How does FlyCrawl empower Machine Learning (ML) and AI training workflows?

FlyCrawl provides high-throughput web scraping to construct noise-free, deduplicated, and token-optimized pretraining and fine-tuning datasets for Machine Learning (ML), open-weight LLMs, and domain-specific AI models.

Can FlyCrawl automate RAG pipelines and vector embeddings generation?

Yes! FlyCrawl automatically scrapes live web content, cleans HTML to Fit-Markdown, chunks text semantically, and generates native 1536-dimensional and 3072-dimensional vector embeddings ready for direct upsert into Pinecone, Qdrant, ChromaDB, and Milvus without requiring external API keys.

What makes FlyCrawl the ideal Web Scraping SaaS for modern developers?

FlyCrawl is a cloud-native scraping platform delivering 342ms static median latency, worker process recycling with bounded memory, resilient proxy handling, flexible developer billing, and native Model Context Protocol (MCP) server support.

What payment methods does FlyCrawl support?

FlyCrawl supports flexible developer billing including multi-currency digital assets (USDT, TON, TRX, BTC, ETH) and enterprise invoices, featuring automated instant credit top-ups without unnecessary verification hurdles.

Why is FlyCrawl a compelling alternative to Firecrawl?

FlyCrawl is engineered with a compiled Go and .NET core delivering fast extraction (342ms static p50), compatible API endpoints (/v1/scrape, /v1/crawl), native 1536/3072-dim embeddings, and transparent pay-as-you-go pricing without lock-in.

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

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

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All Systems Operational

PostgreSQL (81 ms latency) • 0 active jobs • 0 completed today

Last Checked: 2026-11-12 00:24:24 UTC

v@Model.ApiVersion • JSON Health API ↗

Infrastructure Component Breakdown

REST API Endpoints (/v1/scrape, /v1/crawl, /v1/map)

Global edge ingress & routing

Operational

Worker Engine & Process Isolator

Go & .NET 10 process pooling cluster

Operational

Model Context Protocol (MCP Server)

Cursor IDE & Claude Desktop protocol gateway (/api/v1/mcp)

Operational

Residential Proxy & Stealth Mesh

Multi-country egress proxy rotation

Operational

Billing & Digital Asset Top-Up Gateways

USDT (TRC20/TON), TON native, card invoices

Operational

Incident History (Past 90 Days)

February 2026 — No Incidents Reported

All systems functioned within standard operating latencies.

January 2026 — Scheduled Maintenance (Resolved)

Worker pool fleet rollout completed with zero dropped requests.

December 2025 — No Incidents Reported

Standard operational availability.

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If you encounter elevated latencies or unexpected errors, please notify our operations desk.

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All Systems Operational

Infrastructure Component Breakdown

Incident History (Past 90 Days)

FlyCrawl Browser Extension

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