The Problem
Pure Playwright pipelines for gov sites or large public targets break weekly on Cloudflare/captcha walls. Maintenance burden eats the agent's value.
The Scavio Solution
Route by target type: indexed/public targets -> Scavio (structured Google SERP + extract); auth-gated/JS-only targets -> Playwright/Stagehand/Browserbase. Two-tier architecture cuts the captcha exposure surface 80-95%.
Before
Playwright for every target = 40% captcha failure rate after 3 weeks; manual intervention required for each break.
After
Scavio for ~85% of targets (indexed) + Playwright for ~15% (auth-gated) = 98% success rate; Playwright maintenance burden cut proportionally.
Who It Is For
Gov-data agent builders, compliance-monitoring teams, B2B research agents handling mixed public + auth-gated targets.
Key Benefits
- 80-95% reduction in captcha exposure
- Cheaper per-target on indexed pages ($0.0043 vs browser-time)
- Cleaner agent tool surface (search-first)
- Playwright kept for auth-gated edge cases
- Stack cost ~$30 + Browserbase Developer $20/mo
Python Example
import requests, os
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}
def search_first(target, dork):
if target.requires_auth or target.is_js_only:
return playwright_fetch(target.url) # Browserbase / Stagehand
return requests.post('https://api.scavio.dev/api/v1/search', headers=H, json={'query': dork}).json()JavaScript Example
const searchFirst = async (target, dork) => {
if (target.requiresAuth || target.isJsOnly) return await playwrightFetch(target.url);
return await fetch('https://api.scavio.dev/api/v1/search', { method:'POST', headers, body: JSON.stringify({ query: dork }) }).then(r => r.json());
};Platforms Used
Web search with knowledge graph, PAA, and AI overviews