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Scavio for Recruiter System Builder

End-to-end recruiter pipeline: n8n + Scavio (multi-source discovery) + Apify (LinkedIn-tolerant) + Hunter (email) + Smartlead (outreach) + reply triage.

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The Problem

An r/smallGRP post drew the line: tools find candidates, systems run end-to-end. Tools without systems = TODO lists, not placements.

How Scavio Helps

  • No data lock-in (you own candidate DB)
  • Scavio multi-source discovery (GitHub, Medium, LinkedIn, Reddit)
  • Each component swappable
  • Per-finalist-contacted <$5
  • End-to-end vs point-tool

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Quick Start: Python Example

Here is a quick example searching Google for "Senior Rust Backend + EU/US-remote → Scavio dorks → Apify LinkedIn pulls → LLM rubric → Hunter validate → Smartlead campaign → reply triage":

Python
import requests

API_KEY = "your_scavio_api_key"

response = requests.post(
    "https://api.scavio.dev/api/v1/search",
    headers={
        "x-api-key": API_KEY,
        "Content-Type": "application/json",
    },
    json={"query": query},
)

data = response.json()
for result in data.get("organic_results", [])[:5]:
    print(f"{result['position']}. {result['title']}")
    print(f"   {result['link']}\n")

Built for Recruiting agencies running 200+ recruits/mo, in-house TA teams productizing, indie recruiters scaling beyond their own keyboard

Scavio handles the search infrastructure — proxies, CAPTCHAs, rate limits, and anti-bot detection — so you can focus on building your recruiter system builder solution. The API returns structured JSON that is ready for processing, analysis, or feeding into AI agents.

Start with the free tier (50 credits on signup, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

End-to-end recruiter pipeline: n8n + Scavio (multi-source discovery) + Apify (LinkedIn-tolerant) + Hunter (email) + Smartlead (outreach) + reply triage. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For recruiter system builder, use the Google Search endpoints. Each request costs 1 credit.

Yes. Scavio handles all the infrastructure — proxies, rate limits, CAPTCHAs, and anti-bot detection. Paid plans support up to 100K+ credits/month with priority support and higher rate limits.

Absolutely. Scavio integrates with LangChain, CrewAI, LlamaIndex, AutoGen, and any framework that can make HTTP requests. Build an agent that searches, analyzes, and acts on recruiter system builder data automatically.

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Google API

Web search with knowledge graph, PAA, and AI overviews

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Scrape Google with Python

Python tutorial for Google

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Build Your Recruiter System Builder Solution

50 free credits on signup. No credit card required. Start building with Google data today.

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