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guildai

guildai/guildai

Experiment tracking, ML developer tools

GraphCanon updated Sep 27, 2026 · GitHub synced Sep 27, 2026

67views this month

907 stars93 forksLast push Apr 29, 2025 Python Apache-2.0

Decision brief

Guild AI is geared towards Python developers who need to manage various types of experiments and utilize optimization methods like grid search, random search, and Bayesian optimization.

Good fit when

  • You require automation for running multiple experiment configurations to compare different models effectively.
  • Your workflow involves archiving experiment runs on cloud storage systems like S3, simplifying version control and data management.

Avoid when

  • If your project exclusively uses languages other than Python for machine learning tasks, Guild AI's capabilities may not be fully leveraged due to language-specific functionalities.
  • Your model development does not require intricate optimization methods or trial automation provided by this toolkit.

Observed Jul 17, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Dormant (515d since push)
As of Sep 27, 2026
Provenance
Not a fork · Organization account
As of Sep 27, 2026
Security (OSV)
138 low (138 low)
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install guildai
PyPI

Similar tools

Same-category neighbours. No typed graph edges are catalogued for this tool yet.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Guild AI is an open-source toolkit that automates and optimizes machine learning experiments by capturing results, supporting various optimization strategies, enabling remote execution on cloud accelerators, and facilitating archival to S3 or other storage solutions.

Capability facts

Languages
python

Source: github.language+pyproject.toml · Sep 27, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Sep 27, 2026)

- **[Latest Release on PyPI](https://pypi.python.org/pypi/guildai)**
Source link

Tags

README

Guild AI This is the source repository for Guild AI. Guild AI is an open source toolkit that automates and optimizes machine learning experiments. Run unmodified training scripts, capturing each run result as a unique experiment Automate trials using grid search, random search, a...

For agents

This page has a .md twin and JSON over the API.

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