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AIDE: an LLM agent for machine learning engineering

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

37views this month

1.5k stars227 forksLast push Sep 3, 2026 Python MIT

Decision brief

AIDE is an LLM agent for machine learning engineering, designed for automated machine learning, autonomous agents, and self-improving AI, referenced in OpenAI MLE-bench.

Good fit when

  • When you need an LLM agent that focuses on automated machine learning and autonomous agents, as AIDE is specifically designed for these purposes.
  • If your project requires integration with OpenAI services, as AIDE is referenced in OpenAI MLE-bench and can leverage OpenAI APIs.

Avoid when

  • If your project does not require integration with OpenAI services, as AIDE's functionality is partly tied to OpenAI APIs.
  • When you are looking for a tool that does not focus on autonomous agents or self-improving AI, as AIDE is specialized in these areas and may not be as versatile in other aspects of machine learning.
Requirements:
Min 4 GB RAM; Requires Docker; Requires Docker for deployment.; Needs an OpenAI API key for full functionality.

Observed Sep 18, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Active (14d since push)
As of Sep 18, 2026
Provenance
Not a fork · Organization account
As of Sep 18, 2026
Security (OSV)
3 low (3 low)
As of Sep 18, 2026

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

Install

pip install aideml
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

AIDE is an LLM agent for machine learning engineering, referenced in OpenAI MLE-bench, focusing on automated machine learning, autonomous agents, and self-improving AI.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Sep 18, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Sep 18, 2026

Languages
python

Source: github.language · Sep 18, 2026

Categories

Compatibility

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

Python runtimePython

Source: README excerpt (regex_v1, Sep 18, 2026)

cd aideml && pip install -e .
Source link

Tags

README

Docker Development install

For agents

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

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