illustrated-explainer-spec
Spec for building an infinite drill-down AI illustrated explainer web app where users type a topic and click to drill into generated watercolor-style images.
How do I install this agent skill?
npx skills add https://github.com/reason-machines/trending-skills --skill illustrated-explainer-specIs this agent skill safe to install?
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The skill provides a comprehensive implementation guide for an AI-powered image drill-down application. It follows standard security practices for handling API keys via environment variables and includes basic input validation. The design inherently involves sending user-provided topics to an external AI model, which represents a surface for indirect prompt injection.
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No alerts
- Snykwarn
Risk: MEDIUM · 1 issue
What does this agent skill do?
Illustrated Explainer Spec Implementation Guide
Skill by ara.so — Daily 2026 Skills collection.
What This Project Is
A spec (not a library) for building a locally-run single-page web app where:
- User types a topic → AI generates a 16:9 watercolor-style illustrated explainer page
- User clicks anywhere on the image → AI generates a "drill-into" next page for that spot
- This repeats infinitely, preserving painting style across all pages
- Content-addressed caching means identical queries/clicks never re-generate
The spec is stack-agnostic — you choose the framework, image model API, and language. This skill shows you how to implement it end-to-end.
Architecture Overview
Browser (thin client)
└── POST /api/page ──► Server
├── hash → check disk cache
├── composite red marker onto parent image
├── call image model (text + optional image)
└── write PNG → return page object
Page Object Shape
interface Page {
id: string; // deterministic hash
imageUrl: string; // e.g. "/generated/abc123.png"
parentId: string | null;
parentClick: { x: number; y: number } | null; // normalized 0–1
initialQuery: string | null; // only on page 1
}
Recommended Stack (Node.js + Google Gemini)
mkdir explainer && cd explainer
npm init -y
npm install express sharp crypto @google/generative-ai cors dotenv
.env
GEMINI_API_KEY=your_key_here
CACHE_VERSION=v1
PORT=3000
Server Implementation
server.js — Full Reference Implementation
import express from 'express';
import fs from 'fs';
import path from 'path';
import crypto from 'crypto';
import sharp from 'sharp';
import { GoogleGenerativeAI } from '@google/generative-ai';
import 'dotenv/config';
const app = express();
app.use(express.json());
app.use(express.static('public'));
app.use('/generated', express.static('public/generated'));
const genAI = new GoogleGenerativeAI(process.env.GEMINI_API_KEY);
const VERSION = process.env.CACHE_VERSION || 'v1';
const GENERATED_DIR = path.join('public', 'generated');
fs.mkdirSync(GENERATED_DIR, { recursive: true });
// ── Content-addressed IDs ──────────────────────────────────────────────────
function hashFirstPage(query) {
const normalized = query.trim().replace(/\s+/g, ' ').toLowerCase();
return crypto
.createHash('sha256')
.update(`first${VERSION}${normalized}`)
.digest('hex')
.slice(0, 32);
}
function hashChildPage(parentId, x, y) {
const rx = Math.round(x * 100) / 100;
const ry = Math.round(y * 100) / 100;
return crypto
.createHash('sha256')
.update(`child${VERSION}${parentId}${rx}${ry}`)
.digest('hex')
.slice(0, 32);
}
// ── Style description (single source of truth) ────────────────────────────
const STYLE_DESCRIPTION = `Painting style (must remain consistent across every page):
- Light warm paper background with generous margins
- Clean, even dark gray or black ink outlines, consistent thin line weight
- Soft watercolor washes, pale palette: ivory, pale green, pale blue, light gray, with restrained warm accents
- A large serif title printed at the top center of the image
- Calm, well-composed scene with breathing room
Strict exclusions:
- No decorative borders, seals, parchment aging, ornate fonts, or vintage texture
- No 3D render, photorealism, neon, dark themes, or modern app UI cards
- No dense paragraphs of text, watermarks, or tiny unreadable labels
- No tourist map roads, landmarks, transit, or "traveler-guide" framing`;
function firstPagePrompt(query) {
return `${STYLE_DESCRIPTION}
Subject: ${query}
Compose a single 16:9 illustrated explainer page about the subject above.
Let the scene's content (objects, layout, metaphor) be whatever best
explains the subject — cross-section, exploded view, timeline, anatomy,
flow, comparison, or scene — chosen to fit this specific topic.
Output a single PNG image, 16:9. Print the title clearly inside the image.`;
}
const CHILD_PAGE_PROMPT = `${STYLE_DESCRIPTION}
You are continuing an illustrated explainer book.
The provided image is the previous page. A red circle marks
the area the reader pointed at.
Generate the next page: a single 16:9 image that goes deeper
into whatever the red circle is on — zoom in, expand its inner
structure, or show its mechanism.
Critical: match the painting style of the provided image exactly
— same line weight, same paper tone, same pastel palette, same
title typography. The two pages must feel like consecutive spreads
in the same hand-drawn book.
Do NOT include the red circle or any cursor mark in the output.
Output a single PNG image, 16:9.`;
// ── Red marker compositing ─────────────────────────────────────────────────
async function compositeRedMarker(imagePath, nx, ny) {
const img = sharp(imagePath);
const { width, height } = await img.metadata();
const cx = Math.round(nx * width);
const cy = Math.round(ny * height);
const radius = Math.round(width * 0.04);
// Build SVG marker: outer ring + inner dot
const svg = `<svg width="${width}" height="${height}" xmlns="http://www.w3.org/2000/svg">
<circle cx="${cx}" cy="${cy}" r="${radius}" fill="rgba(220,30,30,0.25)" stroke="red" stroke-width="${Math.max(3, radius * 0.15)}"/>
<circle cx="${cx}" cy="${cy}" r="${Math.round(radius * 0.3)}" fill="red" stroke="white" stroke-width="2"/>
</svg>`;
return img
.composite([{ input: Buffer.from(svg), blend: 'over' }])
.png()
.toBuffer();
}
// ── Image model call ───────────────────────────────────────────────────────
async function callImageModel(prompt, referenceImageBuffer = null) {
const model = genAI.getGenerativeModel({ model: 'gemini-2.0-flash-preview-image-generation' });
const parts = [{ text: prompt }];
if (referenceImageBuffer) {
parts.push({
inlineData: {
mimeType: 'image/png',
data: referenceImageBuffer.toString('base64'),
},
});
}
const controller = new AbortController();
const timeout = setTimeout(() => controller.abort(), 120_000);
try {
const result = await model.generateContent({
contents: [{ role: 'user', parts }],
generationConfig: { responseModalities: ['IMAGE'] },
});
clearTimeout(timeout);
const candidates = result.response.candidates ?? [];
for (const candidate of candidates) {
for (const part of candidate.content?.parts ?? []) {
if (part.inlineData?.mimeType?.startsWith('image/')) {
return Buffer.from(part.inlineData.data, 'base64');
}
}
}
throw new Error('No inline image in model response');
} catch (err) {
clearTimeout(timeout);
throw err;
}
}
// ── Generation queue (serialize requests) ─────────────────────────────────
let queue = Promise.resolve();
function enqueue(fn) {
queue = queue.then(fn, fn); // always advance queue even on error
return queue;
}
// ── Core generation logic ──────────────────────────────────────────────────
async function generatePage(id, prompt, referenceImageBuffer) {
const outPath = path.join(GENERATED_DIR, `${id}.png`);
// Cache hit
if (fs.existsSync(outPath) && fs.statSync(outPath).size > 0) {
return `/generated/${id}.png`;
}
const imageBytes = await callImageModel(prompt, referenceImageBuffer);
fs.writeFileSync(outPath, imageBytes);
return `/generated/${id}.png`;
}
// ── /api/page endpoint ────────────────────────────────────────────────────
const ID_REGEX = /^[0-9a-f]{32}$/;
app.post('/api/page', async (req, res) => {
const { query, parentId, parentClick } = req.body;
// Validate
if (query !== undefined) {
if (typeof query !== 'string' || query.trim().length < 1 || query.length > 300) {
return res.status(400).json({ error: 'query must be 1–300 chars' });
}
} else {
if (!ID_REGEX.test(parentId)) {
return res.status(400).json({ error: 'invalid parentId' });
}
const { x, y } = parentClick ?? {};
if (
typeof x !== 'number' || typeof y !== 'number' ||
!isFinite(x) || !isFinite(y) ||
x < 0 || x > 1 || y < 0 || y > 1
) {
return res.status(400).json({ error: 'x and y must be finite floats in [0, 1]' });
}
}
try {
const page = await enqueue(async () => {
if (query !== undefined) {
// First page
const trimmed = query.trim();
const id = hashFirstPage(trimmed);
const imageUrl = await generatePage(id, firstPagePrompt(trimmed), null);
return { id, imageUrl, parentId: null, parentClick: null, initialQuery: trimmed };
} else {
// Child page
const id = hashChildPage(parentId, parentClick.x, parentClick.y);
const parentPath = path.join(GENERATED_DIR, `${parentId}.png`);
if (!fs.existsSync(parentPath)) {
throw new Error('Parent image not found');
}
const markedBuffer = await compositeRedMarker(parentPath, parentClick.x, parentClick.y);
const imageUrl = await generatePage(id, CHILD_PAGE_PROMPT, markedBuffer);
return { id, imageUrl, parentId, parentClick, initialQuery: null };
}
});
res.json({ page });
} catch (err) {
console.error(err);
res.status(500).json({ error: 'Generation failed, try clicking elsewhere.' });
}
});
app.listen(process.env.PORT || 3000, () => {
console.log(`Explainer running on http://localhost:${process.env.PORT || 3000}`);
});
Client Implementation
public/index.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<title>Drill-Down Explainer</title>
<style>
* { box-sizing: border-box; margin: 0; padding: 0; }
body { font-family: system-ui, sans-serif; background: #1a1a1a; color: #eee; display: flex; flex-direction: column; height: 100vh; }
#topbar { display: flex; align-items: center; gap: 12px; padding: 10px 16px; background: #111; flex-shrink: 0; }
#appname { font-weight: bold; font-size: 1.1rem; }
#counter { font-size: 0.85rem; color: #aaa; margin-right: auto; }
#topic-input { flex: 1; padding: 6px 10px; border-radius: 6px; border: none; font-size: 1rem; max-width: 420px; }
button { padding: 6px 14px; border-radius: 6px; border: none; cursor: pointer; font-size: 0.9rem; background: #444; color: #eee; }
button:disabled { opacity: 0.4; cursor: not-allowed; }
#generate-btn { background: #4a7eff; color: #fff; }
#canvas-area { flex: 1; position: relative; display: flex; align-items: center; justify-content: center; overflow: hidden; }
#page-img { max-width: 100%; max-height: 100%; cursor: crosshair; display: block; }
#loading-overlay { position: absolute; inset: 0; background: rgba(0,0,0,0.55); display: flex; align-items: center; justify-content: center; font-size: 1.2rem; display: none; }
#error-banner { background: #b00; color: #fff; padding: 6px 16px; font-size: 0.9rem; display: none; flex-shrink: 0; }
#thumbstrip { display: flex; gap: 8px; padding: 8px 16px; background: #111; overflow-x: auto; flex-shrink: 0; min-height: 72px; }
.thumb { width: 96px; height: 54px; object-fit: cover; border-radius: 4px; cursor: pointer; border: 2px solid transparent; flex-shrink: 0; }
.thumb.active { border-color: #4a7eff; }
.ripple { position: absolute; border-radius: 50%; background: rgba(255,80,80,0.5); transform: scale(0); animation: ripple 0.6s ease-out forwards; pointer-events: none; width: 40px; height: 40px; margin: -20px; }
@keyframes ripple { to { transform: scale(3); opacity: 0; } }
</style>
</head>
<body>
<div id="topbar">
<span id="appname">🔍 Explainer</span>
<span id="counter"></span>
<input id="topic-input" placeholder="Type a topic…" maxlength="300" />
<button id="generate-btn">Generate</button>
<button id="back-btn" disabled>← Back</button>
<button id="reset-btn" disabled>Reset</button>
</div>
<div id="error-banner"></div>
<div id="canvas-area">
<img id="page-img" style="display:none" alt="Explainer page" />
<div id="loading-overlay">Generating the next page…</div>
</div>
<div id="thumbstrip"></div>
<script>
const state = { pages: [], currentIndex: -1, loading: false };
const topicInput = document.getElementById('topic-input');
const generateBtn = document.getElementById('generate-btn');
const backBtn = document.getElementById('back-btn');
const resetBtn = document.getElementById('reset-btn');
const counter = document.getElementById('counter');
const canvasArea = document.getElementById('canvas-area');
const pageImg = document.getElementById('page-img');
const loadingOverlay = document.getElementById('loading-overlay');
const errorBanner = document.getElementById('error-banner');
const thumbstrip = document.getElementById('thumbstrip');
function showError(msg) {
errorBanner.textContent = msg;
errorBanner.style.display = 'block';
}
function clearError() { errorBanner.style.display = 'none'; }
function setLoading(val) {
state.loading = val;
loadingOverlay.style.display = val ? 'flex' : 'none';
topicInput.disabled = val;
generateBtn.disabled = val;
}
function render() {
const { pages, currentIndex } = state;
const hasCurrent = currentIndex >= 0;
const current = hasCurrent ? pages[currentIndex] : null;
counter.textContent = hasCurrent ? `${currentIndex + 1} / ${pages.length}` : '';
backBtn.disabled = currentIndex <= 0;
resetBtn.disabled = pages.length === 0;
pageImg.style.display = current ? 'block' : 'none';
if (current) pageImg.src = current.imageUrl;
// Thumbnails
thumbstrip.innerHTML = '';
pages.forEach((p, i) => {
const img = document.createElement('img');
img.className = 'thumb' + (i === currentIndex ? ' active' : '');
img.src = p.imageUrl;
img.title = `Page ${i + 1}`;
img.addEventListener('click', () => { state.currentIndex = i; render(); });
thumbstrip.appendChild(img);
});
if (thumbstrip.lastChild) {
thumbstrip.lastChild.scrollIntoView({ inline: 'end', behavior: 'smooth' });
}
}
async function postPage(body) {
const res = await fetch('/api/page', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify(body),
});
if (!res.ok) {
const err = await res.json().catch(() => ({}));
throw new Error(err.error || 'Server error');
}
return (await res.json()).page;
}
generateBtn.addEventListener('click', async () => {
const query = topicInput.value.trim();
if (!query || state.loading) return;
clearError();
setLoading(true);
try {
const page = await postPage({ query });
state.pages = [page];
state.currentIndex = 0;
render();
} catch (e) { showError(e.message); }
finally { setLoading(false); }
});
topicInput.addEventListener('keydown', e => { if (e.key === 'Enter') generateBtn.click(); });
pageImg.addEventListener('click', async (e) => {
if (state.loading || state.currentIndex < 0) return;
const rect = pageImg.getBoundingClientRect();
const x = (e.clientX - rect.left) / rect.width;
const y = (e.clientY - rect.top) / rect.height;
// Ripple animation
const ripple = document.createElement('div');
ripple.className = 'ripple';
ripple.style.left = e.clientX - canvasArea.getBoundingClientRect().left + 'px';
ripple.style.top = e.clientY - canvasArea.getBoundingClientRect().top + 'px';
canvasArea.appendChild(ripple);
setTimeout(() => ripple.remove(), 700);
const current = state.pages[state.currentIndex];
clearError();
setLoading(true);
try {
const page = await postPage({ parentId: current.id, parentClick: { x, y } });
// Truncate forward history, append new
state.pages = state.pages.slice(0, state.currentIndex + 1);
state.pages.push(page);
state.currentIndex = state.pages.length - 1;
render();
} catch (e) { showError(e.message); }
finally { setLoading(false); }
});
backBtn.addEventListener('click', () => {
if (state.currentIndex > 0) { state.currentIndex--; render(); }
});
resetBtn.addEventListener('click', () => {
state.pages = []; state.currentIndex = -1;
topicInput.value = '';
clearError();
render();
});
render();
</script>
</body>
</html>
Configuration
Environment Variables
| Variable | Required | Description |
|---|---|---|
GEMINI_API_KEY | Yes | Google Gemini API key |
CACHE_VERSION | No | Bump to invalidate all caches (default: v1) |
PORT | No | Server port (default: 3000) |
package.json
{
"type": "module",
"scripts": {
"start": "node server.js",
"dev": "node --watch server.js"
}
}
Running
# Set your API key
export GEMINI_API_KEY=your_key_here
# Start server
npm start
# Dev mode (auto-restart on file change)
npm run dev
Alternative: OpenAI gpt-image-1
If using OpenAI instead of Gemini, replace callImageModel:
import OpenAI from 'openai';
const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
async function callImageModel(prompt, referenceImageBuffer = null) {
if (!referenceImageBuffer) {
// First page — text-to-image
const res = await openai.images.generate({
model: 'gpt-image-1',
prompt,
size: '1792x1024', // closest 16:9
response_format: 'b64_json',
});
return Buffer.from(res.data[0].b64_json, 'base64');
}
// Child page — image edit / variation with reference
const { toFile } = await import('openai');
const imageFile = await toFile(referenceImageBuffer, 'parent.png', { type: 'image/png' });
const res = await openai.images.edit({
model: 'gpt-image-1',
image: imageFile,
prompt,
size: '1792x1024',
response_format: 'b64_json',
});
return Buffer.from(res.data[0].b64_json, 'base64');
}
Common Patterns
Invalidating the Cache
Bump CACHE_VERSION in .env:
CACHE_VERSION=v2
All new requests will compute new hashes and regenerate. Old files in public/generated/ can be deleted manually.
Inspecting Cached Files
ls public/generated/ # all generated PNGs, named by hash
Testing Cache Hit (no model call)
# Generate once
curl -X POST http://localhost:3000/api/page \
-H 'Content-Type: application/json' \
-d '{"query":"how volcanoes work"}'
# Second call — check server logs, model should NOT be called
curl -X POST http://localhost:3000/api/page \
-H 'Content-Type: application/json' \
-d '{"query":"how volcanoes work"}'
Testing Child Page
# Use the id from a first-page response
curl -X POST http://localhost:3000/api/page \
-H 'Content-Type: application/json' \
-d '{"parentId":"<id-from-first-page>","parentClick":{"x":0.5,"y":0.5}}'
Acceptance Checklist
From the spec §12 — verify each:
- "how volcanoes work" → watercolor-style page, title inside image, no map elements
- "how a smartphone is built" → cross-section/exploded view, same style
- Click visible object → next page drills into that object, style matches
- Drill 5 pages deep → style stays consistent across all pages
- Back button returns to previous page; thumbnails jump without network request
- Reset clears state back to empty input
- Restart server, type same query → returns instantly (disk cache hit)
- Two rapid clicks → second request waits for first to complete (check server logs)
Troubleshooting
| Problem | Fix |
|---|---|
No inline image in model response | Model returned text only; check model name supports image output and responseModalities: ['IMAGE'] is set |
| Style drifts across pages | Ensure STYLE_DESCRIPTION is one const — never duplicated or paraphrased in prompts |
| Red marker not visible on dark images | Increase ring radius (width * 0.05) or add white stroke on outer ring |
| Second click fires before first finishes | Check serialization queue — both requests must be inside enqueue() |
| Cache miss after server restart | Verify CACHE_VERSION hasn't changed and public/generated/ is not being cleaned on start |
Parent image not found 500 error | Client sent a parentId for a page whose PNG was deleted; clear state and start over |
| Images too slow | Add a lightweight loading progress bar; generation typically takes 10–30s per page |
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/reason-machines/trending-skills/illustrated-explainer-spec">View illustrated-explainer-spec on skillZs</a>