MCPInstall

stitch-sdk-pipeline

Run the full Stitch SDK generation pipeline. Use when a new tool is added, or the SDK needs to be regenerated end-to-end.

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Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/google-labs-code/stitch-sdk --skill stitch-sdk-pipeline
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads stitch-sdk-pipeline automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Stitch SDK Pipeline

This skill orchestrates the full SDK generation pipeline — from capturing MCP tool schemas to publishing a tested, validated package. Use this when:

  • The Stitch MCP server adds or changes tools
  • You need to regenerate the SDK from scratch
  • You want to verify the pipeline is healthy

[!IMPORTANT] Stage 2 is the only step requiring agent intelligence. All other stages are deterministic scripts. For Stage 2, use the stitch-sdk-domain-design skill.


Prerequisites

  • STITCH_API_KEY environment variable set
  • bun installed
  • Working directory: project root (stitch-sdk/)

Pipeline Stages

Stage 1: Capture Tool Schemas 🤖

// turbo
npm run capture

Connects to the Stitch MCP server, calls tools/list, and writes the raw schemas to packages/sdk/generated/tools-manifest.json. Updates the manifest section of stitch-sdk.lock.

Output: packages/sdk/generated/tools-manifest.json (includes inputSchema + outputSchema for every tool)

When to skip: If tools-manifest.json is already up to date and no server-side changes occurred.


Stage 2: Domain Design 🧠 (Agent)

Use the stitch-sdk-domain-design skill for this stage.

Read tools-manifest.json and edit packages/sdk/generated/domain-map.json to map tools → classes → methods.

Key decisions at this stage:

  • Which class owns each tool?
  • What are the arg routing rules (self, param, computed, selfArray)?
  • What is the response projection path?
  • Should the method cache data from the construction response?

Input: tools-manifest.json + scripts/ir-schema.ts (the canonical IR contract) Output: packages/sdk/generated/domain-map.json

When to skip: If domain-map.json already has the correct bindings and you only changed ir-schema.ts or generate-sdk.ts.


Stage 3: Generate TypeScript 🤖

// turbo
npm run generate

Validates the IR (Zod schema) and every projection (against outputSchema), then emits TypeScript files via ts-morph into packages/sdk/generated/src/.

Output: packages/sdk/generated/src/*.ts + updated stitch-sdk.lock

If this fails with a projection error, go back to Stage 2 and fix domain-map.json.


Stage 4: Build 🤖

// turbo
npm run build

TypeScript compilation: packages/sdk/ → packages/sdk/dist/.


Stage 5: Unit Tests 🤖

// turbo
npm run test

Runs core unit tests (vitest) — mocked callTool, verifying generated method signatures, caching, and error handling.


Stage 6: Script Tests 🤖

// turbo
npm run test:scripts

Runs contract tests (IR schema acceptance/rejection) and logic tests (expression builders) using bun:test.


Stage 7: E2E Tests 🤖

npm run test:e2e

Live API tests against the built package. Requires STITCH_API_KEY (and GEMINI_API_KEY for AI SDK tests). Two test suites:

  • live.test.ts — Direct SDK calls: create projects, generate screens, verify responses.
  • ai-sdk-e2e.test.ts — AI SDK integration via stitchTools(): Gemini autonomously calls Stitch tools, generates designs, extracts HTML + Tailwind config, produces modular React components, validates via SWC, and scaffolds a Vite preview app at .stitch/preview/.

Stage 8: Lock Validation 🤖

// turbo
npm run validate:generated

Verifies that stitch-sdk.lock hashes match the actual generated files. Catches drift (someone edited generated files manually or forgot to regenerate).

[!IMPORTANT] Always run after Stage 3 (Generate). If you run Capture (Stage 1) then Validate without re-generating, the hashes will mismatch because the manifest hash changed.


Stage 9: Skill Audit 🧠 (Agent)

After the pipeline passes, audit agent skills for freshness. Read the current source of truth and update any skills that reference stale methods, args, or examples.

Inputs:

  • packages/sdk/src/index.ts (public surface)
  • Generated class files in packages/sdk/generated/src/
  • packages/sdk/src/spec/errors.ts (error codes)
  • packages/sdk/src/spec/client.ts (config schema)

Skills to audit (in priority order):

  1. stitch-sdk-usage — highest churn, references specific methods and constructor signatures
  2. stitch-sdk-readme — must document stitchTools(), toolDefinitions, and AI SDK integration examples
  3. stitch-sdk-development — check cache examples match current domain-map patterns
  4. stitch-sdk-domain-design — check code examples in the cache section

Skills to skip: stitch-sdk-pipeline (self-referential), red-green-yellow (generic methodology).

What to check:

  • Every method name in a code example exists on its class
  • Every import in an example matches an export in index.ts
  • Constructor signatures match the actual constructors
  • Config fields match StitchConfigSchema
  • Error codes match StitchErrorCode

When to skip: If only infrastructure code changed (packages/sdk/src/client.ts, packages/sdk/src/proxy/) and no public API surface changed.


Quick Reference

Full pipeline (script stages only)

npm run pipeline

Runs Stage 1 → 3 → 4 → 5 in sequence. Does not include Stage 2 (agent), Stage 7 (e2e), or Stage 9 (skill audit).

Starting from a specific stage

ScenarioStart from
New tool added to MCP serverStage 1
Need to change how a tool maps to a methodStage 2
Changed ir-schema.ts or generate-sdk.tsStage 3
Changed code in packages/sdk/src/ (client, errors)Stage 4
Just want to verify everything worksStage 5
Changed AI SDK tools adapter or tool definitionsStage 5
Public API surface changedStage 9

Key files

FileLocationRole
tools-manifest.jsonpackages/sdk/generated/Raw MCP tool schemas (Stage 1 output)
domain-map.jsonpackages/sdk/generated/IR: tool → class → method mappings (Stage 2 output)
tool-definitions.tspackages/sdk/generated/src/Generated JSON Schema tool definitions for AI SDK
tools-adapter.tspackages/sdk/src/stitchTools() — AI SDK v6 adapter (imported via @google/stitch-sdk/ai)
ir-schema.tsscripts/Zod schema defining valid IR structure
tool-schema.tsscripts/TypeScript types for JSON Schema
generate-sdk.tsscripts/ts-morph codegen (Stage 3)
stitch-sdk.lockpackages/sdk/generated/Integrity hashes for drift detection
stitch-html.tspackages/sdk/test/helpers/Stitch HTML parser (Tailwind config + font extraction)
component-validator.tspackages/sdk/test/helpers/SWC AST validator for generated React components

FAQ

What does the stitch-sdk-pipeline skill do?

Run the full Stitch SDK generation pipeline. Use when a new tool is added, or the SDK needs to be regenerated end-to-end.

How do I install stitch-sdk-pipeline?

Run npx skills add https://github.com/google-labs-code/stitch-sdk --skill stitch-sdk-pipeline in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/stitch-sdk-pipeline/ (personal) or .claude/skills/stitch-sdk-pipeline/ (project).

Which AI agents can use stitch-sdk-pipeline?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is stitch-sdk-pipeline safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains stitch-sdk-pipeline?

It is published by google-labs-code in google-labs-code/stitch-sdk, and it is an official skill from the maker of the technology it covers. It has 163 recorded installs.

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