feat: Expand fleet to 23 skills across all domains
New skills (14): - nestjs-best-practices: 40 priority-ranked rules (kadajett) - fastapi: Pydantic v2, async SQLAlchemy, JWT auth (jezweb) - architecture-patterns: Clean Architecture, Hexagonal, DDD (wshobson) - python-performance-optimization: Profiling and optimization (wshobson) - ai-sdk: Vercel AI SDK streaming and agent patterns (vercel) - create-agent: Modular agent architecture with OpenRouter (openrouterteam) - proactive-agent: WAL Protocol, compaction recovery, self-improvement (halthelobster) - brand-guidelines: Brand identity enforcement (anthropics) - ui-animation: Motion design with accessibility (mblode) - marketing-ideas: 139 ideas across 14 categories (coreyhaines31) - pricing-strategy: SaaS pricing and tier design (coreyhaines31) - programmatic-seo: SEO at scale with playbooks (coreyhaines31) - competitor-alternatives: Comparison page architecture (coreyhaines31) - referral-program: Referral and affiliate programs (coreyhaines31) README reorganized by domain: Code Quality, Frontend, Backend, Auth, AI/Agent Building, Marketing, Design, Meta. Mosaic Stack is not limited to coding — the Orchestrator serves coding, business, design, marketing, writing, logistics, and analysis. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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skills/ai-sdk/references/devtools.md
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skills/ai-sdk/references/devtools.md
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---
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title: AI SDK DevTools
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description: Debug AI SDK calls by inspecting captured runs and steps.
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---
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# AI SDK DevTools
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## Why Use DevTools
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DevTools captures all AI SDK calls (`generateText`, `streamText`, `ToolLoopAgent`) to a local JSON file. This lets you inspect LLM requests, responses, tool calls, and multi-step interactions without manually logging.
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## Setup
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Requires AI SDK 6. Install `@ai-sdk/devtools` using your project's package manager.
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Wrap your model with the middleware:
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```ts
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import { wrapLanguageModel, gateway } from 'ai';
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import { devToolsMiddleware } from '@ai-sdk/devtools';
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const model = wrapLanguageModel({
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model: gateway('anthropic/claude-sonnet-4.5'),
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middleware: devToolsMiddleware(),
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});
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```
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## Viewing Captured Data
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All runs and steps are saved to:
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```
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.devtools/generations.json
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```
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Read this file directly to inspect captured data:
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```bash
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cat .devtools/generations.json | jq
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```
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Or launch the web UI:
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```bash
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npx @ai-sdk/devtools
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# Open http://localhost:4983
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```
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## Data Structure
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- **Run**: A complete multi-step interaction grouped by initial prompt
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- **Step**: A single LLM call within a run (includes input, output, tool calls, token usage)
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