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ado

ado is a free, open-source Python platform for planning computational experiment campaigns and running them at scale.

Place
#23 of 23
Score
4.9
ado's website

What ado is

ado is a free, open-source Python platform for planning computational experiment campaigns and running them at scale. Its workflow covers selecting experiments, defining parameter spaces, configuring a strategy, executing runs, and analysing results. Researchers and engineers on distributed teams can collaborate, share data, and reuse measurements through memoization in the sample store. A plugin model lets Python functions extend experiments and operators. The platform documents validated schemas, dry runs, structured results, and provenance records containing resource relationships and plugin versions. Remote execution is described for Ray clusters, with Kubernetes or OpenShift deployment and a distributed MySQL backend setup. Example applications include fine-tuning and inference performance benchmarking and predictive performance model creation. Bundled agent skills can help AI coding assistants formulate campaigns, run experiments, query data, and analyse results. The project welcomes contributions through its GitHub issue tracker.

Good

  • Free and open source
  • Structured campaign workflow
  • Python plugin extensibility
  • Memoized measurement results
  • Ray, Kubernetes, and OpenShift documentation

Watch out

  • API and self-hosted platforms only
  • Requires Python-based experimentation
  • Distributed MySQL setup is documented separately

Who it suits

ado is aimed at researchers and benchmarkers exploring parameter spaces and analysing experiment results. It also fits distributed teams that need shared campaign data.

Verdict

ado provides a structured foundation for repeatable, collaborative computational experiments. Its self-hosted, Python-oriented approach suits research teams comfortable managing technical infrastructure.

The facts

Each one read from ado's own pages, with the date it was checked.

What it does

Agent workflows
Bundled agent skills can help AI coding assistants formulate research campaigns, run experiments, query data, and analyse results.checked 4 Oct 2026
Data backend
The backend guide covers a distributed MySQL setup and onboarding projects to it.checked 4 Oct 2026
Examples
Listed use cases include fine-tuning and inference performance benchmarking and predictive performance model creation.checked 4 Oct 2026
Extensibility
Experiments and operators can be extended through a plugin model using Python functions.checked 4 Oct 2026
Integrations
The documentation describes remote execution on Ray clusters and backend deployment with Kubernetes or OpenShift.checked 4 Oct 2026
Intended users
The user guide is aimed at researchers and benchmarkers who want to run experiments, explore parameter spaces, and analyse results.checked 4 Oct 2026
Purpose
ado is a Python platform for designing computational experiment campaigns and executing them at scale.checked 4 Oct 2026
Research workflow
Its documented workflow covers choosing experiments, defining a parameter space, configuring a strategy, executing experiments, and analysing results.checked 4 Oct 2026
Result storage
The sample store saves measurement results and can reuse existing results through memoization.checked 4 Oct 2026
Support and contributions
The project welcomes contributions and directs users to its GitHub issue tracker for feature proposals and bug tracking.checked 4 Oct 2026
Validation and provenance
The documentation says ado supports validated schemas, dry runs, structured results, and provenance that records resource relationships and plugin versions.checked 4 Oct 2026

The company

Team collaboration
ado enables distributed teams of researchers and engineers to collaborate, run experiments, and share data.checked 4 Oct 2026

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