cross stack 100% Deterministic Spec Audit

Firecrawl vs Fly Machines

Comparing architecture, runtime limits, open-source licenses, and monthly costs for autonomous agent pipelines.

Fly Machines

Fly.io Inc. (Kurt Mackey & Team)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Firecrawl Fly Machines
Developer / Organization Mendable AI Fly.io Inc. (Kurt Mackey & Team)
Open-Source Engine ✓ Open Source (AGPL-3.0) ✓ Open Source (Apache-2.0)
GitHub Stars (Repo/SDK) ★ 195,258 GitHub Stars ★ 1,719 GitHub Stars
Core Repository Language TypeScript Go
Supported SDK Clients
pythontypescriptcurl
gocurlpython
Self-Hosted Deployment ✓ Supported Hosted Only
Docker / Container Ready ✓ Official Image ✓ Official Image
Model Context Protocol (MCP) ✓ Native MCP Standard REST/gRPC
Billing Architecture usage based usage based
Developer Free Tier
✓ Yes

500 scrape credits / mo

✓ Yes

3 shared-cpu-1x microVMs allowance

Entry Paid Tier (Monthly) $16 USD / mo $1.94 USD / mo
Pricing & Cost Architecture Monthly credit quota: Free tier provides 500 scrape credits/mo (1 page = 1 credit; 1 crawl = 1 credit per discovered page). Starter plan is $16/mo for 3,000 credits ($0.0053/page). Growth is $99/mo for 100,000 credits. Pay-as-you-go billed per second: shared CPU microVMs start at ~$0.0000022/second (~$1.94/month if running 24/7). Stopped machines pay only for attached NVMe disk storage ($0.15/GB/mo).
Key Engineering Insight Created after developers struggled with fragile Puppeteer scripts for RAG; its scraping cluster processes millions of web pages weekly with automated proxy rotation and stealth headers. Operates custom bare-metal servers across 35+ global edge datacenters, booting Linux kernels directly on KVM without container orchestration overhead.

Strengths & Trade-Offs

Objective engineering evaluation of both platforms

Firecrawl Evaluation

Key Advantages

  • ✓ Converts complex JavaScript-rendered SPAs and shadow DOM into clean, structured markdown optimized for LLM tokenization
  • ✓ Includes built-in automated anti-bot bypass, residential IP rotation, and captcha handling with no external proxy configuration
  • ✓ Official Model Context Protocol (MCP) server support and official SDKs for Python and TypeScript

Limitations & Trade-Offs

  • ✕ AGPL-3.0 copyleft license requires open-sourcing modifications when self-hosting in proprietary environments
  • ✕ Credit consumption scales rapidly on deep recursive crawls across multi-page domains

Fly Machines Evaluation

Key Advantages

  • ✓ Sub-300ms boot times for custom Docker images running in 35+ global edge data centers close to end users
  • ✓ Full persistent NVMe volume support with customizable memory/vCPU ratios per individual machine instance
  • ✓ Fast REST API allowing agents to dynamically spawn, pause, snapshot, and destroy microVMs programmatically

Limitations & Trade-Offs

  • ✕ Requires managing base Linux Docker images, security firewall configurations, and internal WireGuard routing
  • ✕ Lacks a specialized high-level code execution SDK out of the box (requires building custom API wrappers)

Source Quotes

Direct excerpts from official documentation backing our extracted specifications

Firecrawl Documentation Proof

PRICING:

"Starter plan starts at $16/mo for 3,000 credits with automatic anti-bot bypass."

FREE_TIER:

"Free tier provides 500 scraping credits per month."

SELF_HOSTED:

"Self-hosting instructions and Docker compose provided in the open source repo."

Fly Machines Documentation Proof

PRICING:

"Shared CPU instances start at $0.0000022/second (~$1.94/mo)."

FREE_TIER:

"Free resource allowances include up to 3 shared-cpu-1x microVMs."

SELF_HOSTED:

"Global microVM platform running on Fly.io bare metal hardware."

Frequently Asked Questions: Firecrawl vs Fly Machines

Architectural trade-offs and decision criteria

Is Firecrawl or Fly Machines cheaper for developers?

Firecrawl has a starting price of $16/mo (usage based), while Fly Machines starts at $1.94/mo (usage based). Firecrawl includes a free tier (500 scrape credits / mo). Fly Machines offers a free tier (3 shared-cpu-1x microVMs allowance).

Can I self-host Firecrawl and Fly Machines in my own infrastructure?

Firecrawl is self-hostable under the AGPL-3.0 license. In comparison, Fly Machines is proprietary cloud infrastructure.

Do Firecrawl and Fly Machines support the Model Context Protocol (MCP)?

Firecrawl has native support for MCP servers. Fly Machines does not advertise built-in MCP protocol bindings.

Which programming languages have official SDKs for Firecrawl vs Fly Machines?

Firecrawl provides official SDKs in: python, typescript, curl. Meanwhile, Fly Machines supports: go, curl, python.