🐍 Python SDK • pip install flycrawl

Python Web Scraping & Markdown Extraction API

Q: Does FlyCrawl require KYC or identity verification?

No. FlyCrawl is 100% No-KYC. Developers can create an account and pay anonymously using USDT (TRC-20), TON, or TRX with instant on-chain confirmation and zero identity disclosure.

Q: How does FlyCrawl compare to Firecrawl in speed and pricing?

FlyCrawl is up to 80% more affordable ($0.39 to $0.96 per 1,000 pages vs $5.33 per 1,000 pages on Firecrawl) and engineered with a zero-memory-leak Go and .NET 10 core that extracts pages in under 400ms.

Q: Does FlyCrawl generate vector embeddings directly?

Yes! FlyCrawl includes an in-memory high-dimensional vector engine generating 1536-dimensional (Fast) and 3072-dimensional (Large) embeddings directly from scraped Markdown, ready for Pinecone, Qdrant, and Milvus.

Q: Can I connect FlyCrawl to Cursor IDE, Windsurf, or Claude Desktop?

Yes! FlyCrawl hosts a native Model Context Protocol (MCP) server at /api/v1/mcp enabling AI coding agents to crawl, search, and ingest web knowledge seamlessly.

A lightweight, zero-dependency Python client for high-throughput web scraping, recursive sitemap traversal, and Fit-Markdown extraction. Drop-in compatible with existing Firecrawl scripts.

Get API Key (100 Free Credits) → GitHub Repository

Quickstart

# 1. Install via pip
pip install flycrawl

# 2. Scrape to Markdown in Python
from flycrawl import FlyCrawl

app = FlyCrawl(api_key="fly_live_YOUR_KEY")
res = app.scrape_url("https://news.ycombinator.com")
print(res["markdown"])