Groq Local Dev Loop
SkillDev tools'Configure Groq local development with hot reload, mocking, and testing.
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Details
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What this skill tells your AI
The instructions your AI receives, as published by jeremylongshore/tons-of-skills-marketplace in skills/.curated/groq-local-dev-loop/SKILL.md and read by Ahel’s review.
Overview
Set up a fast, reproducible local development workflow for Groq. Groq's sub-second response times make it uniquely suited for tight dev loops -- you get LLM responses fast enough to iterate without context-switching. This skill scaffolds a project, a memoized client, model constants, and a two-tier test strategy (mocked unit tests + opt-in live integration tests). The lean skeleton lives here; the full code lives in references/implementation.md and references/examples.md.
Prerequisites
groq-sdkinstalled (npm install groq-sdk)GROQ_API_KEYset (free tier is fine for development)- Node.js 18+ with tsx for TypeScript execution
- vitest for testing
Authentication
The groq-sdk client reads GROQ_API_KEY from the environment automatically —
new Groq() and getGroqClient() both pick it up. Get a key at
console.groq.com/keys, store it in a
git-ignored .env.local, and commit only .env.example as a template. Never
hardcode the key or commit .env.local.
Instructions
Follow these seven steps in order. Steps 1-2 lay out the project; steps 3-4 centralize the client and model IDs; steps 5-6 establish the test tiers; step 7 templates the environment. Full code for each is in the reference files.
- Project structure — create
src/groq/{client,models,completions}.ts,tests/, and.env.local/.env.example. - Package setup — wire
dev(tsx watch),test/test:watch(vitest), andtest:integrationscripts. - Singleton client — a lazily-memoized
getGroqClient()that fails fast whenGROQ_API_KEYis missing and aresetClient()for tests. - Model constants — a
MODELSmap withDEV_MODELdefaulting tollama-3.1-8b-instantto conserve dev quota. - Unit tests with mocking —
vi.mock("groq-sdk")so unit tests run sub-second with zero API calls. - Integration tests — guard live-API tests behind
GROQ_INTEGRATION=1withdescribe.skipIfso the default run stays offline. - Environment template — commit
.env.example, git-ignore.env.local.
// src/groq/client.ts -- lazily-memoized singleton
import Groq from "groq-sdk";
let _client: Groq | null = null;
export function getGroqClient(): Groq {
if (!_client) {
if (!process.env.GROQ_API_KEY) {
throw new Error("GROQ_API_KEY not set. Copy .env.example to .env.local");
}
_client = new Groq({ apiKey: process.env.GROQ_API_KEY, maxRetries: 2, timeout: 30_000 });
}
return _client;
}
export function resetClient(): void { _client = null; }
See references/implementation.md for the full
project scaffold, package.json, model constants, and .env.example, and
references/examples.md for the complete unit and
integration test files.
Output
Applying the workflow produces:
- A scaffolded project with
src/groq/{client,models,completions}.tsand atests/directory. - A memoized
getGroqClient()that shares one configured client and throws an actionable error whenGROQ_API_KEYis unset. - A
MODELSmap +DEV_MODELconstant so dev runs on the cheap 8B model. - A two-tier test suite: mocked unit tests (
npm run test:watch, no API calls) and opt-in live tests (npm run test:integration, gated onGROQ_INTEGRATION=1). - A
.env.exampletemplate committed for the team, with real secrets in a git-ignored.env.local.
Error Handling
| Error | Cause | Solution |
|---|---|---|
GROQ_API_KEY not set | Missing .env.local | Copy from .env.example |
| Test timeout | Live API call in unit test | Mock groq-sdk in unit tests |
429 rate_limit_exceeded | Free tier RPM hit | Wait 60s or use test:watch with longer intervals |
| Port already in use | Another tsx watch running | Kill process or change port |
Dev Tips
- Use
llama-3.1-8b-instantduring development (lowest quota usage, fastest). - Set
temperature: 0for deterministic outputs during debugging. - Set
max_tokensconservatively to avoid burning through free tier. - Groq free tier: 30 RPM for 70B and 8B models -- plan your dev loops accordingly.
Examples
Run the hot-reload app and the mocked unit-test watcher side by side, then exercise the live API only when you opt in:
npm run dev # tsx watch src/index.ts (hot reload)
npm run test:watch # vitest --watch (mocked, no API calls)
npm run test:integration # GROQ_INTEGRATION=1 vitest (live API)
For the complete mocked unit test (vi.mock("groq-sdk")) and the
GROQ_INTEGRATION-gated live integration test, see
references/examples.md.
Resources
- references/implementation.md — full project scaffold, client, model constants, and env template.
- references/examples.md — complete unit and integration test files.
- groq-sdk npm
- Vitest Documentation
- tsx Documentation
- For production-ready code patterns, see the
groq-sdk-patternsskill.
Signals
- GitHub stars
- 3k
- Forks
- 415
- Last commit
- Oct 2026
Ahel review
K1binfo
installs-packages
Automated review, not a security audit. Ruleset v1+k2.
Advanced
- Item type
- skill
- Key
groq-local-dev-loop- Source
- github.com/jeremylongshore/tons-of-skills-marketplace
github.com/jeremylongshore/tons-of-skills-marketplace
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