code sandboxes 100% Deterministic Spec Audit

Bearly AI vs Fly Machines

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

Bearly AI

Bearly Inc. (Trung Phan & Team)

Fly Machines

Fly.io Inc. (Kurt Mackey & Team)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Bearly AI Fly Machines
Developer / Organization Bearly Inc. (Trung Phan & Team) Fly.io Inc. (Kurt Mackey & Team)
Open-Source Engine ✕ Proprietary Cloud ✓ Open Source (Apache-2.0)
GitHub Stars (Repo/SDK) Proprietary / Closed Core ★ 1,719 GitHub Stars
Core Repository Language Cloud API Go
Supported SDK Clients
pythoncurl
gocurlpython
Self-Hosted Deployment Hosted Only Hosted Only
Docker / Container Ready Managed ✓ Official Image
Model Context Protocol (MCP) Standard REST/gRPC Standard REST/gRPC
Billing Architecture flat fee usage based
Developer Free Tier
✓ Yes

100 free script executions / mo

✓ Yes

3 shared-cpu-1x microVMs allowance

Entry Paid Tier (Monthly) $20 USD / mo $1.94 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. 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 by tech analyst and creator Trung Phan; engineered specifically to power research, financial data analysis, and document parsing agents without infrastructure setup. 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

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

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

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."

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: Bearly AI vs Fly Machines

Architectural trade-offs and decision criteria

Is Bearly AI or Fly Machines cheaper for developers?

Bearly AI has a starting price of $20/mo (flat fee), while Fly Machines starts at $1.94/mo (usage based). Bearly AI includes a free tier (100 free script executions / mo). Fly Machines offers a free tier (3 shared-cpu-1x microVMs allowance).

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

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

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

Bearly AI does not currently list native MCP server compatibility. Fly Machines does not advertise built-in MCP protocol bindings.

Which programming languages have official SDKs for Bearly AI vs Fly Machines?

Bearly AI provides official SDKs in: python, curl. Meanwhile, Fly Machines supports: go, curl, python.