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Agent skill

Groq Webhooks Events

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

Build event-driven architectures with Groq streaming, batch processing, and async patterns.

MITAuto-check passedBackend & APIs

Install Groq Webhooks Events

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

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-webhooks-events --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-webhooks-events .claude/skills/groq-webhooks-events && 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-webhooks-events
GitHub stars
2.8k
Token cost
~1.7k tokens
SKILL.md length
577 words
Files
3 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Build event-driven architectures with Groq streaming, batch processing, and async patterns.

  • Setting up real-time SSE endpoints
  • SKILL.md covers Overview, Prerequisites, Authentication and Instructions, plus 5 more sections
  • Calls curl; needs GROQ_API_KEY
  • Batch processing pipelines

What it does

Groq Webhooks Events is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build event-driven architectures with Groq streaming, batch processing, and async patterns. Use when setting up real-time SSE endpoints, batch processing pipelines, or event-driven LLM processing with Groq. Trigger with phrases like "groq streaming", "groq events", "groq SSE", "groq batch", "groq async", "groq event-driven".

Its SKILL.md is about 1.7k 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 Backend & APIs, covering Event-driven systems, Webhooks and Data pipelines and ETL. It works with Python. 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

  • Setting up real-time SSE endpoints
  • Batch processing pipelines
  • Event-driven LLM processing with Groq
  • With phrases like groq streaming

Example prompts

  • “groq streaming”
  • “groq events”
  • “groq SSE”
  • “/groq-webhooks-events”

Requirements

  • Python 3
  • A credential in GROQ_API_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(curl:*)

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(curl:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • curl

    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
    • docs.bullmq.io

    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 Webhooks Events loads about 1.7k tokens when it runs, and up to ~3.8k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 577 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
~1.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.8k

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). 577 words, ~1,682 tokens.

Download SKILL.mdSave it as .claude/skills/groq-webhooks-events/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
groq-webhooks-events
description
Build event-driven architectures with Groq streaming, batch processing, and async patterns. Use when setting up real-time SSE endpoints, batch processing pipelines, or event-driven LLM processing with Groq. Trigger with phrases like "groq streaming", "groq events", "groq SSE", "groq batch", "groq async", "groq event-driven".
allowed-tools
Read, Write, Edit, Bash(curl:*)
compatibility
Designed for Claude Code
version
1.11.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, groq, webhooks

Groq Events & Async Patterns

Overview

Build event-driven architectures around Groq's inference API. Groq does not provide native webhooks, but its sub-second latency enables unique patterns: real-time SSE streaming, batch processing with callbacks, queue-based pipelines, and event processors that use Groq as an LLM classification/extraction engine.

This skill uses Read, Write, and Edit to scaffold and update these handlers in your codebase, and curl to exercise the resulting endpoints. Step 1 (the SSE endpoint) is inline below; the batch, webhook-processor, health-monitor, and Python async patterns live in references/implementation.md.

Prerequisites

  • groq-sdk (Node) or groq (Python) installed, GROQ_API_KEY set
  • Queue system for batch patterns (BullMQ, Redis, SQS)
  • Understanding of Server-Sent Events (SSE) for streaming

Authentication

Groq authenticates with a single API key. Export GROQ_API_KEY in the environment and the SDK reads it automatically — never hard-code the key or embed it in a request body. The key is a bearer credential; treat it like any secret (env var or secrets manager, never committed). No per-request auth headers are needed when the SDK is constructed with new Groq() / AsyncGroq().

Instructions

Write each handler as a file in your project (Read/Write/Edit), then drive it with curl to confirm behavior.

Step 1: SSE Streaming Endpoint

Stream tokens to the browser as they are generated. Set the text/event-stream headers, disable proxy buffering with X-Accel-Buffering: no, and write one data: frame per token, ending with a done event.

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

const groq = new Groq();
const app = express();
app.use(express.json());

app.post("/api/chat/stream", async (req, res) => {
  const { messages, model = "llama-3.3-70b-versatile" } = req.body;

  res.writeHead(200, {
    "Content-Type": "text/event-stream",
    "Cache-Control": "no-cache",
    Connection: "keep-alive",
    "X-Accel-Buffering": "no",  // Disable nginx buffering
  });

  try {
    const stream = await groq.chat.completions.create({
      model,
      messages,
      stream: true,
      max_tokens: 2048,
    });

    for await (const chunk of stream) {
      const content = chunk.choices[0]?.delta?.content;
      if (content) {
        res.write(`data: ${JSON.stringify({ content, type: "token" })}\n\n`);
      }
    }

    res.write(`data: ${JSON.stringify({ type: "done" })}\n\n`);
  } catch (err: any) {
    res.write(`data: ${JSON.stringify({ type: "error", message: err.message })}\n\n`);
  }

  res.end();
});
Steps 2–5: Batch, Webhook Processor, Health Monitor, Python Async

The remaining patterns follow the same shape — Groq as a fast inference engine behind a queue or an event loop. Each is documented in full, with runnable code, in references/implementation.md:

  • Step 2 — Batch processing with BullMQ: enqueue prompts, process with a rate-limited worker (concurrency: 5, limiter: 25 RPM), fire a callback per item.
  • Step 3 — Webhook event processor: ack the sender with 202 immediately, then classify/extract the event asynchronously with llama-3.1-8b-instant.
  • Step 4 — Scheduled health monitor: ping each model with a one-token request on an interval, tracking latency and tokens/sec.
  • Step 5 — Python async batch: asyncio.Semaphore + gather for concurrent processing without a queue.
Show full SKILL.md (236 more words)Show less

Output

Each pattern produces a distinct, observable artifact you can assert against:

  • SSE endpoint — a text/event-stream response: one data: {"content":…,"type":"token"} frame per token, terminated by data: {"type":"done"} (or a type:"error" frame on failure).
  • Batch worker — a groq.batch.item_completed callback POST per prompt, carrying batchId, index, total, content, model, and token usage.
  • Webhook processor — an immediate 202 {"received": true} ack, followed by a background classification object {type, priority, summary, action}.
  • Health monitor — a per-model record {status, latencyMs, tokensPerSec} (or {status:"error", error}) logged each interval.

See references/examples.md for the concrete payloads.

Event Pattern Summary

PatternGroq ModelLatencyUse Case
SSE streamingllama-3.3-70b-versatile~200ms TTFTReal-time chat
Batch queuellama-3.1-8b-instant~80ms TTFTDocument processing
Webhook processorllama-3.1-8b-instant~80ms TTFTEvent classification
Health monitorllama-3.1-8b-instant~80ms TTFTUptime tracking

Error Handling

IssueCauseSolution
SSE disconnectClient timeout or networkImplement reconnection with last-event-id
Batch item failsRate limit or model errorQueue retry with exponential backoff
Webhook timeoutProcessing takes too longAcknowledge immediately (202), process async
Health check 429Monitoring consuming quotaReduce check frequency, use smallest model

Examples

Worked, runnable examples — consuming the SSE endpoint with curl, submitting a batch and receiving callbacks, and classifying an inbound webhook — are in references/examples.md. A minimal first call:

bash
curl -N -X POST http://localhost:3000/api/chat/stream \
  -H "Content-Type: application/json" \
  -d '{"messages":[{"role":"user","content":"Explain SSE in one sentence."}]}'

Resources

For performance optimization, see the groq-performance-tuning skill.

© 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-webhooks-events 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

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Azure Messaging Webpubsubservice Pymicrosoft/skills3.1k5 repos~2kAutomated safety check: PassMIT
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Streaming Dataancoleman/ai-design-components525—~2.9kAutomated safety check: PassMIT

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Works with

Categories

Questions about Groq Webhooks Events

What does Groq Webhooks Events do?

Build event-driven architectures with Groq streaming, batch processing, and async patterns. Groq Webhooks Events is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build event-driven architectures with Groq streaming, batch processing, and async patterns.

When should I use Groq Webhooks Events?

Groq Webhooks Events fits situations like: setting up real-time SSE endpoints; batch processing pipelines; event-driven LLM processing with Groq; with phrases like groq streaming.

How do I install Groq Webhooks Events in Claude Code?

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

How do I install Groq Webhooks Events in Codex?

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

Can I use Groq Webhooks Events 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-webhooks-events -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-webhooks-events, .gemini/skills/groq-webhooks-events, .github/skills/groq-webhooks-events and .opencode/skills/groq-webhooks-events in your project.

What does Groq Webhooks Events need to run?

Going by SKILL.md and its folder, Groq Webhooks Events needs the command-line tools its instructions call (curl) and credentials named GROQ_API_KEY. Our summary lists: Python 3; A credential in GROQ_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(curl:*). Compatibility (from SKILL.md): Designed for Claude Code.

Does Groq Webhooks Events access the network?

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

Is Groq Webhooks Events 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 Webhooks Events use?

Groq Webhooks Events 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 Webhooks Events use?

About 1.7k tokens (SKILL.md is roughly 6.7k 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 2.1k tokens, read only when the agent opens those files.

What are the alternatives to Groq Webhooks Events?

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Who maintains Groq Webhooks Events?

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.