stitch-loop▌
google-labs-code/stitch-skills · updated Apr 8, 2026
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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 |
How to use stitch-loop on Cursor
AI-first code editor with Composer
Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add stitch-loop
Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
The skills CLI fetches stitch-loop from GitHub repository google-labs-code/stitch-skills and configures it for Cursor.
Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
Verify installation
Confirm successful installation by checking the skill directory location:
Reload or restart Cursor to activate stitch-loop. Access the skill through slash commands (e.g., /stitch-loop) or your agent's skill management interface.
Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
List & Monetize Your Skill
Submit your Claude Code skill and start earning
Use Cases▌
User Story & Requirements Generation
Create detailed user stories, acceptance criteria, and feature specs
Example
Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios
Reduce spec writing time by 50%, ensure comprehensive coverage
Competitive Analysis
Research competitors, compare features, identify gaps
Example
Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities
Complete competitive research in 2 hours instead of 2 days
Roadmap Prioritization
Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs
Example
Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale
Make data-driven prioritization decisions faster
Stakeholder Communication
Draft PRDs, status updates, and stakeholder presentations
Example
Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement
Save 3-5 hours/week on communication overhead
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client
- ›Access to product documentation and roadmap tools (Jira, Notion, etc.)
- ›Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
- ›Stakeholder contact information and communication channels
Time Estimate
30-60 minutes to see productivity improvements
Installation Steps
- 1.Install product management skill
- 2.Start with user story generation for known feature
- 3.Progress to competitive analysis: research 2-3 competitors
- 4.Use for roadmap prioritization: apply RICE/ICE scoring
- 5.Draft stakeholder communications and refine based on feedback
- 6.Build template library for recurring PM tasks
- 7.Share effective prompts with product team
Common Pitfalls
- ⚠Not validating competitive research—verify facts before sharing
- ⚠Accepting user stories without involving engineering team
- ⚠Over-relying on frameworks without qualitative judgment
- ⚠Not customizing outputs to company culture and communication style
- ⚠Skipping stakeholder validation of generated requirements
Best Practices▌
✓ Do
- +Validate research and competitive analysis with real data
- +Collaborate with engineering when generating technical requirements
- +Customize frameworks and templates to your company context
- +Use skill for first drafts, refine with stakeholder input
- +Document successful prompt patterns for PM tasks
- +Combine AI efficiency with human judgment and intuition
✗ Don't
- −Don't publish competitive analysis without fact-checking
- −Don't finalize user stories without engineering review
- −Don't make prioritization decisions solely on AI scoring
- −Don't skip customer validation of generated requirements
- −Don't ignore company-specific context and culture
💡 Pro Tips
- ★Provide context: company goals, constraints, customer feedback
- ★Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
- ★Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
- ★Use skill for 70% generation + 30% customization to company needs
When to Use This▌
✓ Use When
Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.
✗ Avoid When
Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.
Learning Path▌
- 1Basic: user stories, feature specs, status updates
- 2Intermediate: competitive analysis, prioritization frameworks, PRDs
- 3Advanced: product strategy, go-to-market planning, OKR setting
- 4Expert: product vision, market positioning, business model innovation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.6★★★★★62 reviews- ★★★★★Pratham Ware· Dec 20, 2024
stitch-loop is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Dhruvi Jain· Dec 16, 2024
stitch-loop has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Aarav Bhatia· Dec 12, 2024
Keeps context tight: stitch-loop is the kind of skill you can hand to a new teammate without a long onboarding doc.
- ★★★★★Luis Mehta· Dec 12, 2024
stitch-loop reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Luis Desai· Dec 8, 2024
Solid pick for teams standardizing on skills: stitch-loop is focused, and the summary matches what you get after install.
- ★★★★★Evelyn Gill· Dec 4, 2024
We added stitch-loop from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Luis Khanna· Nov 27, 2024
stitch-loop has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Kofi Zhang· Nov 23, 2024
Useful defaults in stitch-loop — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.
- ★★★★★Oshnikdeep· Nov 7, 2024
Solid pick for teams standardizing on skills: stitch-loop is focused, and the summary matches what you get after install.
- ★★★★★Aditi Nasser· Nov 7, 2024
stitch-loop is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
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