cross stack 100% Deterministic Spec Audit

Bearly AI vs Scrapfly

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

Bearly AI

Bearly Inc. (Trung Phan & Team)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Bearly AI Scrapfly
Developer / Organization Bearly Inc. (Trung Phan & Team) Scrapfly SAS
Open-Source Engine ✕ Proprietary Cloud ✕ Proprietary Cloud
GitHub Stars (Repo/SDK) Proprietary / Closed Core Proprietary / Closed Core
Core Repository Language Cloud API Cloud API
Supported SDK Clients
pythoncurl
pythontypescriptgocurl
Self-Hosted Deployment Hosted Only Hosted Only
Docker / Container Ready Managed Managed
Model Context Protocol (MCP) Standard REST/gRPC ✓ Native MCP
Billing Architecture flat fee usage based
Developer Free Tier
✓ Yes

100 free script executions / mo

✓ Yes

1,000 free API credits

Entry Paid Tier (Monthly) $20 USD / mo $30 USD / mo
Pricing & Cost Architecture Free tier provides 100 script executions per month. Premium subscription is $20/mo for unlimited standard script evaluations and enhanced compute capacity. Free trial provides 1,000 initial API credits. Discovery plan starts at $30/mo for 200,000 API credits (basic request = 1 credit; JS rendering + residential proxy = 5-25 credits).
Key Engineering Insight Created by tech analyst and creator Trung Phan; engineered specifically to power research, financial data analysis, and document parsing agents without infrastructure setup. Uses custom-patched Chromium instances to mimic real residential JA3/TLS browser fingerprints, bypassing Cloudflare Turnstile and DataDome automatically.

Strengths & Trade-Offs

Objective engineering evaluation of both platforms

Bearly AI Evaluation

Key Advantages

  • ✓ High-level simplified API designed specifically for agentic Python evaluation and document summarization
  • ✓ Zero infrastructure management: send Python code strings and receive structured execution outputs
  • ✓ Pre-installed scientific computing packages (pandas, numpy, matplotlib, sympy) ready out of the box

Limitations & Trade-Offs

  • ✕ Limited to standard script evaluations; cannot run custom long-running background daemons or multi-port services
  • ✕ Proprietary SaaS with flat monthly pricing rather than granular compute-second metering

Scrapfly Evaluation

Key Advantages

  • ✓ Advanced Anti-Scraping Protection (ASP) with automated residential proxy rotation and CAPTCHA solving
  • ✓ Direct markdown format extraction parameter (&format=markdown) built specifically for LLM ingestion
  • ✓ Full JavaScript rendering engine supporting custom pre-scrape evaluate scripts and scroll triggers

Limitations & Trade-Offs

  • ✕ Advanced proxy and headless browser features consume between 5 and 25 API credits per request
  • ✕ Strictly cloud-hosted API; no on-premise Docker deployment option

Source Quotes

Direct excerpts from official documentation backing our extracted specifications

Bearly AI Documentation Proof

PRICING:

"Premium subscription starts at $20/month."

FREE_TIER:

"Free tier includes 100 monthly executions."

SELF_HOSTED:

"Cloud-based hosted API execution engine."

Scrapfly Documentation Proof

PRICING:

"Discovery plan starts at $30/mo with 200,000 API credits and unlimited concurrency."

FREE_TIER:

"Free trial includes 1,000 credits to test all features and proxy networks."

SELF_HOSTED:

"Fully managed cloud infrastructure; integrations available via SDKs and REST."

Frequently Asked Questions: Bearly AI vs Scrapfly

Architectural trade-offs and decision criteria

Is Bearly AI or Scrapfly cheaper for developers?

Bearly AI has a starting price of $20/mo (flat fee), while Scrapfly starts at $30/mo (usage based). Bearly AI includes a free tier (100 free script executions / mo). Scrapfly offers a free tier (1,000 free API credits).

Can I self-host Bearly AI and Scrapfly in my own infrastructure?

Bearly AI is a cloud-managed service only. In comparison, Scrapfly is proprietary cloud infrastructure.

Do Bearly AI and Scrapfly support the Model Context Protocol (MCP)?

Bearly AI does not currently list native MCP server compatibility. Scrapfly fully supports Model Context Protocol integrations.

Which programming languages have official SDKs for Bearly AI vs Scrapfly?

Bearly AI provides official SDKs in: python, curl. Meanwhile, Scrapfly supports: python, typescript, go, curl.