code sandboxes 100% Deterministic Spec Audit

Bearly AI vs E2B

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

Bearly AI

Bearly Inc. (Trung Phan & Team)

E2B

E2B Labs Inc. (Vasek Mlejnsky & Martin Soucek)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Bearly AI E2B
Developer / Organization Bearly Inc. (Trung Phan & Team) E2B Labs Inc. (Vasek Mlejnsky & Martin Soucek)
Open-Source Engine ✕ Proprietary Cloud ✓ Open Source (Apache-2.0)
GitHub Stars (Repo/SDK) Proprietary / Closed Core ★ 14,548 GitHub Stars
Core Repository Language Cloud API Python
Supported SDK Clients
pythoncurl
pythontypescript
Self-Hosted Deployment Hosted Only ✓ Supported
Docker / Container Ready Managed ✓ Official Image
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

100 hours of sandbox microVM runtime / mo

Entry Paid Tier (Monthly) $20 USD / mo Free / Custom
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. Developer free tier provides $100 in trial compute credits. Standard compute is metered per second, starting at ~$0.05/hour per active vCPU with zero idle sandbox costs.
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. Built on AWS Firecracker (the microVM technology powering AWS Lambda); boots isolated Linux environments in under 150 milliseconds to safely execute untrusted AI-generated code.

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

E2B Evaluation

Key Advantages

  • ✓ Hardware-isolated microVMs powered by AWS Firecracker with sub-150ms cold start initialization
  • ✓ Custom sandbox templates allowing developers to pre-install specific system packages, Python wheels, and binaries
  • ✓ Official SDKs for Python and TypeScript with native stdout/stderr streaming and artifact file downloads

Limitations & Trade-Offs

  • ✕ Maximum continuous session execution duration capped at 24 hours per persistent sandbox instance
  • ✕ Requires configuring custom egress firewall rules if sandboxes need to access private local enterprise APIs

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."

E2B Documentation Proof

PRICING:

"Billed per second of actual sandbox compute from $0.05 per active vCPU hour."

FREE_TIER:

"Includes 100 hours of free sandbox runtime every month."

SELF_HOSTED:

"Core SDKs and template definitions open source on GitHub."

Frequently Asked Questions: Bearly AI vs E2B

Architectural trade-offs and decision criteria

Is Bearly AI or E2B cheaper for developers?

Bearly AI has a starting price of $20/mo (flat fee), while E2B starts at $0/mo (usage based). Bearly AI includes a free tier (100 free script executions / mo). E2B offers a free tier (100 hours of sandbox microVM runtime / mo).

Can I self-host Bearly AI and E2B in my own infrastructure?

Bearly AI is a cloud-managed service only. In comparison, E2B is available for self-hosting with Apache-2.0 licensing.

Do Bearly AI and E2B support the Model Context Protocol (MCP)?

Bearly AI does not currently list native MCP server compatibility. E2B fully supports Model Context Protocol integrations.

Which programming languages have official SDKs for Bearly AI vs E2B?

Bearly AI provides official SDKs in: python, curl. Meanwhile, E2B supports: python, typescript.