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Head-to-head · Network Simulation Software

Cisco Modeling Labs vs EVE-NG

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Higher score Cisco Modeling Labs #2 in Network Simulation Software 9.2/10 Free plan Free plan✓ 1 of 3 features Visit Cisco CML
EVE-NG #3 in Network Simulation Software 9.0/10 Free plan Free plan✓ 3 of 3 features Visit EVE-NG

Cisco Modeling Labs leads on 0 checks, EVE-NG on 1, and 3 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreCisco Modeling Labs · 9.2/10
  • Free planboth
  • Most featuresEVE-NG · 3 of 3

Cisco Modeling Labs scores higher on our rubric for network simulation software: 9.2 against 9.0 out of 10; our editors rank them #2 and #3.

EVE-NG offers hardware-in-the-loop; Cisco Modeling Labs doesn't.

Cisco Modeling Labs is the better fit for teams needing Cisco-focused lab automation. EVE-NG is the better fit for large multivendor browser-based labs.

  • Cisco Modeling Labs fits best

    Teams needing Cisco-focused lab automation

  • EVE-NG fits best

    Large multivendor browser-based labs

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Cisco Modeling Labs 9.2/10 Visit ↗ EVE-NG 9.0/10 Visit ↗
At a glance
Editor score 9.2 9.0
Ranking #2 in Network Simulation Software #3 in Network Simulation Software
Best for Teams needing Cisco-focused lab automation Large multivendor browser-based labs
Pricing model Free plan + paid Free plan + paid
Starting price — €150/yr
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web, Linux, Windows, macOS Web, Windows, macOS, Linux
Support Community, Docs Live chat, Community, Docs
Built for Solo, Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features Cisco Modeling Labs 1/3 · EVE-NG 3/3
Real-time emulation Not checked yet ✓ (best)
Hardware-in-the-loop — ✓ (best)
Automation API ✓ ✓
Specs
Simulation model Not checked yet Emulation
Deployment options Server Server
Documented node limit Not checked yet 1024 nodes
Our review
Pros
  • Cisco and third-party images with browser-based lab management
  • REST APIs, Python automation, and integrations with pyATS, Ansible, and Terraform
  • Clustering, external connectivity, Wireshark streaming, Docker, and KVM support
  • Supports up to 1,024 nodes per lab on paid plans
  • Combines Docker, Wireshark, clustering and link-quality controls
  • Provides multiuser labs, configuration import/export and a REST-style JSON API
Cons
  • Personal and Personal Plus are single-user plans with fixed node capacity
  • CML Cloud Phase 1 is an invite-only proof of concept
  • It does not emulate physical hardware or act as a discrete-event simulator
  • The Freemium edition is limited to 7 nodes per EVE instance
  • Freemium accounts are admin-only
  • Base pricing starts at €150 per year, billed annually
Our verdict

Cisco Modeling Labs is a network simulation platform for network engineers, students, educators, and enterprise teams. It provides an HTML5 interface for creating and managing virtual labs with Cisco and third-party virtual machine images.…

Read the review →

EVE-NG is a clientless network emulation platform for network, security and DevOps professionals. Enterprises, training providers, individuals and collaborators can use it to build virtual proof-of-concept, testing and training…

Read the review →
  1. Cisco Modeling LabsNetwork Simulation Software 9.2Free plan
  2. EVE-NGNetwork Simulation Software 9.0Free plan

Strengths and trade-offs

  • Cisco Modeling Labs — where it wins

    • Cisco and third-party images with browser-based lab management
    • REST APIs, Python automation, and integrations with pyATS, Ansible, and Terraform
    • Clustering, external connectivity, Wireshark streaming, Docker, and KVM support

    Where it doesn't

    • Personal and Personal Plus are single-user plans with fixed node capacity
    • CML Cloud Phase 1 is an invite-only proof of concept
    • It does not emulate physical hardware or act as a discrete-event simulator
  • EVE-NG — where it wins

    • Supports up to 1,024 nodes per lab on paid plans
    • Combines Docker, Wireshark, clustering and link-quality controls
    • Provides multiuser labs, configuration import/export and a REST-style JSON API

    Where it doesn't

    • The Freemium edition is limited to 7 nodes per EVE instance
    • Freemium accounts are admin-only
    • Base pricing starts at €150 per year, billed annually

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update