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Agent skill

Groq Migration Deep Dive

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

A skill your agent uses when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover…

MITAuto-check passedDevOps & Cloud

Install Groq Migration Deep Dive

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-migration-deep-dive -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-migration-deep-dive --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-migration-deep-dive .claude/skills/groq-migration-deep-dive && 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-migration-deep-dive
GitHub stars
2.8k
Token cost
~1.6k tokens
SKILL.md length
554 words
Files
3 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover…

  • Works in 2 steps: OpenAI to Groq Migration → Model ID Mapping
  • You are moving a codebase off OpenAI
  • SKILL.md covers Current State, Overview, Migration Complexity and Prerequisites, plus 6 more sections
  • Calls npm; needs GROQ_API_KEY and OPENAI_API_KEY

What it does

Groq Migration Deep Dive is an agent skill from jeremylongshore/tons-of-skills-marketplace. Use when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover with a benchmark and rollback plan. Trigger with phrases like "migrate to groq", "switch to groq", "groq migration", "openai to groq", "groq replatform".

Its SKILL.md is about 1.6k 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. It works with OpenAI. 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

  • You are moving a codebase off OpenAI
  • Another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime
  • Feature-flagged cutover with a benchmark and rollback plan
  • With phrases like migrate to groq

Example prompts

  • “migrate to groq”
  • “switch to groq”
  • “groq migration”
  • “/groq-migration-deep-dive”

Requirements

  • Node.js
  • A credential in GROQ_API_KEY
  • A credential in OPENAI_API_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(npm:*), Bash(node:*), Bash(kubectl:*)

Workflow steps

2 steps, taken from the step headings in SKILL.md.

  1. OpenAI to Groq Migration
  2. Model ID Mapping

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(npm:*)
    • Bash(node:*)
    • Bash(kubectl:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npm

    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
    • npmjs.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
    • OPENAI_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 Migration Deep Dive loads about 1.6k tokens when it runs, and up to ~3.4k if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 554 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~89
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k
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). 554 words, ~1,640 tokens.

Download SKILL.mdSave it as .claude/skills/groq-migration-deep-dive/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
groq-migration-deep-dive
description
Use when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover with a benchmark and rollback plan. Trigger with phrases like "migrate to groq", "switch to groq", "groq migration", "openai to groq", "groq replatform".
allowed-tools
Read, Write, Edit, Bash(npm:*), Bash(node:*), Bash(kubectl:*)
compatibility
Designed for Claude Code
version
1.11.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, groq, migration

Groq Migration Deep Dive

Current State

!npm list groq-sdk openai @anthropic-ai/sdk 2>/dev/null | grep -E "groq|openai|anthropic" || echo 'No LLM SDKs found'

Overview

Migrate to Groq from OpenAI, Anthropic, or other LLM providers. Groq's OpenAI-compatible API makes migration straightforward — the primary changes are a different SDK import, different model IDs, and different response metadata. The reward is 10-50x faster inference.

The safe path is a provider-abstraction layer plus feature-flagged traffic shifting: route a small canary to Groq, benchmark quality and speed, ramp to 100%, and keep a one-flag rollback the whole way.

Migration Complexity

SourceComplexityKey Changes
OpenAILowImport, model IDs, base URL — API shape is identical
AnthropicMediumDifferent API shape, message format, streaming protocol
Local LLMsMediumRemove infra, add API calls
Other cloud (Bedrock, Vertex)MediumRemove cloud SDK, add groq-sdk

Prerequisites

  • A Groq API key (GROQ_API_KEY) from console.groq.com.
  • groq-sdk installed: npm install groq-sdk.
  • A feature-flag mechanism (LaunchDarkly, env var, config service) exposing a groq_migration_pct value for gradual traffic shifting.
  • The existing provider's key still available (OPENAI_API_KEY or equivalent) so you can run both providers side-by-side during the cutover.
  • Node >=18 if you use the performance.now() benchmark helper.

Instructions

Steps 1-2 below are the essential skeleton — the two changes every migration needs. Steps 3-7 (the provider abstraction, traffic shifting, scanner, benchmark, and full compatibility matrix) are moved verbatim into the reference files linked under Examples so this file stays scannable.

Step 1: OpenAI to Groq Migration

The minimal change: swap the SDK import, client, and model ID. The response shape is identical, so downstream code (result.choices[0].message.content) is untouched.

typescript
// BEFORE: OpenAI
import OpenAI from "openai";
const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
const result = await openai.chat.completions.create({
  model: "gpt-4o-mini",
  messages: [{ role: "user", content: "Hello" }],
});

// AFTER: Groq (minimal changes)
import Groq from "groq-sdk";
const groq = new Groq({ apiKey: process.env.GROQ_API_KEY });
const result = await groq.chat.completions.create({
  model: "llama-3.3-70b-versatile",  // or "llama-3.1-8b-instant"
  messages: [{ role: "user", content: "Hello" }],
});

// Same response shape: result.choices[0].message.content
Step 2: Model ID Mapping

Centralize the OpenAI/Anthropic → Groq translation so a single map drives the whole codebase and unknown models fall back to a safe default.

typescript
// OpenAI → Groq model equivalents
const MODEL_MAP: Record<string, string> = {
  // OpenAI → Groq (quality equivalent)
  "gpt-4o":        "llama-3.3-70b-versatile",
  "gpt-4o-mini":   "llama-3.1-8b-instant",
  "gpt-4-turbo":   "llama-3.3-70b-versatile",
  "gpt-3.5-turbo": "llama-3.1-8b-instant",

  // Anthropic → Groq (approximate)
  "claude-3-5-sonnet": "llama-3.3-70b-versatile",
  "claude-3-haiku":    "llama-3.1-8b-instant",
};

function migrateModelId(model: string): string {
  return MODEL_MAP[model] || "llama-3.3-70b-versatile";
}
Steps 3-7: Zero-Downtime Rollout

Once Steps 1-2 compile, wrap both providers in a common interface and shift traffic gradually. The full code lives in the references:

Show full SKILL.md (200 more words)Show less

Output

Running this skill's workflow produces:

  • A migration assessment printout from the scanner (Step 5): OpenAI import count, the distinct gpt-* model IDs in use, any OpenAI-only features (embeddings/images/fine-tuning) that block a clean cutover, and the number of API-key references to update.
  • A provider-agnostic LLMProvider layer with GroqProvider and OpenAIProvider implementations both live behind one getProvider() call.
  • A benchmark table per prompt: Groq vs OpenAI latency in ms, token counts, and the measured speedup factor.
  • A groq_migration_pct feature flag driving the canary → 100% ramp, with a one-flag rollback to 0%.

Error Handling

IssueCauseSolution
Quality regressionDifferent model strengthsTune system prompts for Llama models
Missing featuresGroq doesn't have embeddings/imagesKeep OpenAI for those features
Rate limitsDifferent limits than OpenAIConfigure per-model rate limits
Cost increaseDifferent pricing structureRoute simple tasks to 8B model

Examples

  • Full provider abstraction + traffic shifting + scanner + rollback: references/implementation.md — the complete Step 3-5 code plus the rollback procedure.
  • Benchmark harness + compatibility matrix: references/examples.md — the side-by-side quality/speed benchmark and the full OpenAI↔Groq feature table.

Resources

Next Steps

For ongoing SDK version upgrades between Groq model generations, see the companion groq-upgrade-migration 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-migration-deep-dive 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 Migration Deep Dive 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 Migration Deep Dive compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Groq Migration Deep Dive this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1.6kAutomated safety check: PassMIT
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Azure Architecture Autopilotgithub/awesome-copilot40k1 repos~1.9kAutomated safety check: PassMIT
Youtubeeat-pray-ai/yutu699—~1.1kAutomated safety check: PassMIT
Local Stack RuntimeOpenHands/OpenHands91k—~375Automated safety check: PassMIT
Telemetry AnalyticsOpenHands/OpenHands91k—~305Automated safety check: PassMIT

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Works with

Categories

Questions about Groq Migration Deep Dive

What does Groq Migration Deep Dive do?

A skill your agent uses when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover…. Groq Migration Deep Dive is an agent skill from jeremylongshore/tons-of-skills-marketplace. Use when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover with a benchmark and rollback plan.

When should I use Groq Migration Deep Dive?

Groq Migration Deep Dive fits situations like: you are moving a codebase off OpenAI; another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime; feature-flagged cutover with a benchmark and rollback plan; with phrases like migrate to groq.

How do I install Groq Migration Deep Dive in Claude Code?

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

How do I install Groq Migration Deep Dive in Codex?

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

Can I use Groq Migration Deep Dive 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-migration-deep-dive -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-migration-deep-dive, .gemini/skills/groq-migration-deep-dive, .github/skills/groq-migration-deep-dive and .opencode/skills/groq-migration-deep-dive in your project.

What does Groq Migration Deep Dive need to run?

Going by SKILL.md and its folder, Groq Migration Deep Dive needs the command-line tools its instructions call (npm) and credentials named GROQ_API_KEY and OPENAI_API_KEY. Our summary lists: Node.js; A credential in GROQ_API_KEY; A credential in OPENAI_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(node:*), Bash(kubectl:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does Groq Migration Deep Dive access the network?

SKILL.md names 2 domains. As links in the text: console.groq.com and npmjs.com. This is read from the text; nothing was executed.

Is Groq Migration Deep Dive 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 Migration Deep Dive use?

Groq Migration Deep Dive 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 Migration Deep Dive use?

About 1.6k tokens (SKILL.md is roughly 6.6k 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 1.8k tokens, read only when the agent opens those files.

What are the alternatives to Groq Migration Deep Dive?

Skills that share tags, products or a category with Groq Migration Deep Dive: Caveman Gateway Setup (JuliusBrussee/caveman, 111k stars), Azure Architecture Autopilot (github/awesome-copilot, 40k stars), Youtube (eat-pray-ai/yutu, 699 stars) and Local Stack Runtime (OpenHands/OpenHands, 91k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Groq Migration Deep Dive?

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.