stitch-loop

stitch-loop is a skill for Claude Code from google-labs-code/stitch-skills. It costs 22 tokens per session (2,675 once invoked), scanned A, original, Apache-2.0.

A workflow for repeatedly building website pages with Stitch, a website-generation tool, and passing the next task between iterations with a baton file.

In plain words
What is it for?
Generating pages, adding them to a site, and coordinating repeated autonomous frontend-building iterations.
Why use it?
It keeps ongoing page development organized by recording the current task, integrating each result, and preparing instructions for the next pass.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

▶ AntiGravity + Stitch NEW Agent Skills LOOP Builds Sites Autonomously!!! AI with Surya · about stitch-loop · on YouTube →

Good fit Generating pages, adding them to a site, and coordinating repeated autonomous frontend-building iterations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/google-labs-code/stitch-skills/stitch-loop
About the project

Stitch Design Skills is a collection of Agent Skills and plugins for Google Stitch, a design tool accessed through the Stitch MCP server. It is for coding agents such as Codex, Antigravity, Gemini CLI, Claude Code, Cursor, and OpenCode, with catalogue entries covering Stitch design, build, and utility workflows.

google-labs-code/stitch-skills · 8,543 stars · on GitHub · stitch.withgoogle.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add google-labs-code/stitch-skills --skill stitch-loop
Clone the repo
git clone --depth 1 https://github.com/google-labs-code/stitch-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for stitch-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/google-labs-code/stitch-skills/stitch-loop/github.svg)](https://agentmods.dev/skills/google-labs-code/stitch-skills/stitch-loop)
Your own site
<a href="https://agentmods.dev/skills/google-labs-code/stitch-skills/stitch-loop"><img src="https://agentmods.dev/badge/skills/google-labs-code/stitch-skills/stitch-loop/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for stitch-loop

Your own site · 80×15
<a href="https://agentmods.dev/skills/google-labs-code/stitch-skills/stitch-loop"><img src="https://agentmods.dev/badge/skills/google-labs-code/stitch-skills/stitch-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,675 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 15 Sept 2026
  • Snyk pass 15 Sept 2026
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 114
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00022 $0.02675
Opus 5.5 $0.00009 $0.01070
Sonnet 5.5 $0.00004 $0.00535
Haiku 4.5 $0.00002 $0.00267

Measured 1mo ago against content hash 05f39ecf81b0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

stitch-loop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

plugins/stitch-utilities/skills/stitch-loop/SKILL.md · 264 lines

How it starts

The opening of the file, as written. The whole thing — 264 lines — stays where its author put it; the contents beside it link to each section on GitHub.

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:

---
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

Read the full file on GitHub · 264 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 264 lines · 22 tokens per session scan A 05f39ecf81b0

Subscribe to this mod's changes

stitch-loop is a skill published in the GitHub repository google-labs-code/stitch-skills (8,543 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 22 tokens to every session and 2,675 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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