xiaohongshu
xiaohongshu
ai-sdk-core
Expert guidance for AI SDK Core: text generation, structured data, tool calling (tool/dynamicTool), MCP integration (createMCPClient, Experimental_StdioMCPTransport), embeddings/reranking, provider setup, middleware, telemetry, and error handling. Use when building with generateText/streamText, g...
Full skill instructions
Use AI SDK Core to generate text/structured output, call tools, and connect to MCP servers with consistent APIs across providers.
pnpm add ai @ai-sdk/openai zod@^4.3.5
import { generateText } from 'ai';
const { text } = await generateText({
model: 'openai/gpt-4o',
prompt: 'Explain quantum computing in one paragraph.',
});
| Need | Function | Streaming |
|---|---|---|
| Text response | generateText | No |
| Streaming text | streamText | Yes |
| Structured JSON | generateObject | No |
| Streaming JSON | streamObject | Yes |
| Embeddings | embed / embedMany | No |
| Rerank | rerank | No |
import { generateText } from 'ai';
const { text, usage } = await generateText({
model: 'anthropic/claude-sonnet-4.5',
system: 'You are a helpful assistant.',
prompt: 'What is the capital of France?',
});
import { streamText } from 'ai';
const result = streamText({
model: 'openai/gpt-4o',
prompt: 'Write a short story.',
});
for await (const chunk of result.textStream) {
process.stdout.write(chunk);
}
import { generateObject } from 'ai';
import { z } from 'zod';
const { object } = await generateObject({
model: 'openai/gpt-4o',
schema: z.object({
recipe: z.object({
name: z.string(),
ingredients: z.array(z.object({ name: z.string(), amount: z.string() })),
steps: z.array(z.string()),
}),
}),
prompt: 'Generate a recipe for chocolate chip cookies.',
});
import { generateText, tool } from 'ai';
import { z } from 'zod';
const { text, toolCalls } = await generateText({
model: 'openai/gpt-4o',
tools: {
weather: tool({
description: 'Get weather for a location',
inputSchema: z.object({ location: z.string() }),
execute: async ({ location }) => ({ temperature: 72, condition: 'sunny' }),
}),
},
prompt: 'What is the weather in San Francisco?',
});
import { dynamicTool } from 'ai';
import { z } from 'zod';
const customTool = dynamicTool({
description: 'Execute a custom function',
inputSchema: z.object({}),
execute: async input => ({ ok: true, input }),
});
import { generateText, stepCountIs } from 'ai';
const { steps } = await generateText({
model: 'openai/gpt-4o',
tools: { search, analyze, summarize },
stopWhen: stepCountIs(5),
prompt: 'Research and summarize AI developments.',
});
tool() for typed inputs and dynamicTool() for unknown schemas.needsApproval for sensitive actions (tool-approval-request/response flow).stopWhen with stepCountIs/hasToolCall for multi-step loops.prepareStep for per-step controls (model swap, toolChoice, activeTools, prompt compression).experimental_context when tools need app-specific context.inputExamples and strict to improve tool call reliability.createMCPClient() to load MCP tools, resources, and prompts.Experimental_StdioMCPTransport only for local Node.js servers.onFinish).See references/mcp-integration.md for transports, schema definition, outputSchema typing, and elicitation.
| Reference | When to Use |
|---|---|
references/text-generation.md | generateText/streamText callbacks, streaming, response handling |
references/structured-data.md | generateObject/streamObject, Output API, Zod patterns |
references/tool-calling.md | tool/dynamicTool, approval flow, repair, activeTools, hooks |
references/dynamic-tools.md | dynamicTool patterns, MCP + dynamic tools, large tool sets |
references/embeddings-rag.md | embed/embedMany, rerank, chunking |
references/providers.md | OpenAI/Anthropic/Google setup, registry, AI Gateway |
references/middleware.md | wrapLanguageModel, built-in/custom middleware |
references/mcp-integration.md | MCP client, transports, tools/resources/prompts/elicitation |
references/production.md | Telemetry, error handling, testing, cost control |
references/migration.md | v6 upgrade notes |
import { generateText, AI_APICallError } from 'ai';
try {
await generateText({ model: 'openai/gpt-4o', prompt: 'Hello' });
} catch (error) {
if (error instanceof AI_APICallError) {
console.error('API Error:', error.message);
}
}
import { openai } from '@ai-sdk/openai';
const { text } = await generateText({
model: openai('gpt-4o'),
prompt: 'Hello!',
});
package.json to avoid breaking changes.xiaohongshu
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