stitch-loop
Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern
What this skill does
# 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 (`.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` | TRelated in Design
contribute
IncludedLocal-only OSS contribution command center. Auto-refreshes the user's in-flight PR and issue state on invoke so conversations start with full context — no need to brief Claude on what's in flight. Helps the user find issues to contribute to on GitHub, builds per-repo dossiers of what each upstream expects (CLA, DCO, branch convention, AI policy, draft-first, review bots, issue templates), runs deterministic gates before any external action so AI-assisted contributions don't reach maintainers as slop. State is markdown-only: candidate files at ~/.contribute-system/candidates/, repo dossiers at ~/.contribute-system/research/, append-only event log at ~/.contribute-system/log.jsonl. No database, no cloud calls. Use when the user asks about their PRs / issues / contributions, wants to find new work to take on, claim an issue, build/refresh a repo's dossier, or draft a Design Issue or PR. Trigger with "/contribute", "what's my PR status", "find a contribution", "claim issue X", "draft a Design Issue for Y", "refresh dossier for Z".
architectural-analysis
IncludedUser-triggered deep architectural analysis of a codebase or scoped subtree across eight modes — information architecture, data flow, integration points, UI surfaces, interaction patterns, data model, control flow, and failure modes. This skill should be used when the user asks to "diagram this codebase," "map the architecture," "show the data flow," "give me an ERD," "trace control flow," "find the integration points," "verify the layout pattern," "audit the UX architecture," or any similar request whose primary deliverable is mermaid diagrams plus cited reports under docs/architecture/. Dispatches haiku/sonnet sub-agents in parallel for per-mode exploration, then verifies every citation mechanically before any node lands in a diagram. Not for one-off prose explanations of code (use code-explanation) or for high-level system design from scratch (use system-design).
mcp
IncludedModel Context Protocol (MCP) server development and tool management. Languages: Python, TypeScript. Capabilities: build MCP servers, integrate external APIs, discover/execute MCP tools, manage multi-server configs, design agent-centric tools. Actions: create, build, integrate, discover, execute, configure MCP servers/tools. Keywords: MCP, Model Context Protocol, MCP server, MCP tool, stdio transport, SSE transport, tool discovery, resource provider, prompt template, external API integration, Gemini CLI MCP, Claude MCP, agent tools, tool execution, server config. Use when: building MCP servers, integrating external APIs as MCP tools, discovering available MCP tools, executing MCP capabilities, configuring multi-server setups, designing tools for AI agents.
react-native-skia
IncludedDesign, build, debug, and optimise high-polish animated graphics in React Native or Expo using @shopify/react-native-skia, Reanimated, and Gesture Handler. Use when the user wants canvas-driven UI, shaders, paths, rich text, image filters, sprite fields, Skottie, video frames, snapshots, web CanvasKit setup, or performance tuning for custom motion-heavy elements such as loaders, hero art, cards, charts, progress indicators, particle systems, or gesture-driven surfaces. Also use when the user asks for fluid, glow, glass, blob, parallax, 60fps/120fps, or GPU-friendly animated effects in React Native, even if they do not explicitly say "Skia". Do not use for ordinary form/layout work with standard views.
plaid
IncludedProduct Led AI Development — guides founders from idea to launched product. Six capabilities: Idea (discover a product idea), Validate (pressure-test the idea against fatal flaws, problem reality, competition, and 2-week MVP feasibility), Plan (vision intake + document generation), Design (translate image references into a design.md spec), Launch (go-to-market strategy), and Build (roadmap execution). Use when someone says "PLAID", "plaid idea", "help me find an idea", "product idea", "idea from my business", "idea from my expertise", "plaid validate", "validate my idea", "pressure-test", "is this idea good", "find fatal flaws", "validate the problem", "plan a product", "define my vision", "generate a PRD", "product strategy", "plaid design", "design from image", "translate image to design", "create design.md", "extract design tokens", "plaid launch", "go-to-market", "launch plan", "GTM strategy", "launch playbook", "plaid build", "build the app", "start building", or "execute the roadmap".
nextjs-framer-motion-animations
IncludedAdds production-safe Motion for React or Framer Motion animations to Next.js apps, including reveal, hover and tap micro-interactions, whileInView, stagger, AnimatePresence, layout and layoutId transitions, reorder, scroll-linked UI, and lightweight route-content transitions. Use when the user asks to add, refactor, or debug Motion or Framer Motion in App Router or Pages Router codebases, especially around server/client boundaries, reduced motion, LazyMotion, bundle size, hydration, or route transitions. Avoid for GSAP-style timelines, WebGL or 3D scenes, heavy scroll storytelling, or CSS-only effects unless Motion is explicitly requested.