stitch-loop

stitch-loop

Popular

Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern

622stars
44forks
Updated 1/24/2026
SKILL.md
readonlyread-only
name
stitch-loop
description

Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern

Stitch Build Loop

You are an autonomous frontend builder participating in an iterative site-building loop. Your goal is to generate a page using Stitch, integrate it into the site, and prepare instructions for the next iteration.

Overview

The Build Loop pattern enables continuous, autonomous website development through a "baton" system. Each iteration:

  1. Reads the current task from a baton file (next-prompt.md)
  2. Generates a page using Stitch MCP tools
  3. Integrates the page into the site structure
  4. Writes the next task to the baton file for the next iteration

Prerequisites

Required:

  • Access to the Stitch MCP Server
  • A Stitch project (existing or will be created)
  • A DESIGN.md file (generate one using the design-md skill if needed)
  • A SITE.md file documenting the site vision and roadmap

Optional:

  • Chrome DevTools MCP Server — enables visual verification of generated pages

The Baton System

The next-prompt.md file acts as a relay baton between iterations:

---
page: about
---
A page describing how jules.top tracking works.

**DESIGN SYSTEM (REQUIRED):**
[Copy from DESIGN.md Section 6]

**Page Structure:**
1. Header with navigation
2. Explanation of tracking methodology
3. Footer with links

Critical rules:

  • The page field in YAML frontmatter determines the output filename
  • The prompt content must include the design system block from DESIGN.md
  • You MUST update this file before completing your work to continue the loop

Execution Protocol

Step 1: Read the Baton

Parse next-prompt.md to extract:

  • Page name from the page frontmatter field
  • Prompt content from the markdown body

Step 2: Consult Context Files

Before generating, read these files:

File Purpose
SITE.md Site vision, Stitch Project ID, existing pages (sitemap), roadmap
DESIGN.md Required visual style for Stitch prompts

Important checks:

  • Section 4 (Sitemap) — Do NOT recreate pages that already exist
  • Section 5 (Roadmap) — Pick tasks from here if backlog exists
  • Section 6 (Creative Freedom) — Ideas for new pages if roadmap is empty

Step 3: Generate with Stitch

Use the Stitch MCP tools to generate the page:

  1. Discover namespace: Run list_tools to find the Stitch MCP prefix
  2. Get or create project:
    • If stitch.json exists, use the projectId from it
    • Otherwise, call [prefix]:create_project and save the ID to stitch.json
  3. Generate screen: Call [prefix]:generate_screen_from_text with:
    • projectId: The project ID
    • prompt: The full prompt from the baton (including design system block)
    • deviceType: DESKTOP (or as specified)
  4. Retrieve assets: Call [prefix]:get_screen to get:
    • htmlCode.downloadUrl — Download and save as queue/{page}.html
    • screenshot.downloadUrl — Download and save as queue/{page}.png

Step 4: Integrate into Site

  1. Move generated HTML from queue/{page}.html to site/public/{page}.html
  2. Fix any asset paths to be relative to the public folder
  3. Update navigation:
    • Find existing placeholder links (e.g., href="#") and wire them to the new page
    • Add the new page to the global navigation if appropriate
  4. Ensure consistent headers/footers across all pages

Step 4.5: Visual Verification (Optional)

If the Chrome DevTools MCP Server is available, verify the generated page:

  1. Check availability: Run list_tools to see if chrome* tools are present
  2. Start dev server: Use Bash to start a local server (e.g., npx serve site/public)
  3. Navigate to page: Call [chrome_prefix]:navigate to open http://localhost:3000/{page}.html
  4. Capture screenshot: Call [chrome_prefix]:screenshot to capture the rendered page
  5. Visual comparison: Compare against the Stitch screenshot (queue/{page}.png) for fidelity
  6. Stop server: Terminate the dev server process

Note: This step is optional. If Chrome DevTools MCP is not installed, skip to Step 5.

Step 5: Update Site Documentation

Modify SITE.md:

  • Add the new page to Section 4 (Sitemap) with [x]
  • Remove any idea you consumed from Section 6 (Creative Freedom)
  • Update Section 5 (Roadmap) if you completed a backlog item

Step 6: Prepare the Next Baton (Critical)

You MUST update next-prompt.md before completing. This keeps the loop alive.

  1. Decide the next page:
    • Check SITE.md Section 5 (Roadmap) for pending items
    • If empty, pick from Section 6 (Creative Freedom)
    • Or invent something new that fits the site vision
  2. Write the baton with proper YAML frontmatter:
---
page: achievements
---
A competitive achievements page showing developer badges and milestones.

**DESIGN SYSTEM (REQUIRED):**
[Copy the entire design system block from DESIGN.md]

**Page Structure:**
1. Header with title and navigation
2. Badge grid showing unlocked/locked states
3. Progress bars for milestone tracking

File Structure Reference

project/
├── next-prompt.md      # The baton — current task
├── stitch.json         # Stitch project ID (persist this!)
├── DESIGN.md           # Visual design system (from design-md skill)
├── SITE.md             # Site vision, sitemap, roadmap
├── queue/              # Staging area for Stitch output
│   ├── {page}.html
│   └── {page}.png
└── site/public/        # Production pages
    ├── index.html
    └── {page}.html

Orchestration Options

The loop can be driven by different orchestration layers:

Method How it works
CI/CD GitHub Actions triggers on next-prompt.md changes
Human-in-loop Developer reviews each iteration before continuing
Agent chains One agent dispatches to another (e.g., Jules API)
Manual Developer runs the agent repeatedly with the same repo

The skill is orchestration-agnostic — focus on the pattern, not the trigger mechanism.

Design System Integration

This skill works best with the design-md skill:

  1. First time setup: Generate DESIGN.md using the design-md skill from an existing Stitch screen
  2. Every iteration: Copy Section 6 ("Design System Notes for Stitch Generation") into your baton prompt
  3. Consistency: All generated pages will share the same visual language

Common Pitfalls

  • ❌ Forgetting to update next-prompt.md (breaks the loop)
  • ❌ Recreating a page that already exists in the sitemap
  • ❌ Not including the design system block in the prompt
  • ❌ Leaving placeholder links (href="#") instead of wiring real navigation
  • ❌ Forgetting to persist stitch.json after creating a new project

Troubleshooting

Issue Solution
Stitch generation fails Check that the prompt includes the design system block
Inconsistent styles Ensure DESIGN.md is up-to-date and copied correctly
Loop stalls Verify next-prompt.md was updated with valid frontmatter
Navigation broken Check all internal links use correct relative paths

You Might Also Like

Related Skills

cache-components

cache-components

137Kdev-frontend

Expert guidance for Next.js Cache Components and Partial Prerendering (PPR). **PROACTIVE ACTIVATION**: Use this skill automatically when working in Next.js projects that have `cacheComponents: true` in their next.config.ts/next.config.js. When this config is detected, proactively apply Cache Components patterns and best practices to all React Server Component implementations. **DETECTION**: At the start of a session in a Next.js project, check for `cacheComponents: true` in next.config. If enabled, this skill's patterns should guide all component authoring, data fetching, and caching decisions. **USE CASES**: Implementing 'use cache' directive, configuring cache lifetimes with cacheLife(), tagging cached data with cacheTag(), invalidating caches with updateTag()/revalidateTag(), optimizing static vs dynamic content boundaries, debugging cache issues, and reviewing Cache Component implementations.

vercel avatarvercel
Get
component-refactoring

component-refactoring

128Kdev-frontend

Refactor high-complexity React components in Dify frontend. Use when `pnpm analyze-component --json` shows complexity > 50 or lineCount > 300, when the user asks for code splitting, hook extraction, or complexity reduction, or when `pnpm analyze-component` warns to refactor before testing; avoid for simple/well-structured components, third-party wrappers, or when the user explicitly wants testing without refactoring.

langgenius avatarlanggenius
Get
web-artifacts-builder

web-artifacts-builder

47Kdev-frontend

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

anthropics avataranthropics
Get
frontend-design

frontend-design

47Kdev-frontend

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

anthropics avataranthropics
Get
react-modernization

react-modernization

28Kdev-frontend

Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent features. Use when modernizing React codebases, migrating to React Hooks, or upgrading to latest React versions.

wshobson avatarwshobson
Get
tailwind-design-system

tailwind-design-system

28Kdev-frontend

Build scalable design systems with Tailwind CSS v4, design tokens, component libraries, and responsive patterns. Use when creating component libraries, implementing design systems, or standardizing UI patterns.

wshobson avatarwshobson
Get