Atlas / Skills / jeremylongshore / Groq Sdk Patterns

Groq Sdk PatternsSAFE

skills/jeremylongshore/groq-sdk-patterns

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-sdk-patterns
description: '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".

  '
allowed-tools: Read, Write, Edit
version: 1.11.0
license: MIT
author: Jeremy Longshore <[email protected]>
tags:
- saas
- groq
- python
- typescript
compatibility: Designed for Claude Code
---
# Groq SDK Patterns

## Overview

Production patterns for the `groq-sdk` package. The Groq SDK mirrors the OpenAI SDK interface (`chat.completions.create`), so patterns feel familiar but must account for Groq-specific behavior: extreme speed (500+ tok/s), aggressive rate limits on free tier, and unique response metadata like `queue_time` and `completion_time`.

The full, copy-paste-ready implementations live in `references/` so this file stays a fast map of the workflow. Read the summary here, then drill into the language file you need.

## Prerequisites

- `groq-sdk` (TypeScript) or `groq` (Python) installed
- `GROQ_API_KEY` set in the environment
- Understanding of async/await and error handling
- Familiarity with OpenAI SDK patterns (Groq is API-compatible)

## Instructions

Build the integration in layers. Each step below is a one-line summary; the full typed implementation is in [references/typescript-patterns.md](references/typescript-patterns.md) (steps 1–5, 7) and [references/python-patterns.md](references/python-patterns.md) (step 6).

1. **Typed client singleton** — one shared `Groq` client with `maxRetries` and `timeout`, so the whole app reuses one connection pool and config.
2. **Type-safe completion wrapper** — return a typed result that surfaces Groq's unique timing fields (`queue_time`, `completion_time`, `total_time`) and a computed `tokensPerSec`.
3. **Streaming with typed events** — an `AsyncGenerator<string>` that yields `delta.content` tokens.
4. **Error handling with Groq error types** — branch on `Groq.APIError` (429, 401, other) and `Groq.APIConnectionError`; rethrow the unknown.
5. **Retry with exponential backoff** — honor the `retry-after` header on 429s, else jittered backoff.
6. **Python patterns** — sync `Groq()`, `AsyncGroq()`, and streaming (see the Python reference).
7. **Multi-tenant client factory** — cache one client per tenant so API keys stay isolated.

The essential skeleton — a shared singleton every other pattern builds on:

```typescript
// src/groq/client.ts
import Groq from "groq-sdk";

let _client: Groq | null = null;

export function getGroq(): Groq {
  if (!_client) {
    _client = new Groq({
      apiKey: process.env.GROQ_API_KEY,
      maxRetries: 3,
      timeout: 30_000,
    });
  }
  return _client;
}
```

Groq differs from OpenAI in a few details (package name, base URL, extra `usage` timing fields, error class names). The full comparison and error-handling matrix are in [references/sdk-differences.md](references/sdk-differences.md).

## Output

Applying these patterns produces:

- A reusable `getGroq()` client module and, for multi-tenant apps, a `getClientForTenant()` factory.
- A `complete()` wrapper returning a typed `CompletionResult` — `content`, `model`, `tokens` (prompt/completion/total), and `timing` (`queueMs`, `totalMs`, `tokensPerSec`).
- A `safeComplete()` variant returning `{ data, error }` so callers never face an uncaught exception.
- Streaming helpers that yield string tokens as they arrive.

## Error Handling

| Pattern | Use Case | Benefit |
|---------|----------|---------|
| `safeComplete` wrapper | All API calls | Prevents uncaught exceptions |
| `withRetry` | Rate-limited calls | Respects `retry-after` header |
| Typed error checking | `instanceof Groq.APIError` | Handles each status code specifically |
| Client singleton | App-wide usage | Single connection pool, consistent config |

- **429 (rate limited):** read `err.headers["retry-after"]` and wait that long before retrying; free tier hits this often.
- **401 (bad key):** surface a clear "Check GROQ_API_KEY" message — do not retry.
- **`APIConnectionError`:** network issue reaching `api.groq.com`; retry or fail fast per context.
- **Unknown errors:** rethrow so they are not silently swallowed.

Full typed handlers: [references/typescript-patterns.md](references/typescript-patterns.md) (Step 4 and Step 5).

## Examples

**Non-streaming completion with timing metadata** (full code in [references/typescript-patterns.md](references/typescript-patterns.md), Step 2):

```typescript
const result = await complete(
  [{ role: "user", content: "Summarize Groq's speed advantage." }],
  "llama-3.3-70b-versatile"
);
console.log(result.content);
console.log(`${result.timing.tokensPerSec.toFixed(0)} tok/s`);
```

**Streaming tokens to stdout** (full code in the TS reference, Step 3):

```typescript
for await (const token of streamCompletion([{ role: "user", content: "Hello" }])) {
  process.stdout.write(token);
}
```

**Python one-liner** (full sync/async/streaming in [references/python-patterns.md](references/python-patterns.md)):

```python
from groq import Groq
client = Groq()
print(client.chat.completions.create(
    model="llama-3.3-70b-versatile",
    messages=[{"role": "user", "content": "Hello"}],
).choices[0].message.content)
```

## Resources

- [Groq TypeScript SDK](https://github.com/groq/groq-typescript)
- [Groq API Reference](https://console.groq.com/docs/api-reference)
- [Groq Error Codes](https://console.groq.com/docs/errors)
- [references/typescript-patterns.md](references/typescript-patterns.md) — full TS implementations (steps 1–5, 7)
- [references/python-patterns.md](references/python-patterns.md) — full Python implementations (step 6)
- [references/sdk-differences.md](references/sdk-differences.md) — OpenAI-vs-Groq comparison and error matrix

## Next Steps

Apply these patterns in `groq-core-workflow-a` for real-w
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-sdk-patterns.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 Sdk Patterns 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 Sdk Patterns 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 Sdk Patterns access on my machine?

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

Which assistants does Groq Sdk Patterns 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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