The Problem
DeerFlow research agents generate reports based on their training data, which becomes stale within weeks. Without live search grounding, research outputs contain outdated statistics, broken links, and superseded recommendations.
The Scavio Solution
Integrate Scavio as the search backend for DeerFlow agents. Each research step queries live SERP data, verifies claims against current sources, and injects timestamped citations into the final report.
Before
DeerFlow agents produce research reports with outdated data points, dead links, and statistics from months or years ago. Manual fact-checking adds hours to every report.
After
Every factual claim in DeerFlow reports is backed by a live search result with a timestamped citation. Reports are current as of the run date.
Who It Is For
DeerFlow users building multi-agent research systems.
Key Benefits
- Live search grounding for every DeerFlow research step
- Timestamped citations with verifiable source URLs
- Eliminates stale data and dead links in reports
- Works as a drop-in search backend for DeerFlow pipelines
Python Example
import requests
def deerflow_search_tool(research_query: str, platform: str = "google") -> dict:
"""Drop-in search tool for DeerFlow agent pipelines."""
resp = requests.post(
"https://api.scavio.dev/api/v1/search",
headers={"x-api-key": SCAVIO_API_KEY, "Content-Type": "application/json"},
json={"query": research_query, "platform": platform, "limit": 10}
)
data = resp.json()
sources = []
for r in data.get("results", []):
sources.append({
"title": r["title"],
"url": r["link"],
"excerpt": r.get("snippet", ""),
"platform": platform
})
return {
"query": research_query,
"source_count": len(sources),
"sources": sources,
"citation_block": "\n".join(
f"[{i+1}] {s['title']} - {s['url']}" for i, s in enumerate(sources)
)
}
result = deerflow_search_tool("DeerFlow AI agent framework features 2026")
print(result["citation_block"])JavaScript Example
const H = {'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json'};
fetch('https://api.scavio.dev/api/v1/search', {method: 'POST', headers: H, body: JSON.stringify({query: 'example', country_code: 'us'})}).then(r => r.json()).then(d => console.log(d.organic_results?.length + ' results'));Platforms Used
Web search with knowledge graph, PAA, and AI overviews
Community, posts & threaded comments from any subreddit
YouTube
Video search with transcripts and metadata