Atlas / Skills / jeremylongshore / Groq Hello World

Groq Hello WorldSAFE

skills/jeremylongshore/groq-hello-world

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.11.0
Hosts
1 documented
License
MIT
Stars
2,823
01

Overview

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Read from source at commit 4f83675ca38aOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: groq-hello-world
description: |
  Create a minimal working Groq chat completion example. Use when starting a new
  Groq integration, testing your setup after installing the SDK, or learning the
  basic Groq API request/response pattern before building something larger.
  Trigger with phrases like "groq hello world", "groq example",
  "groq quick start", "simple groq code".
allowed-tools: Read, Write, Edit
version: 1.11.0
license: MIT
author: Jeremy Longshore <[email protected]>
tags:
- saas
- groq
- api
- testing
compatibility: Designed for Claude Code
---
# Groq Hello World

## Overview

Build a minimal chat completion with Groq's LPU inference API. Groq uses an OpenAI-compatible endpoint, so the API shape is familiar -- but responses arrive 10-50x faster than GPU-based providers. This skill gets you from an installed SDK to a working, verified request; deeper variants (streaming, Python, model selection) live in `references/`.

## Prerequisites

- `groq-sdk` installed (`npm install groq-sdk`)
- `GROQ_API_KEY` environment variable set
- Completed `groq-install-auth` setup

## Instructions

Use `Write` to create the example file, then run it to confirm your key and SDK work. Start with the single basic request below; reach for the reference variants only once this succeeds.

### Step 1: Basic Chat Completion (TypeScript)

```typescript
import Groq from "groq-sdk";

const groq = new Groq();

async function main() {
  const completion = await groq.chat.completions.create({
    model: "llama-3.3-70b-versatile",
    messages: [
      { role: "system", content: "You are a helpful assistant." },
      { role: "user", content: "What is Groq's LPU and why is it fast?" },
    ],
  });

  console.log(completion.choices[0].message.content);
  console.log(`Tokens: ${completion.usage?.total_tokens}`);
}

main().catch(console.error);
```

### Step 2: Go deeper (references)

Once Step 1 returns text, extend it with the moved-out variants:

- **Streaming** tokens as they generate, plus the **Python** equivalent and a **model-selection** cheat sheet — [references/examples.md](references/examples.md).
- Full **model catalog** (IDs, params, context, speed) and the complete **response interface** — [references/models-and-response.md](references/models-and-response.md).

## Output

A successful run prints the assistant's reply text followed by the total token count, e.g.:

```
Groq's LPU (Language Processing Unit) is a deterministic, single-core
inference chip... [assistant response continues]
Tokens: 142
```

The underlying API returns an OpenAI-compatible `ChatCompletion` object: the text is at `choices[0].message.content`, and `usage` carries token counts plus four Groq-specific timing fields (`queue_time`, `prompt_time`, `completion_time`, `total_time`). Full response shape: [references/models-and-response.md](references/models-and-response.md).

## Error Handling

| Error | Cause | Solution |
|-------|-------|----------|
| `401 Invalid API Key` | Key not set or invalid | Check `GROQ_API_KEY` env var |
| `model_not_found` | Typo in model ID or deprecated model | Check model list at console.groq.com/docs/models |
| `429 Rate limit` | Free tier: 30 RPM on large models | Wait for `retry-after` header value |
| `context_length_exceeded` | Prompt + max_tokens > model context | Reduce prompt size or set lower `max_tokens` |

## Examples

- **Minimal request** — the TypeScript block in Step 1 above is the canonical hello-world; run it as-is after setting `GROQ_API_KEY`.
- **Streaming a response** — see [references/examples.md](references/examples.md) for the `stream: true` loop that writes tokens to stdout as they arrive.
- **Python equivalent** — the same request in Python: [references/examples.md](references/examples.md).
- **Choosing a model per task** (speed vs. quality vs. vision) — [references/examples.md](references/examples.md).

## Resources

- [Groq Text Generation Docs](https://console.groq.com/docs/text-chat)
- [Groq Models Reference](https://console.groq.com/docs/models)
- [Groq API Reference](https://console.groq.com/docs/api-reference)
- Next: proceed to `groq-local-dev-loop` for development workflow setup.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha 4f83675ca38afull audit observations/trust-audit/skill/jeremylongshore__groq-hello-world.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-084f83675ca38aSAFEB89first audit
06

Questions

What does the Groq Hello World skill do?

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Is Groq Hello World safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Groq Hello World access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Groq Hello World work with?

Its documentation mentions claude-code. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (4f83675ca38a), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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