stitch-loop
Skill0 starsChanged 5 months agoMITView on GitHub
Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
12 other projects use a version of this, 1 of them edited.
Adopted by
Most recently taken up by
- delorenj/skillsedited, first seen Nov 7, 2026
- davidanthonyn/claude-skillstheir own version, first seen Oct 20, 2026
- PracticalSwan/agent-skillstheir own version, first seen Oct 19, 2026
- klauswg/sasukeword for word, first seen Oct 15, 2026
- jhy0285/monofieldtheir own version, first seen Oct 13, 2026
- jratlee/FDIword for word, first seen Oct 11, 2026
Other versions12 projects use a version of this.
Word for word · 7
- diodeme/Gold-Band★ 164100% same
- vobase/vobase★ 60100% same
- klauswg/sasuke★ 17100% same
- HK-hub/AgentSkills★ 6100% same
- OmyDaGreat/skills★ 1100% same
- jaron-goh-centr/claude-skills★ 0100% same
- jratlee/FDI★ 0100% same
Edited · 1
- delorenj/skills★ 1799% same
Wrote their own version · 4
- PracticalSwan/agent-skills★ 22same name
- jhy0285/monofield★ 6same name
- jpoindexter/theft-kit★ 1same name
- davidanthonyn/claude-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository26 other files it gives its agents.
- find-skillsSkill
- notebooklmSkill
- stitch::code-to-designSkill
- design-mdSkill
- doc-coauthoringSkill
- enhance-promptSkill
- stitch::extract-design-mdSkill
- stitch::extract-static-htmlSkill
- frontend-designSkill
- stitch::generate-designSkill
- hatch-petSkill
- impeccableSkill
- internal-commsSkill
- karpathy-guidelinesSkill
- stitch::manage-design-systemSkill
- mcp-builderSkill
- product-engineering-auditorSkill
- react:componentsSkill
- remotionSkill
- shadcn-uiSkill
- taste-designSkill
- design-taste-frontendSkill
- ui-ux-pro-maxSkill
- stitch::upload-to-stitchSkill
- webapp-testingSkill
- website-builder-setupSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
21 rules. About 0 are common, 10 are distinctive, and 11 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈10
Distinctive · estimate
This author's own choices. Worth a look.
11
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 69
Before generating, read these files:
- Distinctive: line 83
Use the Stitch MCP tools to generate the page:
- Very specific: line 85
Discover namespace: Run list_tools to find the Stitch MCP prefix
- Very specific: line 87
If .stitch/metadata.json exists, use the projectId from it
- Very specific: line 89
After generating each screen, call [prefix]:get_project again and update the screens map in .stitch/metadata.json with each screen's full …
- Very specific: line 90
Generate screen: Call [prefix]:generate_screen_from_text with:
- Very specific: line 94
Retrieve assets: Before downloading, check if .stitch/designs/{page}.html and .stitch/designs/{page}.png already exist:
- Distinctive: line 95
If files exist: Ask the user whether to refresh the designs from the Stitch project or reuse the existing local files.
- Distinctive: line 106
Add the new page to the global navigation if appropriate
- Distinctive: line 107
Ensure consistent headers/footers across all pages
- Distinctive: line 111
If the Chrome DevTools MCP Server is available, verify the generated page:
- Very specific: line 113
Check availability: Run list_tools to see if chrome* tools are present
- Very specific: line 114
Start dev server: Use Bash to start a local server (e.g., npx serve site/public)
- Very specific: line 115
Navigate to page: Call [chrome_prefix]:navigate to open http://localhost:3000/{page}.html
- Very specific: line 116
Capture screenshot: Call [chrome_prefix]:screenshot to capture the rendered page
- Very specific: line 125
Add the new page to Section 4 (Sitemap) with [x]
- Distinctive: line 126
Remove any idea you consumed from Section 6 (Creative Freedom)
- Distinctive: line 127
Update Section 5 (Roadmap) if you completed a backlog item
- Very specific: line 134
Check .stitch/SITE.md Section 5 (Roadmap) for pending items
- Distinctive: line 135
If empty, pick from Section 6 (Creative Freedom)
- Distinctive: line 246
Consistency: All generated pages will share the same visual language
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
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 linksCritical 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 trackingFile 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 |
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