stitch-loop
google-labs-code/stitch-skills
Autonomous website builder using Stitch with iterative baton-passing loop pattern
What is stitch-loop?
Teaches agents to iteratively build websites by reading tasks from a baton file, generating pages with Stitch, integrating them into the site structure, and preparing the next task. Use this when you need continuous, autonomous frontend development with handoff between iterations.
- Reads task instructions from .stitch/next-prompt.md baton file
- Generates website pages using Stitch MCP tools with design system consistency
- Integrates generated HTML into site/public/ with proper asset paths and navigation wiring
- Updates site documentation (SITE.md) to track completed pages and roadmap progress
- Prepares next-prompt.md for the following iteration to continue the loop
- Optionally verifies generated pages visually using Chrome DevTools MCP
How to install stitch-loop
npx skills add https://github.com/google-labs-code/stitch-skills --skill stitch-loop- Access to Stitch MCP Server
- A Stitch project (existing or will be created)
- A .stitch/DESIGN.md file documenting visual design system
- A .stitch/SITE.md file with site vision and roadmap
- Optional: Chrome DevTools MCP Server for visual verification
How to use stitch-loop
- 1.Read the current task from .stitch/next-prompt.md, extracting the page name and prompt content
- 2.Consult .stitch/SITE.md and .stitch/DESIGN.md to understand site context and design requirements
- 3.Call Stitch MCP tools to generate the page screen using the prompt and design system
- 4.Download generated HTML and screenshot, saving to .stitch/designs/{page}.html and .stitch/designs/{page}.png
- 5.Integrate the page into site/public/{page}.html, fixing asset paths and updating navigation links
- 6.Update .stitch/SITE.md to mark the page as complete and remove consumed roadmap items
- 7.Write the next task to .stitch/next-prompt.md with proper YAML frontmatter and design system block to continue the loop
Use cases
- Building multi-page websites iteratively with autonomous agents handling one page per cycle
- Maintaining design consistency across pages by embedding design system in each baton prompt
- Tracking site progress through SITE.md roadmap and sitemap sections
- Delegating page creation tasks between multiple agent iterations with clear handoff protocol
- Generating screenshot comparisons between Stitch output and rendered pages for quality verification
- AI agents building websites autonomously (Claude Code, Cursor)
- Teams using Stitch for design-to-code workflows
- Projects requiring iterative, documented site development
- Developers wanting to automate frontend page generation with design consistency
stitch-loop FAQ
The .stitch/next-prompt.md file acts as a relay between iterations. It contains YAML frontmatter with the page name and markdown content with the task prompt and design system. Each iteration reads it, completes the task, and writes the next task to keep the loop alive.
No. Check .stitch/SITE.md Section 4 (Sitemap) before generating. Only create new pages or update existing ones if explicitly tasked.
Visual verification (Step 4.5) is optional. Skip it and proceed directly to updating site documentation and preparing the next baton.
Save them to .stitch/metadata.json after creating a project or generating screens. Call [prefix]:get_project and populate the screens map with each screen's id, sourceScreen, dimensions, and canvas position.
Ask the user whether to refresh from the Stitch project or reuse existing files. Only re-download if the user confirms.
Full instructions (SKILL.md)
Source of truth, from google-labs-code/stitch-skills.
name: stitch-loop description: Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern allowed-tools:
- "stitch*:*"
- "chrome*:*"
- "Read"
- "Write"
- "Bash"
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:
- Reads the current task from a baton file (
.stitch/next-prompt.md) - Generates a page using Stitch MCP tools
- Integrates the page into the site structure
- 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
.stitch/DESIGN.mdfile (generate one using thedesign-mdskill if needed) - A
.stitch/SITE.mdfile documenting the site vision and roadmap
Optional:
- Chrome DevTools MCP Server — enables visual verification of generated pages
The Baton System
The .stitch/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 .stitch/DESIGN.md Section 6]
**Page Structure:**
1. Header with navigation
2. Explanation of tracking methodology
3. Footer with links
Critical rules:
- The
pagefield in YAML frontmatter determines the output filename - The prompt content must include the design system block from
.stitch/DESIGN.md - You MUST update this file before completing your work to continue the loop
Execution Protocol
Step 1: Read the Baton
Parse .stitch/next-prompt.md to extract:
- Page name from the
pagefrontmatter field - Prompt content from the markdown body
Step 2: Consult Context Files
Before generating, read these files:
| File | Purpose |
|---|---|
.stitch/SITE.md | Site vision, Stitch Project ID, existing pages (sitemap), roadmap |
.stitch/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:
- Discover namespace: Run
list_toolsto find the Stitch MCP prefix - Get or create project:
- If
.stitch/metadata.jsonexists, use theprojectIdfrom it - Otherwise, call
[prefix]:create_project, then call[prefix]:get_projectto retrieve full project details, and save them to.stitch/metadata.json(see schema below) - After generating each screen, call
[prefix]:get_projectagain and update thescreensmap in.stitch/metadata.jsonwith each screen's full metadata (id, sourceScreen, dimensions, canvas position)
- If
- Generate screen: Call
[prefix]:generate_screen_from_textwith:projectId: The project IDprompt: The full prompt from the baton (including design system block)deviceType:DESKTOP(or as specified)
- Retrieve assets: Before downloading, check if
.stitch/designs/{page}.htmland.stitch/designs/{page}.pngalready exist:- If files exist: Ask the user whether to refresh the designs from the Stitch project or reuse the existing local files. Only re-download if the user confirms.
- If files do not exist: Proceed with download:
htmlCode.downloadUrl— Download and save as.stitch/designs/{page}.htmlscreenshot.downloadUrl— Append=w{width}to the URL before downloading, where{width}is thewidthvalue from the screen metadata (Google CDN serves low-res thumbnails by default). Save as.stitch/designs/{page}.png
Step 4: Integrate into Site
- Move generated HTML from
.stitch/designs/{page}.htmltosite/public/{page}.html - Fix any asset paths to be relative to the public folder
- 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
- Find existing placeholder links (e.g.,
- 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:
- Check availability: Run
list_toolsto see ifchrome*tools are present - Start dev server: Use Bash to start a local server (e.g.,
npx serve site/public) - Navigate to page: Call
[chrome_prefix]:navigateto openhttp://localhost:3000/{page}.html - Capture screenshot: Call
[chrome_prefix]:screenshotto capture the rendered page - Visual comparison: Compare against the Stitch screenshot (
.stitch/designs/{page}.png) for fidelity - 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 .stitch/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 .stitch/next-prompt.md before completing. This keeps the loop alive.
- Decide the next page:
- Check
.stitch/SITE.mdSection 5 (Roadmap) for pending items - If empty, pick from Section 6 (Creative Freedom)
- Or invent something new that fits the site vision
- Check
- 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 .stitch/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/
├── .stitch/
│ ├── metadata.json # Stitch project & screen IDs (persist this!)
│ ├── DESIGN.md # Visual design system (from design-md skill)
│ ├── SITE.md # Site vision, sitemap, roadmap
│ ├── next-prompt.md # The baton — current task
│ └── designs/ # Staging area for Stitch output
│ ├── {page}.html
│ └── {page}.png
└── site/public/ # Production pages
├── index.html
└── {page}.html
.stitch/metadata.json Schema
This file persists all Stitch identifiers so future iterations can reference them for edits or variants. Populate it by calling [prefix]:get_project after creating a project or generating screens.
{
"name": "projects/6139132077804554844",
"projectId": "6139132077804554844",
"title": "My App",
"visibility": "PRIVATE",
"createTime": "2026-03-04T23:11:25.514932Z",
"updateTime": "2026-03-04T23:34:40.400007Z",
"projectType": "PROJECT_DESIGN",
"origin": "STITCH",
"deviceType": "MOBILE",
"designTheme": {
"colorMode": "DARK",
"font": "INTER",
"roundness": "ROUND_EIGHT",
"customColor": "#40baf7",
"saturation": 3
},
"screens": {
"index": {
"id": "d7237c7d78f44befa4f60afb17c818c1",
"sourceScreen": "projects/6139132077804554844/screens/d7237c7d78f44befa4f60afb17c818c1",
"x": 0,
"y": 0,
"width": 390,
"height": 1249
},
"about": {
"id": "bf6a3fe5c75348e58cf21fc7a9ddeafb",
"sourceScreen": "projects/6139132077804554844/screens/bf6a3fe5c75348e58cf21fc7a9ddeafb",
"x": 549,
"y": 0,
"width": 390,
"height": 1159
}
},
"metadata": {
"userRole": "OWNER"
}
}
| Field | Description |
|---|---|
name | Full resource name (projects/{id}) |
projectId | Stitch project ID (from create_project or get_project) |
title | Human-readable project title |
designTheme | Design system tokens: color mode, font, roundness, custom color, saturation |
deviceType | Target device: MOBILE, DESKTOP, TABLET |
screens | Map of page name → screen object. Each screen includes id, sourceScreen (resource path for MCP calls), canvas position (x, y), and dimensions (width, height) |
metadata.userRole | User's role on the project (OWNER, EDITOR, VIEWER) |
Orchestration Options
The loop can be driven by different orchestration layers:
| Method | How it works |
|---|---|
| CI/CD | GitHub Actions triggers on .stitch/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:
- First time setup: Generate
.stitch/DESIGN.mdusing thedesign-mdskill from an existing Stitch screen - Every iteration: Copy Section 6 ("Design System Notes for Stitch Generation") into your baton prompt
- Consistency: All generated pages will share the same visual language
Common Pitfalls
- ❌ Forgetting to update
.stitch/next-prompt.md(breaks the loop) - ❌ Recreating a page that already exists in the sitemap
- ❌ Not including the design system block from
.stitch/DESIGN.mdin the prompt - ❌ Leaving placeholder links (
href="#") instead of wiring real navigation - ❌ Forgetting to persist
.stitch/metadata.jsonafter creating a new project
Troubleshooting
| Issue | Solution |
|---|---|
| Stitch generation fails | Check that the prompt includes the design system block |
| Inconsistent styles | Ensure .stitch/DESIGN.md is up-to-date and copied correctly |
| Loop stalls | Verify .stitch/next-prompt.md was updated with valid frontmatter |
| Navigation broken | Check all internal links use correct relative paths |
Related skills
More from google-labs-code/stitch-skills and the wider catalog.
design-md
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react:components
Convert Stitch designs into modular React components with AST validation and Vite integration.
enhance-prompt
Transform vague UI ideas into polished, Stitch-optimized prompts with design system context.
shadcn-ui
Expert guidance for integrating and building applications with shadcn/ui components.
remotion
Generate professional walkthrough videos from Stitch designs using Remotion with smooth transitions and overlays
stitch-design
Unified design system and high-fidelity UI generation for Stitch projects.