research

Scavio for LATAM Gov Portal Research Agent

Search-first fallback for gov-portal data: Scavio dorked SERP for indexed pages, Playwright/Stagehand only for the auth-gated minority. 80-95% reduction in Cloudflare exposure.

The Problem

An r/LangChain post described Playwright pipelines breaking on LATAM gov sites due to Cloudflare/captcha walls. Pure-browser pipelines have unsustainable maintenance cost at any scale.

How Scavio Helps

  • 80-95% reduction in captcha exposure
  • Cheaper per-target on indexed pages
  • Cleaner agent tool surface (search-first)
  • Playwright kept for genuine edge cases
  • Documented pattern from r/LangChain

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Quick Start: Python Example

Here is a quick example searching Google for "extract latest 2026 procurement notices from a LATAM gov portal that blocks Playwright":

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 Compliance teams scraping gov portals, legal-research agent builders, B2B research teams handling mixed public + auth-gated targets

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

Start with the free tier (500 credits/month, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Search-first fallback for gov-portal data: Scavio dorked SERP for indexed pages, Playwright/Stagehand only for the auth-gated minority. 80-95% reduction in Cloudflare exposure. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For latam gov portal research agent, use the Google Search endpoint. 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 latam gov portal research agent data automatically.

Build Your LATAM Gov Portal Research Agent Solution

500 free credits/month. No credit card required. Start building with Google data today.