Agent skill

Groq Deploy Integration

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms.

MITAuto-check passedDevOps & Cloud

Install Groq Deploy Integration

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-deploy-integration -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-deploy-integration --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/groq-deploy-integration .claude/skills/groq-deploy-integration && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
groq-deploy-integration
GitHub stars
2.8k
Token cost
~1.4k tokens
SKILL.md length
527 words
Files
3 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms.

  • Works in 5 steps: Write the handler. For Vercel Edge,… → Store the secret. Never bake… → Deploy. vercel --prod for Vercel (Step… → …
  • Deploying Groq-powered applications to production
  • SKILL.md covers Overview, Prerequisites, Instructions and Environment Variable Config, plus 5 more sections
  • Calls vercel, gcloud and fly; needs GROQ_API_KEY

What it does

Groq Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms. Use when deploying Groq-powered applications to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy groq", "groq Vercel", "groq production deploy", "groq Cloud Run", "groq Docker".

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/examples.md` and `references/implementation.md`). Compatibility notes: Designed for Claude Code

It sits in DevOps & Cloud, covering Containers, CI/CD and Deployment. It works with Vercel, Cloud Run, Docker and Vercel AI SDK. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Deploying Groq-powered applications to production
  • Configuring platform-specific secrets
  • Setting up deployment pipelines
  • With phrases like deploy groq

Example prompts

  • “deploy groq”
  • “groq Vercel”
  • “groq production deploy”
  • “/groq-deploy-integration”

Requirements

  • Docker
  • A credential in GROQ_API_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(vercel:*), Bash(fly:*), Bash(gcloud:*)

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Write the handler. For Vercel Edge, create app/api/chat/route.ts with export const runtime = "edge" and stream Server-Sent Events when the…
  2. Store the secret. Never bake GROQ_API_KEY into an image. Use the platform's secret store — see the Environment Variable Config table below.
  3. Deploy. vercel --prod for Vercel (Step 2); build the Dockerfile (Step 3) and gcloud run deploy --source . for Cloud Run (Step 4) — all in…
  4. Add a health check. The Express server (Step 5) exposes /health that pings Groq with the cheapest model (llama-3.1-8b-instant, max_tokens…
  5. Keep instances warm. On serverless platforms set min-instances=1 to keep cold-start latency off the request path.

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Bash(vercel:*)
    • Bash(fly:*)
    • Bash(gcloud:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • vercel
    • gcloud
    • fly
    • railway

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • console.groq.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • GROQ_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code

    From compatibility in the SKILL.md frontmatter.

Context cost

Groq Deploy Integration loads about 1.4k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 527 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~87
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 527 words, ~1,401 tokens.

Download SKILL.mdSave it as .claude/skills/groq-deploy-integration/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
groq-deploy-integration
description
Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms. Use when deploying Groq-powered applications to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy groq", "groq Vercel", "groq production deploy", "groq Cloud Run", "groq Docker".
allowed-tools
Read, Write, Edit, Bash(vercel:*), Bash(fly:*), Bash(gcloud:*)
compatibility
Designed for Claude Code
version
1.11.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, groq, deployment

Groq Deploy Integration

Overview

Deploy applications using Groq's inference API to Vercel Edge, Cloud Run, Docker, and other platforms. Groq's sub-200ms latency makes it ideal for edge deployments and real-time applications.

This SKILL.md is the high-level workflow. Every platform recipe — full source for the Vercel Edge Function, Dockerfile, Cloud Run command, Express health-check server, and Vercel AI SDK handler — lives verbatim in references/implementation.md. End-to-end walkthroughs that chain those recipes are in references/examples.md.

Prerequisites

  • Groq API key stored in GROQ_API_KEY
  • Application using groq-sdk (or @ai-sdk/groq for the Vercel AI SDK path)
  • Platform CLI installed (vercel, docker, or gcloud)

Instructions

Pick the deployment target, then follow its recipe in references/implementation.md.

  1. Write the handler. For Vercel Edge, create app/api/chat/route.ts with export const runtime = "edge" and stream Server-Sent Events when the request asks for them; otherwise return a JSON completion. See Step 1 in references/implementation.md.
  2. Store the secret. Never bake GROQ_API_KEY into an image. Use the platform's secret store — see the Environment Variable Config table below.
  3. Deploy. vercel --prod for Vercel (Step 2); build the Dockerfile (Step 3) and gcloud run deploy --source . for Cloud Run (Step 4) — all in references/implementation.md.
  4. Add a health check. The Express server (Step 5) exposes /health that pings Groq with the cheapest model (llama-3.1-8b-instant, max_tokens: 1) and reports latency, so orchestrators can probe liveness cheaply.
  5. Keep instances warm. On serverless platforms set min-instances=1 to keep cold-start latency off the request path.

The essential Vercel Edge skeleton looks like this — the full streaming body is in the reference:

typescript
// app/api/chat/route.ts
import Groq from "groq-sdk";
export const runtime = "edge";

export async function POST(req: Request) {
  const groq = new Groq({ apiKey: process.env.GROQ_API_KEY! });
  const { messages } = await req.json();
  const completion = await groq.chat.completions.create({
    model: "llama-3.3-70b-versatile",
    messages,
    max_tokens: 2048,
  });
  return Response.json(completion);
}

Environment Variable Config

PlatformCommand
Vercelvercel env add GROQ_API_KEY production
Cloud Rungcloud secrets create groq-api-key --data-file=-
Fly.iofly secrets set GROQ_API_KEY=gsk_...
Railwayrailway variables set GROQ_API_KEY=gsk_...
Docker-e GROQ_API_KEY=gsk_... or Docker secrets
Show full SKILL.md (239 more words)Show less

Output

Following this skill produces:

  • A deployed Groq inference endpoint (POST /api/chat) on the chosen platform that streams text/event-stream chunks on demand and returns JSON completions otherwise.
  • The secret registered in the platform's secret store — never committed to source or an image layer.
  • A /health liveness endpoint returning { status: "healthy", groq: { connected: true, latencyMs: N } } (HTTP 200) or { status: "unhealthy", ... } (HTTP 503) for orchestrator probes.
  • A warm serverless configuration (min-instances=1) keeping cold-start latency off the request path.

Error Handling

IssueCauseSolution
Rate limited (429)Too many requestsImplement request queuing with backoff
Edge timeoutResponse > 25sUse streaming for long completions
Model unavailableCapacity or deprecationFall back to llama-3.1-8b-instant
Cold start latencyServerless function initSet min-instances=1 on Cloud Run
API key not foundSecret not configuredCheck platform secret config

Examples

Full worked walkthroughs live in references/examples.md:

  • Example A — Vercel Edge streaming chat: drop in the Step 1 handler, vercel env add + vercel --prod, get a streaming POST /api/chat URL.
  • Example B — Cloud Run with a liveness probe: Dockerfile HEALTHCHECK + Express /health + gcloud run deploy --min-instances=1, yielding a 200/503 health signal Cloud Run consumes.
  • Example C — Vercel AI SDK path: swap the raw client for @ai-sdk/groq streamText + toDataStreamResponse() for zero manual stream plumbing.

Resources

Next Steps

For multi-environment setup (separate dev/staging/prod secrets and pipelines), see the groq-multi-env-setup skill in this pack.

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (references) in skills/.curated/groq-deploy-integration of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/examples.md
  • references/implementation.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Groq Deploy Integration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Groq Deploy Integration compared with similar skills
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Groq Deploy Integration this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1.4kAutomated safety check: PassMIT
CI/CD Pipeline Principlesirahardianto/awesome-agv156—~2.7kAutomated safety check: NotesMIT
Frontmcp Deploymentagentfront/frontmcp146—~9.2kAutomated safety check: NotesApache-2.0
Deployment Automationaiskillstore/marketplace4331 repos~3kAutomated safety check: NotesNone
Senior DevOps Toolkitmaslennikov-ig/claude-code-orchestrator-kit2606 repos~1.1kAutomated safety check: NotesCustom licence
DDNS Build and Release MaintenanceNewFuture/DDNS4.7k—~444Automated safety check: PassMIT

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Categories

Questions about Groq Deploy Integration

What does Groq Deploy Integration do?

Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms. Groq Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms.

When should I use Groq Deploy Integration?

Groq Deploy Integration fits situations like: deploying Groq-powered applications to production; configuring platform-specific secrets; setting up deployment pipelines; with phrases like deploy groq.

How do I install Groq Deploy Integration in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-deploy-integration -a claude-code`. Or copy the skill folder (skills/.curated/groq-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/groq-deploy-integration in your project. Claude Code loads it when a task matches its description.

How do I install Groq Deploy Integration in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-deploy-integration -a codex`. Or copy the skill folder (skills/.curated/groq-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/groq-deploy-integration in your project. Codex loads it when a task matches its description.

Can I use Groq Deploy Integration in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-deploy-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/groq-deploy-integration, .gemini/skills/groq-deploy-integration, .github/skills/groq-deploy-integration and .opencode/skills/groq-deploy-integration in your project.

What does Groq Deploy Integration need to run?

Going by SKILL.md and its folder, Groq Deploy Integration needs the command-line tools its instructions call (vercel, gcloud, fly and railway) and credentials named GROQ_API_KEY. Our summary lists: Docker; A credential in GROQ_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(vercel:*), Bash(fly:*), Bash(gcloud:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does Groq Deploy Integration access the network?

SKILL.md names 1 domain. As links in the text: console.groq.com. This is read from the text; nothing was executed.

Is Groq Deploy Integration safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Groq Deploy Integration use?

Groq Deploy Integration is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Groq Deploy Integration use?

About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2k tokens, read only when the agent opens those files.

What are the alternatives to Groq Deploy Integration?

Skills that share tags, products or a category with Groq Deploy Integration: CI/CD Pipeline Principles (irahardianto/awesome-agv, 156 stars), Frontmcp Deployment (agentfront/frontmcp, 146 stars), Deployment Automation (aiskillstore/marketplace, 433 stars) and Senior DevOps Toolkit (maslennikov-ig/claude-code-orchestrator-kit, 260 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Groq Deploy Integration?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.