GraphCanon updated 2w · GitHub synced 2w
Decision brief
AIDE is an autonomous machine learning engineering agent designed to automate AI research and development tasks, enhancing code optimization through intelligent automation.
Good fit when
- When you need sophisticated automation in the R&D phase of your AI projects, leveraging AI-driven exploration to refine code effectively.
- For teams interested in self-improving algorithms that can evolve with continuous learning, AIDE offers an autonomous approach to ML tasks.
Avoid when
- If you seek a tool that is extensively documented or has community support, as the repository might lack detailed instructions and user forums.
- For projects that require manual oversight at every stage of R&D; AIDE's strength lies in automating these processes, which may reduce human intervention more than desired.
- Pricing:
- freemium - The tool is available for free under the MIT license. However, external services like the OpenAI API might incur costs based on their usage policies.
- Requirements:
- Min 4 GB RAM; Requires Docker; OpenAI API key is necessary for operation.; The tool supports setup through Docker or direct installation using pip for development use.
Observed Jul 17, 2026 · Source: enrich:decision_facts
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Maintenance and security
Full trust report- Maintenance
- Active (18d since push)
- As of 2w
- Provenance
- Not a fork · Organization account
- As of 2w
- Security (OSV)
- 1 low (1 low)
- As of 1mo
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install aidemlSimilar 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 autonomous machine learning engineering agent that automates AI R&D and optimizes code.
Capability facts
- Deploy
- Self-host
Source: dockerfile:Dockerfile · Aug 3, 2026
- Docker
- Dockerfile present
Source: dockerfile:Dockerfile · Aug 3, 2026
- Languages
- python
Source: github.language · Aug 3, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Aug 3, 2026)
cd aideml && pip install -e .Source link
Tags
README
Docker
docker build -t aide .
docker run -it --rm \
-v "${LOGS_DIR:-$(pwd)/logs}:/app/logs" \
-v "${WORKSPACE_BASE:-$(pwd)/workspaces}:/app/workspaces" \
-v "$(pwd)/aide/example_tasks:/app/data" \
-e OPENAI_API_KEY="your-actual-api-key" \
aide data_dir=/app/data/house_prices goal="Predict price" eval="RMSE"
Development install
git clone https://github.com/WecoAI/aideml.git
cd aideml && pip install -e .
For agents
This page has a .md twin and JSON over the API.