Tutorial

How to Replace Tavily Extract with Scavio Extract

Tavily's extract endpoint at $0.008/credit pre-summarizes. Scavio's /extract returns full markdown. Pick by use case in this guide.

Tavily's extract endpoint pre-summarizes content; Scavio's /extract returns full markdown. The migration is a JSON shape map and a prompt update. This tutorial walks the swap.

Prerequisites

  • Existing Tavily extract code
  • Scavio API key

Walkthrough

Step 1: Identify Tavily extract calls

Usually a single endpoint call.

Python
# Before:
# r = requests.post('https://api.tavily.com/extract', json={'urls': [url]}, headers=...)

Step 2: Replace with Scavio extract

POST with x-api-key.

Python
import os, requests
resp = requests.post('https://api.scavio.dev/api/v1/extract',
    headers={'x-api-key': os.environ['SCAVIO_API_KEY']},
    json={'url': url, 'format': 'markdown'}).json()
markdown = resp.get('markdown', '')

Step 3: Decide on format

Tavily auto-summarizes; Scavio returns raw markdown.

Text
# If your downstream LLM step expects clean markdown, Scavio is closer to that.
# If you want pre-summarized, add an LLM step after Scavio (cost similar).

Step 4: Update downstream prompts

Different shape may need prompt tweaks.

Text
# Tavily extract returns: { 'results': [{'url', 'raw_content', 'title'}] }
# Scavio extract returns: { 'url', 'markdown', 'title' }

Step 5: Compare cost

Tavily $0.008/credit; Scavio $0.0043/credit.

Text
# 1,000 extracts/mo: Tavily ~$8 vs Scavio ~$4.30.

Python Example

Python
# Migration time: 10-30 min per call site, mostly shape-map.

JavaScript Example

JavaScript
// Same in TS using fetch().

Expected Output

JSON
Extract calls return raw markdown ready for LLM context. Cost drops ~46% versus Tavily's per-credit price.

Related Tutorials

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Existing Tavily extract code. Scavio API key. A Scavio API key gives you 500 free credits per month.

Yes. The free tier includes 500 credits per month, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

Start Building

Tavily's extract endpoint at $0.008/credit pre-summarizes. Scavio's /extract returns full markdown. Pick by use case in this guide.