The Problem
When a production agent's search tool returns a soft failure (timeout, rate limit, parser error) the LLM retries. Unchecked retries across a fleet cause retry storms that blow through budgets, block good agents behind bad ones, and sometimes escalate into incidents.
The Scavio Solution
Scavio ships with structured error codes, stable schemas, and an SLA-backed success rate. Your agent can distinguish real failure from transient hiccup and stop retrying when retrying will not help. Combined with per-call timeouts and circuit breakers, retry storms become rare and recoverable.
Before
Agents retry endlessly on ambiguous errors, blowing budgets and sometimes causing outages.
After
Structured errors, stable success rate, predictable retry behavior.
Who It Is For
Teams running production agent fleets whose on-call has been paged for retry storms.
Key Benefits
- Typed error codes let the agent decide when to retry
- SLA-backed success rate across platforms
- Stable response schema eliminates parser-flap retries
- Per-call rate limiting prevents cascading failures
- First-party docs on retry patterns for production agents
Python Example
import requests, os, time
for attempt in range(3):
r = requests.post('https://api.scavio.dev/api/v1/search',
headers={'x-api-key': os.environ['SCAVIO_API_KEY']},
json={'query': 'hello'})
if r.status_code == 429:
time.sleep(int(r.headers.get('Retry-After', 2)))
continue
r.raise_for_status()
breakJavaScript Example
for (let attempt = 0; attempt < 3; attempt++) {
const r = await fetch('https://api.scavio.dev/api/v1/search', {
method: 'POST',
headers: { 'x-api-key': process.env.SCAVIO_API_KEY, 'content-type': 'application/json' },
body: JSON.stringify({ query: 'hello' }),
});
if (r.status === 429) { await new Promise(res => setTimeout(res, 2000)); continue; }
break;
}Platforms Used
Web search with knowledge graph, PAA, and AI overviews
YouTube
Video search with transcripts and metadata
Amazon
Product search with prices, ratings, and reviews
Walmart
Product search with pricing and fulfillment data
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