Apply production-ready Groq SDK patterns for TypeScript and Python. Use when implementing Groq integrations, refactoring SDK usage, or establishing team coding standards for Groq. Trigger with phrases like "groq SDK patterns", "groq best practices", "groq code patterns", "idiomatic groq".
From groq-packnpx claudepluginhub nickloveinvesting/nick-love-plugins --plugin groq-packThis skill is limited to using the following tools:
Guides Next.js Cache Components and Partial Prerendering (PPR) with cacheComponents enabled. Implements 'use cache', cacheLife(), cacheTag(), revalidateTag(), static/dynamic optimization, and cache debugging.
Migrates code, prompts, and API calls from Claude Sonnet 4.0/4.5 or Opus 4.1 to Opus 4.5, updating model strings on Anthropic, AWS, GCP, Azure platforms.
Details PluginEval's skill quality evaluation: 3 layers (static, LLM judge), 10 dimensions, rubrics, formulas, anti-patterns, badges. Use to interpret scores, improve triggering, calibrate thresholds.
Production-ready patterns for Groq SDK usage in TypeScript and Python.
groq-install-auth setup// src/groq/client.ts
import { GroqClient } from '@groq/sdk';
let instance: GroqClient | null = null;
export function getGroqClient(): GroqClient {
if (!instance) {
instance = new GroqClient({
apiKey: process.env.GROQ_API_KEY!,
// Additional options
});
}
return instance;
}
import { GroqError } from '@groq/sdk';
async function safeGroqCall<T>(
operation: () => Promise<T>
): Promise<{ data: T | null; error: Error | null }> {
try {
const data = await operation();
return { data, error: null };
} catch (err) {
if (err instanceof GroqError) {
console.error({
code: err.code,
message: err.message,
});
}
return { data: null, error: err as Error };
}
}
async function withRetry<T>(
operation: () => Promise<T>,
maxRetries = 3,
backoffMs = 1000 # 1000: 1 second in ms
): Promise<T> {
for (let attempt = 1; attempt <= maxRetries; attempt++) {
try {
return await operation();
} catch (err) {
if (attempt === maxRetries) throw err;
const delay = backoffMs * Math.pow(2, attempt - 1);
await new Promise(r => setTimeout(r, delay));
}
}
throw new Error('Unreachable');
}
| Pattern | Use Case | Benefit |
|---|---|---|
| Safe wrapper | All API calls | Prevents uncaught exceptions |
| Retry logic | Transient failures | Improves reliability |
| Type guards | Response validation | Catches API changes |
| Logging | All operations | Debugging and monitoring |
const clients = new Map<string, GroqClient>();
export function getClientForTenant(tenantId: string): GroqClient {
if (!clients.has(tenantId)) {
const apiKey = getTenantApiKey(tenantId);
clients.set(tenantId, new GroqClient({ apiKey }));
}
return clients.get(tenantId)!;
}
from contextlib import asynccontextmanager
from groq import GroqClient
@asynccontextmanager
async def get_groq_client():
client = GroqClient()
try:
yield client
finally:
await client.close()
import { z } from 'zod';
const groqResponseSchema = z.object({
id: z.string(),
status: z.enum(['active', 'inactive']),
createdAt: z.string().datetime(),
});
Apply patterns in groq-core-workflow-a for real-world usage.