esp32_c3_sha_accelerator", "public_datasheets_esp32_c3_rsa_accelerator", "public_datasheets_esp32_c3_hmac_digital_signature", "public_datasheets_esp32_c3_secure_boot", "public_datasheets_esp32_c3_flash_encryption", "public_datasheets_esp32_c3_rng"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-C3.pdf"}, {"id": "esp32_c5_multiprotocol_radio_stack", "label": "ESP32-C5 Multiprotocol Radio Stack", "nodes": ["public_datasheets_esp32_c5_wi_fi_6_dual_band", "public_datasheets_esp32_c5_bluetooth_le_5", "public_datasheets_esp32_c5_ieee_802_15_4", "public_datasheets_esp32_c5_thread_1_4", "public_datasheets_esp32_c5_zigbee_3_0", "public_datasheets_esp32_c5_rf_module"], "relation": "participate_in", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-C5.pdf"}, {"id": "esp32_c6_multi_protocol_radio", "label": "ESP32-C6 coexisting multi-protocol radio stack sharing one antenna", "nodes": ["public_datasheets_esp32_c6_wi_fi_6", "public_datasheets_esp32_c6_bluetooth_le_5_3", "public_datasheets_esp32_c6_ieee_802_15_4", "public_datasheets_esp32_c6_rf_module"], "relation": "participate_in", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-C6.pdf"}, {"id": "esp32_c61_security_subsystem", "label": "ESP32-C61 security subsystem", "nodes": ["public_datasheets_esp32_c61_secure_boot", "public_datasheets_esp32_c61_flash_psram_encryption", "public_datasheets_esp32_c61_ecdsa", "public_datasheets_esp32_c61_trng", "public_datasheets_esp32_c61_apm", "public_datasheets_esp32_c61_power_glitch_detector"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-C61.pdf"}, {"id": "esp32_h2_802154_application_protocols", "label": "ESP32-H2 802.15.4 application-layer protocols", "nodes": ["public_datasheets_esp32_h2_ieee_802_15_4", "public_datasheets_esp32_h2_thread", "public_datasheets_esp32_h2_zigbee_3_0", "public_datasheets_esp32_h2_matter"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-H2.pdf"}, {"id": "esp32_p4_image_voice_pipeline", "label": "ESP32-P4 Image and Voice Processing Pipeline", "nodes": ["public_datasheets_esp32_p4_isp", "public_datasheets_esp32_p4_jpeg_codec", "public_datasheets_esp32_p4_ppa", "public_datasheets_esp32_p4_h264_encoder", "public_datasheets_esp32_p4_mipi_csi", "public_datasheets_esp32_p4_mipi_dsi", "public_datasheets_esp32_p4_vad"], "relation": "participate_in", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-P4.pdf"}, {"id": "esp32_s3_wireless_stack", "label": "ESP32-S3 Wireless Subsystem (Wi-Fi + BLE + RF)", "nodes": ["public_datasheets_esp32_s3_wifi", "public_datasheets_esp32_s3_wifi_mac_baseband", "public_datasheets_esp32_s3_bluetooth_le", "public_datasheets_esp32_s3_ble_baseband", "public_datasheets_esp32_s3_rf_module"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-S3.pdf"}, {"id": "espressif_security_feature_family", "label": "Common Espressif Security Feature Family", "nodes": ["public_datasheets_esp32_p4_secure_boot", "public_datasheets_esp32_s2_secure_boot", "public_datasheets_esp32_s3_secure_boot", "public_datasheets_esp32_s2_flash_encryption", "public_datasheets_esp32_s3_flash_encryption", "public_datasheets_esp32_p4_xts_aes"], "relation": "form", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/datasheets/ESP32-S3.pdf"}, {"id": "esp32_s31_multiprotocol_radio_stack", "label": "ESP32-S31 Multiprotocol Wireless Stack", "nodes": ["public_datasheets_esp32_s31_wifi6", "public_datasheets_esp32_s31_bluetooth_54_le", "public_datasheets_esp32_s31_bluetooth_classic", "public_datasheets_esp32_s31_ieee_802154"], "relation": "participate_in", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-S31.pdf"}, {"id": "esp32_s31_security_subsystem", "label": "ESP32-S31 Security Subsystem", "nodes": ["public_datasheets_esp32_s31_secure_boot", "public_datasheets_esp32_s31_flash_psram_encryption", "public_datasheets_esp32_s31_crypto_accelerators", "public_datasheets_esp32_s31_huk_key_manager"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32-S31.pdf"}, {"id": "esp32_rtc_low_power_domain", "label": "ESP32 RTC Low-Power Domain", "nodes": ["public_datasheets_esp32_rtc", "public_datasheets_esp32_pmu", "public_datasheets_esp32_ulp_coprocessor", "public_datasheets_esp32_rtc_memory"], "relation": "form", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/datasheets/ESP32.pdf"}, {"id": "devkit_common_hardware_controls", "label": "Common DevKit Hardware Controls (Buttons, USB, LED)", "nodes": ["public_placas_esp32_c2_boot_rst_buttons", "public_placas_esp32_c3_boot_rst_buttons", "public_placas_esp32_c5_reset_boot_buttons", "public_placas_esp32_c2_micro_usb_port", "public_placas_esp32_c3_micro_usb_port", "public_placas_esp32_c5_dual_usb_c_ports"], "relation": "participate_in", "confidence": "INFERRED", "confidence_score": 0.75, "source_file": "public/placas/esp32-c2.png"}, {"id": "espressif_devkit_pinout_diagram_family", "label": "Espressif DevKit Pinout Diagram Family (C2/C3/C5)", "nodes": ["public_placas_esp32_c2_devkit_pinout", "public_placas_esp32_c3_devkit_pinout", "public_placas_esp32_c5_devkit_pinout", "public_placas_esp32_c5_espressif_branding"], "relation": "form", "confidence": "INFERRED", "confidence_score": 0.95, "source_file": "public/placas/esp32-c3.png"}, {"id": "riscv_wireless_soc_spec_family", "label": "RISC-V Single-Core Wireless SoC Spec Family", "nodes": ["public_placas_esp32_c2_specs", "public_placas_esp32_c3_specs", "public_placas_esp32_c5_specs"], "relation": "participate_in", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/placas/esp32-c5.png"}, {"id": "espressif_riscv_devkit_family", "label": "Espressif RISC-V DevKit Board Diagrams", "nodes": ["public_placas_esp32_c6_board", "public_placas_esp32_c61_board", "public_placas_esp32_h2_board", "public_placas_esp32_p4_board"], "relation": "form", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/placas/esp32-c6.png"}, {"id": "devkit_programming_interface", "label": "Common DevKit Programming/Flashing Interface", "nodes": ["public_placas_esp32_c6_reset_boot_buttons", "public_placas_esp32_c61_reset_boot_buttons", "public_placas_esp32_p4_reset_boot_buttons", "public_placas_esp32_c6_usb_uart_ports"], "relation": "participate_in", "confidence": "INFERRED", "confidence_score": 0.75, "source_file": "public/placas/esp32-c6.png"}, {"id": "esp32_p4_multimedia_peripherals", "label": "ESP32-P4 EV Board Multimedia and Connectivity Peripherals", "nodes": ["public_placas_esp32_p4_mipi_dsi_csi", "public_placas_esp32_p4_audio_subsystem", "public_placas_esp32_p4_ethernet", "public_placas_esp32_p4_usb_ports"], "relation": "participate_in", "confidence": "EXTRACTED", "confidence_score": 1.0, "source_file": "public/placas/esp32-p4.png"}, {"id": "esp32_s31_audio_subsystem", "label": "ESP32-S31 Audio Subsystem", "nodes": ["public_placas_esp32_s31_audio_codec_chip", "public_placas_esp32_s31_microphone", "public_placas_esp32_s31_speaker_output_port"], "relation": "form", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/placas/esp32-s31.png"}, {"id": "esp32_s31_connectivity_ports", "label": "ESP32-S31 Connectivity Ports", "nodes": ["public_placas_esp32_s31_rj45_ethernet_port", "public_placas_esp32_s31_usb_type_a_port", "public_placas_esp32_s31_usb_serial_jtag_port", "public_placas_esp32_s31_usb_type_c_uart_port"], "relation": "form", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/placas/esp32-s31.png"}, {"id": "espressif_devkit_board_gallery", "label": "Espressif ESP32 Dev Board Image Gallery", "nodes": ["public_placas_esp32_pinout_diagram", "public_placas_esp32_s2_pinout_diagram", "public_placas_esp32_s3_pinout_diagram", "public_placas_esp32_s31_board_photo"], "relation": "participate_in", "confidence": "INFERRED", "confidence_score": 0.85, "source_file": "public/placas/esp32.png"}];
-// afterDrawing passes ctx already transformed to network coordinate space.
-// Draw node positions raw — no manual pan/zoom/DPR math needed.
-network.on('afterDrawing', function(ctx) {
-    hyperedges.forEach(h => {
-        const positions = h.nodes
-            .map(nid => network.getPositions([nid])[nid])
-            .filter(p => p !== undefined);
-        if (positions.length < 2) return;
-        ctx.save();
-        ctx.globalAlpha = 0.12;
-        ctx.fillStyle = '#6366f1';
-        ctx.strokeStyle = '#6366f1';
-        ctx.lineWidth = 2;
-        ctx.beginPath();
-        // Centroid and expanded hull in network coordinates
-        const cx = positions.reduce((s, p) => s + p.x, 0) / positions.length;
-        const cy = positions.reduce((s, p) => s + p.y, 0) / positions.length;
-        const expanded = positions.map(p => ({
-            x: cx + (p.x - cx) * 1.15,
-            y: cy + (p.y - cy) * 1.15
-        }));
-        ctx.moveTo(expanded[0].x, expanded[0].y);
-        expanded.slice(1).forEach(p => ctx.lineTo(p.x, p.y));
-        ctx.closePath();
-        ctx.fill();
-        ctx.globalAlpha = 0.4;
-        ctx.stroke();
-        // Label
-        ctx.globalAlpha = 0.8;
-        ctx.fillStyle = '#4f46e5';
-        ctx.font = 'bold 11px sans-serif';
-        ctx.textAlign = 'center';
-        ctx.fillText(h.label, cx, cy - 5);
-        ctx.restore();
-    });
-});
-</script>
-</body>
-</html>
\ No newline at end of file
diff --git a/graphify-out/graph.json b/graphify-out/graph.json
deleted file mode 100644
index 5fea24e..0000000
--- a/graphify-out/graph.json
+++ /dev/null
@@ -1,12942 +0,0 @@
-{
-  "directed": false,
-  "multigraph": false,
-  "graph": {
-    "hyperedges": [
-      {
-        "id": "espdocs_frontend_stack",
-        "label": "Stack frontend do ESPDocs",
-        "nodes": [
-          "readme_nextjs_app_router",
-          "readme_react19",
-          "readme_tailwind_css",
-          "readme_material_ui"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "marketplace_data_flow",
-        "label": "Fluxo de dados do Marketplace de Placas",
-        "nodes": [
-          "readme_marketplace_placas",
-          "readme_api_placas_route",
-          "readme_google_sheets_api",
-          "readme_google_sheets_api_key"
-        ],
-        "relation": "participate_in",
-        "confidence": "INFERRED",
-        "confidence_score": 0.85,
-        "source_file": "README.md"
-      },
-      {
-        "id": "espdocs_content_pillars",
-        "label": "Pilares de conte\u00fado do ESPDocs",
-        "nodes": [
-          "readme_series_esp32",
-          "readme_frameworks",
-          "readme_comparacao",
-          "readme_diagramas_interativos",
-          "readme_exemplos_codigo",
-          "readme_marketplace_placas"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "README.md"
-      },
-      {
-        "id": "esp8684_security_subsystem",
-        "label": "ESP8684 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c2__esp8684__secure_boot",
-          "public_datasheets_esp32_c2__esp8684__flash_encryption",
-          "public_datasheets_esp32_c2__esp8684__ecc_accelerator",
-          "public_datasheets_esp32_c2__esp8684__sha_accelerator",
-          "public_datasheets_esp32_c2__esp8684__rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C2 (ESP8684).pdf"
-      },
-      {
-        "id": "esp32_c3_security_subsystem",
-        "label": "ESP32-C3 Security Subsystem",
-        "nodes": [
-          "public_datasheets_esp32_c3_aes_accelerator",
-          "public_datasheets_esp32_c3_sha_accelerator",
-          "public_datasheets_esp32_c3_rsa_accelerator",
-          "public_datasheets_esp32_c3_hmac_digital_signature",
-          "public_datasheets_esp32_c3_secure_boot",
-          "public_datasheets_esp32_c3_flash_encryption",
-          "public_datasheets_esp32_c3_rng"
-        ],
-        "relation": "form",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C3.pdf"
-      },
-      {
-        "id": "esp32_c5_multiprotocol_radio_stack",
-        "label": "ESP32-C5 Multiprotocol Radio Stack",
-        "nodes": [
-          "public_datasheets_esp32_c5_wi_fi_6_dual_band",
-          "public_datasheets_esp32_c5_bluetooth_le_5",
-          "public_datasheets_esp32_c5_ieee_802_15_4",
-          "public_datasheets_esp32_c5_thread_1_4",
-          "public_datasheets_esp32_c5_zigbee_3_0",
-          "public_datasheets_esp32_c5_rf_module"
-        ],
-        "relation": "participate_in",
-        "confidence": "EXTRACTED",
-        "confidence_score": 1.0,
-        "source_file": "public/datasheets/ESP32-C5.pdf"
-      },
-      {
-        "id": "esp32_c6_multi_protocol_radio",
-        "label": "ESP32-C6 coexisting multi-protocol radio stack sharing one antenna",
-        "nodes": [
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-        "public_placas_esp32_c61_board",
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-        "public_placas_esp32_p4_board"
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\ No newline at end of file
diff --git a/graphify-out/manifest.json b/graphify-out/manifest.json
deleted file mode 100644
index f89e6af..0000000
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diff --git a/lib/seo.js b/lib/seo.js
new file mode 100644
index 0000000..1f1093d
--- /dev/null
+++ b/lib/seo.js
@@ -0,0 +1,153 @@
+/**
+ * Fonte única das informações de SEO do ESPDocs.
+ *
+ * Centralizar aqui evita o problema clássico de metadata espalhado: a URL do
+ * site aparecendo com valores diferentes em cada arquivo, ou uma página nova
+ * nascendo sem título próprio.
+ */
+
+export const SITE = {
+	url: "https://espdocs.cienciaembarcada.com.br",
+	nome: "ESPDocs",
+	autor: "Lucas Rayan Guerra",
+	autorUrl: "https://lucasrguerra.dev.br",
+	autorLinkedin: "https://linkedin.com/in/lucasrguerra",
+	autorEmail: "contato@lucasrguerra.dev.br",
+	repositorio: "https://github.com/lucasrguerra/ESPDocs",
+	blog: "https://cienciaembarcada.com.br",
+};
+
+/**
+ * Monta o objeto `metadata` de uma página, já com canonical e Open Graph.
+ * Usar isto em vez de escrever o objeto à mão garante que nenhuma página fique
+ * sem canonical ou sem og:title.
+ */
+export function paginaMeta({ titulo, descricao, caminho, keywords = [], tipo = "website" }) {
+	const url = `${SITE.url}${caminho}`;
+	return {
+		title: titulo,
+		description: descricao,
+		keywords,
+		alternates: { canonical: caminho },
+		openGraph: {
+			type: tipo,
+			locale: "pt_BR",
+			url,
+			siteName: SITE.nome,
+			title: `${titulo} · ${SITE.nome}`,
+			description: descricao,
+		},
+		twitter: {
+			card: "summary_large_image",
+			title: `${titulo} · ${SITE.nome}`,
+			description: descricao,
+		},
+	};
+}
+
+/* ------------------------------------------------------------------------
+   Dados estruturados (JSON-LD). São eles que rendem os resultados ricos:
+   trilha de navegação, box de busca e reconhecimento de autoria.
+   ------------------------------------------------------------------------ */
+
+export const jsonLd = {
+	siteESociedade() {
+		return {
+			"@context": "https://schema.org",
+			"@graph": [
+				{
+					"@type": "WebSite",
+					"@id": `${SITE.url}/#site`,
+					url: SITE.url,
+					name: SITE.nome,
+					inLanguage: "pt-BR",
+					description:
+						"Documentação do ecossistema ESP32 em português brasileiro: especificações, pinagem, comparação e seleção de séries.",
+					publisher: { "@id": `${SITE.url}/#autor` },
+				},
+				{
+					"@type": "Person",
+					"@id": `${SITE.url}/#autor`,
+					name: SITE.autor,
+					url: SITE.autorUrl,
+					email: SITE.autorEmail,
+					sameAs: [SITE.autorLinkedin, SITE.repositorio, SITE.blog],
+				},
+			],
+		};
+	},
+
+	/** Trilha de navegação: aparece acima do título no resultado de busca. */
+	trilha(itens) {
+		return {
+			"@context": "https://schema.org",
+			"@type": "BreadcrumbList",
+			itemListElement: itens.map((it, i) => ({
+				"@type": "ListItem",
+				position: i + 1,
+				name: it.nome,
+				item: `${SITE.url}${it.caminho}`,
+			})),
+		};
+	},
+
+	/** Ficha técnica de uma série, com as especificações como propriedades. */
+	serie(chave, serie) {
+		const prop = (nome, valor) =>
+			valor ? { "@type": "PropertyValue", name: nome, value: String(valor) } : null;
+
+		return {
+			"@context": "https://schema.org",
+			"@type": "Product",
+			"@id": `${SITE.url}/series/${chave}#produto`,
+			name: serie.nome_completo || chave,
+			description: serie.descricao,
+			category: "Microcontrolador",
+			brand: { "@type": "Brand", name: "Espressif Systems" },
+			url: `${SITE.url}/series/${chave}`,
+			additionalProperty: [
+				prop("Arquitetura", serie.arquitetura),
+				prop("Núcleos", serie.nucleos),
+				prop("Frequência máxima", serie.frequencia),
+				prop("SRAM", serie.memoria_sram),
+				prop("GPIO", serie.gpio),
+				prop("Wi-Fi", serie.wifi),
+				prop("Bluetooth", serie.bluetooth),
+				prop("Encapsulamento", serie.encapsulamento),
+				prop("ESP-IDF mínimo", serie.esp_idf_minimo),
+			].filter(Boolean),
+		};
+	},
+
+	/** Glossário: marca cada verbete como termo definido. */
+	glossario(categorias) {
+		return {
+			"@context": "https://schema.org",
+			"@type": "DefinedTermSet",
+			"@id": `${SITE.url}/glossario#glossario`,
+			name: "Glossário Técnico do ESP32",
+			inLanguage: "pt-BR",
+			hasDefinedTerm: categorias.flatMap((cat) =>
+				cat.termos.map((t) => ({
+					"@type": "DefinedTerm",
+					name: t.termo,
+					description: t.definicao,
+					inDefinedTermSet: `${SITE.url}/glossario#glossario`,
+				}))
+			),
+		};
+	},
+
+	/** Perguntas frequentes: pode render o bloco expansível no Google. */
+	perguntas(pares) {
+		return {
+			"@context": "https://schema.org",
+			"@type": "FAQPage",
+			mainEntity: pares.map(({ pergunta, resposta }) => ({
+				"@type": "Question",
+				name: pergunta,
+				acceptedAnswer: { "@type": "Answer", text: resposta },
+			})),
+		};
+	},
+};
diff --git a/public/apostilas/1/index.html b/public/apostilas/1/index.html
index 1150b97..c906df2 100644
--- a/public/apostilas/1/index.html
+++ b/public/apostilas/1/index.html
@@ -38,6 +38,7 @@
 			<div>
 				<strong>Lucas Rayan Guerra</strong>
 				Ciência Embarcada · ESPDocs
+				linkedin.com/in/lucasrguerra
 			</div>
 			<div style="text-align:right">
 				<strong>Material de apoio</strong>
@@ -1884,7 +1885,9 @@ Temperatura: 26.1 C | Umidade: 62.0 %</code></pre>
 			<tr>
 				<td class="destaque">Conteúdo e redação</td>
 				<td><strong>Lucas Rayan Guerra</strong><br>
-					Ciência Embarcada · <a href="https://cienciaembarcada.com.br">cienciaembarcada.com.br</a></td>
+					Ciência Embarcada · <a href="https://cienciaembarcada.com.br">cienciaembarcada.com.br</a><br>
+					<a href="https://linkedin.com/in/lucasrguerra">linkedin.com/in/lucasrguerra</a><br>
+					<a href="mailto:contato@lucasrguerra.dev.br">contato@lucasrguerra.dev.br</a></td>
 			</tr>
 			<tr>
 				<td class="destaque">Dados técnicos</td>
@@ -1942,11 +1945,12 @@ Temperatura: 26.1 C | Umidade: 62.0 %</code></pre>
 	</div>
 
 	<div class="caixa dica">
-		<div class="caixa-titulo">Encontrou um erro?</div>
+		<div class="caixa-titulo">Dúvidas, correções e contato</div>
 		<p>
-			Correções e sugestões são bem-vindas e ajudam as próximas turmas. Reporte pelo ESPDocs,
-			em <a href="https://espdocs.cienciaembarcada.com.br/">espdocs.cienciaembarcada.com.br</a>,
-			ou fale com a coordenação da LASER.
+			Correções e sugestões são bem-vindas e ajudam as próximas turmas. Fale direto com o
+			autor por <a href="mailto:contato@lucasrguerra.dev.br">contato@lucasrguerra.dev.br</a>
+			ou pelo LinkedIn, em
+			<a href="https://linkedin.com/in/lucasrguerra">linkedin.com/in/lucasrguerra</a>.
 		</p>
 	</div>
 
diff --git a/public/marca/espdocs-lockup.svg b/public/marca/espdocs-lockup.svg
new file mode 100644
index 0000000..6386201
--- /dev/null
+++ b/public/marca/espdocs-lockup.svg
@@ -0,0 +1,19 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 260 64" role="img" aria-label="ESPDocs">
+  <title>ESPDocs</title>
+  <defs>
+    <linearGradient id="gl" x1="6" y1="58" x2="250" y2="6" gradientUnits="userSpaceOnUse">
+      <stop offset="0" stop-color="#3b82f6"/>
+      <stop offset="0.55" stop-color="#8b5cf6"/>
+      <stop offset="1" stop-color="#ec4899"/>
+    </linearGradient>
+  </defs>
+  <g stroke="url(#gl)" stroke-width="3.4" stroke-linecap="round">
+    <path d="M2 21h7"/><path d="M2 32h7"/><path d="M2 43h7"/>
+  </g>
+  <rect x="9.25" y="9.25" width="45.5" height="45.5" rx="13" fill="none" stroke="url(#gl)" stroke-width="4.5"/>
+  <g stroke="url(#gl)" stroke-width="4.5" stroke-linecap="round">
+    <path d="M19 21h26"/><path d="M19 32h21"/><path d="M19 43h15"/>
+  </g>
+  <text x="72" y="43" font-family="Outfit, Inter, system-ui, sans-serif" font-size="34"
+        font-weight="800" letter-spacing="-0.5" fill="url(#gl)">ESPDocs</text>
+</svg>
diff --git a/public/marca/espdocs-marca.svg b/public/marca/espdocs-marca.svg
new file mode 100644
index 0000000..158d5fa
--- /dev/null
+++ b/public/marca/espdocs-marca.svg
@@ -0,0 +1,29 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64" role="img" aria-label="ESPDocs">
+  <title>ESPDocs</title>
+  <defs>
+    <linearGradient id="g" x1="6" y1="58" x2="58" y2="6" gradientUnits="userSpaceOnUse">
+      <stop offset="0" stop-color="#3b82f6"/>
+      <stop offset="0.55" stop-color="#8b5cf6"/>
+      <stop offset="1" stop-color="#ec4899"/>
+    </linearGradient>
+  </defs>
+
+  <!-- Pinos entrando pela esquerda: o sinal que chega do silício. -->
+  <g stroke="url(#g)" stroke-width="3.4" stroke-linecap="round">
+    <path d="M2 21h7"/>
+    <path d="M2 32h7"/>
+    <path d="M2 43h7"/>
+  </g>
+
+  <!-- Corpo do encapsulamento. -->
+  <rect x="9.25" y="9.25" width="45.5" height="45.5" rx="13"
+        fill="none" stroke="url(#g)" stroke-width="4.5"/>
+
+  <!-- Os mesmos três níveis viram linhas de texto: a documentação.
+       Comprimento decrescente para ler como parágrafo. -->
+  <g stroke="url(#g)" stroke-width="4.5" stroke-linecap="round">
+    <path d="M19 21h26"/>
+    <path d="M19 32h21"/>
+    <path d="M19 43h15"/>
+  </g>
+</svg>