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Machine Learning · head to head

ClearML vs Manus

ClearML logo

ClearML

Machine Learning

Open-source MLOps platform for experiment tracking and orchestration

From
Free
Free plan
Yes
Full reviewWebsite
Manus logo

Manus

AI

General-purpose AI agent executing multi-step tasks in a hosted environment

From
On request
Free plan
No
Full reviewWebsite

The short version

  • Only ClearML has a free tier, so it costs nothing to try first.
  • Each has a real cost: ClearML broad scope means more to learn and more to run than a focused tracking tool; Manus specific pricing and plan tiers not published on accessible pages; users must visit pricing page or contact sales
  • Prices and features above were last checked on 29 August 2026.

Where they differ

Only the attributes on which ClearML and Manus actually diverge.

Attributes where ClearML and Manus differ
AttributeClearMLManus
Starting priceFreeOn request
Pricing modelOpen-source self-hosted, with paid hosted and enterprise tierssubscription
Free tierYesNo
PlatformsLinux, macOS, Windows, Docker, KubernetesWeb, iOS, Android, Desktop, Slack integration
CategoryMachine LearningAI

Identical on both: user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in ClearML

  • Experiment tracking
  • Remote execution
  • Data versioning
  • Pipelines

Only in Manus

Nothing recorded that ClearML does not also cover.

What people use each for

The jobs each tool is most often brought in to do.

ClearML

  • Tracking experiments across a team so results are reproduciblenot Manus
  • Moving training from laptops to shared GPU hardware without repackagingnot Manus
  • Versioning datasets alongside the experiments that consumed themnot Manus

Manus

  • Autonomous research and report generationnot ClearML
  • Slide deck and presentation creation from requirementsnot ClearML
  • Website and graphic design automationnot ClearML
  • Game development and interactive content creationnot ClearML
  • Multi-step workflow automation via browser operatornot ClearML

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

ClearML

  • Broad scope means more to learn and more to run than a focused tracking tool
  • Self-hosting the server is real infrastructure — database, file storage and web server
  • Documentation quality is uneven across the newer parts of the platform
  • Smaller community than the most popular tracking tools, so fewer worked examples exist

Manus

  • Specific pricing and plan tiers not published on accessible pages; users must visit pricing page or contact sales
  • Organisational transition mid-2026; unclear how this affects feature stability or pricing continuity
  • No clear free tier mentioned; access requires subscription from apparent launch
  • Limited public documentation on capabilities and limitations

Pricing, plan by plan

ClearML

Free
  • Open sourceFree
    • Experiment tracking
    • Pipelines
    • Self-hosted server

Manus

On request

No published plan breakdown. See the Manus review.

Which should you pick?

Choose ClearML if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Linux, macOS, Windows, Docker, Kubernetes.
  • You also want remote execution.
ClearML review

Choose Manus if

  • You work on Web, iOS, Android, Desktop, Slack integration.
Manus review

Questions people ask

Is ClearML or Manus better?
Neither clearly leads. ClearML starts at Free and Manus at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, ClearML or Manus?
ClearML has a free tier; the other does not. Paid plans start at Free for ClearML and On request for Manus.
Does ClearML or Manus run on more platforms?
ClearML runs on Linux, macOS, Windows, Docker, Kubernetes. Manus runs on Web, iOS, Android, Desktop, Slack integration.
Can I use ClearML for free?
Yes. ClearML has a free tier, so you can try it without paying. Manus starts at On request.
What is ClearML best used for?
ClearML is most often used for tracking experiments across a team so results are reproducible, moving training from laptops to shared gpu hardware without repackaging, versioning datasets alongside the experiments that consumed them. Of those, tracking experiments across a team so results are reproducible and moving training from laptops to shared gpu hardware without repackaging are not what Manus is typically brought in for.
What can ClearML do that Manus cannot?
ClearML covers Experiment tracking, Remote execution, Data versioning, Pipelines.

Answered from the vendors’ own pages

ClearML: Is ClearML free?

The open-source version is free and self-hostable. Hosted and enterprise tiers are paid.

Manus: Where can I find Manus pricing information?

The Manus pricing page at manus.im/pricing mentions 'Manus Pricing Plans' with the tagline 'Less structure, more intelligence,' but specific pricing details and tier information are not published online. Contact Manus directly to discuss pricing options.

Source
ClearML: How much code does tracking require?

Very little — adding a couple of lines to an existing training script captures parameters, metrics and environment automatically.

Manus: Does Manus offer a team plan option?

Manus mentions a team plan option on its pricing page, but specific details about team size limits, per-seat costs, and features are not published. Interested customers should contact Manus sales to discuss team pricing.

Source
ClearML: Does ClearML replace MLflow?

It covers MLflow’s tracking and adds orchestration, remote execution and data versioning. Whether that breadth is an advantage or extra weight depends on whether you need the rest.

Manus: What features are available in Manus?

Manus offers AI design, slides, image generation, music generation, browser operator, and other creative automation features. Specific feature availability by pricing tier requires contacting Manus directly for custom pricing information.

Source
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