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Scavio for Combined Memory and Search Agent Grounding

Ground AI agents with both persistent memory (for learned facts) and real-time search (for current data), preventing the dual failure mode of stale memory and hallucinated live facts.

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The Problem

Agents with only memory eventually drift as stored facts become outdated. Agents with only search re-discover known information every session, wasting tokens and time. Neither alone provides reliable grounding.

How Scavio Helps

  • Memory stores verified facts to avoid re-searching
  • Search validates and updates stale memory entries
  • Reduces token waste from redundant searches
  • Catches when remembered facts become outdated
  • Works with MCP memory servers and search tools together

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Reddit

Community, posts & threaded comments from any subreddit

Quick Start: Python Example

Here is a quick example searching Google for "Agent remembers that Tavily pricing is $30/mo (stored 3 months ago). When user asks about Tavily pricing, agent searches Google to verify. Finds that Nebius acquired Tavily in February 2026 and pricing page changed. Updates memory with current pricing. Next time the question comes up, memory is already current. Search only fires when confidence is low or memory is older than 30 days.":

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 Agent builders, Claude Code power users, teams building long-running autonomous agents

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

Start with the free tier (50 credits on signup, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Ground AI agents with both persistent memory (for learned facts) and real-time search (for current data), preventing the dual failure mode of stale memory and hallucinated live facts. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For combined memory and search agent grounding, use the Google Search, reddit 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 combined memory and search agent grounding data automatically.

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Google API

Web search with knowledge graph, PAA, and AI overviews

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Reddit API

Community, posts & threaded comments from any subreddit

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Scrape Google with Python

Python tutorial for Google

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Build Your Combined Memory and Search Agent Grounding Solution

50 free credits on signup. No credit card required. Start building with Google, Reddit data today.

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