Solution

n8n LLM Pipeline Stack

An r/n8n thread asked for a search API that integrates search plus content extraction for LLM workflows. Most APIs return raw HTML that breaks token limits, or stripped snippets th

The Problem

An r/n8n thread asked for a search API that integrates search plus content extraction for LLM workflows. Most APIs return raw HTML that breaks token limits, or stripped snippets that lose meaning.

The Scavio Solution

Wire Scavio's search and extract endpoints directly into n8n HTTP Request nodes. Search returns 10 typed snippets; extract converts the top 1-2 results to markdown. Both share one x-api-key and one credit pool.

Before

Two-vendor stack (Tavily for search + Firecrawl for extract) at ~$60/mo combined.

After

One vendor at $30/mo, same workflow shape, plus Reddit and YouTube as bonus surfaces.

Who It Is For

n8n users running LLM workflows, RevOps teams building research pipelines, automation engineers.

Key Benefits

  • One vendor for search + extract
  • $30/mo vs $60/mo for combined Tavily + Firecrawl
  • Reddit and YouTube as bonus surfaces
  • Drop-in n8n HTTP Request nodes
  • Predictable per-query cost

Python Example

Python
import os, requests
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}

def research(q):
    s = requests.post('https://api.scavio.dev/api/v1/search', headers=H, json={'query': q}).json()
    out = []
    for r in s.get('organic_results', [])[:5]:
        e = requests.post('https://api.scavio.dev/api/v1/extract', headers=H, json={'url': r['link'], 'format': 'markdown'}).json()
        out.append({'url': r['link'], 'md': e.get('markdown', '')[:3000]})
    return out

JavaScript Example

JavaScript
// In n8n use HTTP Request nodes. The TS equivalent:
const H = { 'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json' };
async function research(q) {
  const s = await fetch('https://api.scavio.dev/api/v1/search', { method:'POST', headers:H, body: JSON.stringify({ query: q }) }).then(r => r.json());
  return s;
}

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

Reddit

Community, posts & threaded comments from any subreddit

Frequently Asked Questions

An r/n8n thread asked for a search API that integrates search plus content extraction for LLM workflows. Most APIs return raw HTML that breaks token limits, or stripped snippets that lose meaning.

Wire Scavio's search and extract endpoints directly into n8n HTTP Request nodes. Search returns 10 typed snippets; extract converts the top 1-2 results to markdown. Both share one x-api-key and one credit pool.

n8n users running LLM workflows, RevOps teams building research pipelines, automation engineers.

Yes. Scavio's free tier includes 500 credits per month with no credit card required. That is enough to validate this solution in your workflow.

n8n LLM Pipeline Stack

Wire Scavio's search and extract endpoints directly into n8n HTTP Request nodes. Search returns 10 typed snippets; extract converts the top 1-2 results to markdown. Both share one