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stitch-loop skill

/skills/stitch-loop

This skill helps you iteratively build web pages with Stitch using a baton-loop, delivering pages and next tasks for continuous improvement.

npx playbooks add skill google-labs-code/stitch-skills --skill stitch-loop

Review the files below or copy the command above to add this skill to your agents.

Files (6)
SKILL.md
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---
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:
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:

```markdown
---
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:

```markdown
---
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 |

Overview

This skill teaches agents to iteratively build and integrate pages using the Stitch MCP in an autonomous baton-passing loop. Each iteration reads a baton file, generates a page with Stitch tools, integrates the output into the site, updates documentation, and writes the next baton to continue the loop. It focuses on reliable handoffs, reproducible prompts, and maintaining site consistency.

How this skill works

The agent parses next-prompt.md to extract the target page name and the full prompt (including the DESIGN.md design system block). It uses Stitch MCP calls to create or select a project, generate a screen, and download HTML and screenshot assets into a staging queue. The agent then moves the generated HTML into site/public, fixes asset paths and navigation links, updates SITE.md sitemap/roadmap, and writes a new next-prompt.md to pass the baton to the next iteration.

When to use it

  • Automating incremental frontend work for a Stitch-based site
  • Running continuous site growth via CI/CD or agent chains
  • Prototyping many pages quickly while preserving a shared design system
  • Handing off work between multiple autonomous agents
  • Maintaining a repeatable generation-and-integration workflow

Best practices

  • Always include the DESIGN.md design system block inside the baton prompt to ensure visual consistency
  • Check SITE.md sitemap and roadmap before generating to avoid recreating existing pages
  • Persist stitch.json after creating a project so future iterations reuse the same projectId
  • Wire placeholder links (href="#") to the new page and keep headers/footers consistent across pages
  • Update next-prompt.md before finishing each iteration — failing to do so breaks the loop

Example use cases

  • A CI job triggers an agent to add one roadmap item per commit and updates the baton for the next job
  • An agent chain where one agent generates a page and another verifies visuals using Chrome DevTools MCP
  • A developer-run loop to rapidly prototype site sections while preserving a single design system
  • A human-in-loop process where the agent generates assets and a reviewer approves navigation changes and baton selection

FAQ

What happens if the DESIGN.md block is missing from the baton?

Stitch generation will likely produce inconsistent styles. Always copy Section 6 (design system) from DESIGN.md into the baton before generating.

How do I avoid duplicating pages already in the site?

Read SITE.md Section 4 (Sitemap) first; if a page is already listed, pick a different roadmap or creative freedom item. The agent must not recreate existing pages.