stitch-loop
Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
Best use case
stitch-loop is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.
Practical example
Example input
Use the "stitch-loop" skill to help with this workflow task. Context: Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
Example output
A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.
When to use this skill
- Use this skill when you want a reusable workflow rather than writing the same prompt again and again.
When not to use this skill
- Do not use this when you only need a one-off answer and do not need a reusable workflow.
- Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/stitch-loop/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How stitch-loop Compares
| Feature / Agent | stitch-loop | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# 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.
## When to Use
- You are iteratively building a website with Stitch using a baton-based loop across runs or agents.
- Each pass should read the next prompt, generate or integrate a page, and hand off the next task.
- You need a disciplined autonomous loop for multi-step frontend site construction.
## 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 (`.stitch/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 `.stitch/DESIGN.md` file (generate one using the `design-md` skill if needed)
- A `.stitch/SITE.md` file 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:
```markdown
---
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 `page` field 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 `page` frontmatter 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:
1. **Discover namespace**: Run `list_tools` to find the Stitch MCP prefix
2. **Get or create project**:
- If `.stitch/metadata.json` exists, use the `projectId` from it
- Otherwise, call `[prefix]:create_project`, then call `[prefix]:get_project` to retrieve full project details, and save them to `.stitch/metadata.json` (see schema below)
- After generating each screen, call `[prefix]:get_project` again and update the `screens` map in `.stitch/metadata.json` with each screen's full metadata (id, sourceScreen, dimensions, canvas position)
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**: Before downloading, check if `.stitch/designs/{page}.html` and `.stitch/designs/{page}.png` already 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}.html`
- `screenshot.downloadUrl` — Append `=w{width}` to the URL before downloading, where `{width}` is the `width` value from the screen metadata (Google CDN serves low-res thumbnails by default). Save as `.stitch/designs/{page}.png`
### Step 4: Integrate into Site
1. Move generated HTML from `.stitch/designs/{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 (`.stitch/designs/{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 `.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.
1. **Decide the next page**:
- Check `.stitch/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 .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.
```json
{
"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:
1. **First time setup**: Generate `.stitch/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 `.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.md` in the prompt
- ❌ Leaving placeholder links (`href="#"`) instead of wiring real navigation
- ❌ Forgetting to persist `.stitch/metadata.json` after 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 |
## Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.Related Skills
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