ai

Scavio for Deep Research Grounding

Ground deep research agent outputs in verified, current web data to prevent hallucinated citations and outdated claims. Scavio provides structured search results that research agents can use to validate findings, source URLs, and cross-reference claims across multiple platforms. Build research workflows that produce defensibly accurate reports.

The Problem

Deep research agents produce plausible but unverifiable reports because they lack structured access to current web data for real-time fact-checking and source validation.

How Scavio Helps

  • Real-time web results ground agent claims in current data
  • Source URLs enable proper citation in generated reports
  • Multi-platform cross-referencing reduces single-source bias
  • MCP interface at mcp.scavio.dev/mcp integrates with agent frameworks
  • 250 free credits to prototype grounding pipelines

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Reddit

Community, posts & threaded comments from any subreddit

YouTube

Video search with transcripts and metadata

Quick Start: Python Example

Here is a quick example searching Google for "latest AI regulation EU AI Act enforcement 2026":

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 AI researchers and teams building deep research agent systems

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

Start with the free tier (250 credits/month, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Ground deep research agent outputs in verified, current web data to prevent hallucinated citations and outdated claims. Scavio provides structured search results that research agents can use to validate findings, source URLs, and cross-reference claims across multiple platforms. Build research workflows that produce defensibly accurate reports. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For deep research grounding, use the Google Search, reddit, YouTube 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 deep research grounding data automatically.

Build Your Deep Research Grounding Solution

250 free credits/month. No credit card required. Start building with Google, Reddit, YouTube data today.