danielegrattarola /spektral
Graph Neural Networks with Keras and Tensorflow 2.
- Stars
- 2,400 stars
- Forks
- 346 forks
- Language
- Python
- License
- MIT
- Created
- Jan 17, 2019
- Last push
- Jan 21, 2024
- Updated
- Nov 1, 2026
Why these Tags: an agent read the README and quoted it
- Deep learning framework from the readme:
The main goal of this project is to provide a simple but flexible framework for creating graph neural networks (GNNs).
An agent gave these Tags from the fixed Tag list in the AwesomeRepos source code. A code check kept each Tag only when its quote is in the text. A wrong Tag? Report an errorwith the form at the end of this page.
In the Repository Index since Oct 22, 2026, from the starting dataset of the index.
Star History
193 days recorded, Apr 25, 2026 – Nov 3, 2026 (UTC). Net change +12 stars.
The star count of each day is the latest count minus the net stars of the later days.
Add this Star History to a README
The images follow the light or dark theme of the page that shows them, and update every hour. Add ?theme=light or ?theme=darkto the chart address to keep one theme.
Star History chart
[](https://awesomerepos.com/danielegrattarola/spektral)Badge
[](https://awesomerepos.com/danielegrattarola/spektral)Timeline
It gained stars on 12 of the 193 days recorded since Apr 25, 2026.
Its largest 7 days were Oct 26, 2026 to Nov 1, 2026: 3 stars.
In the 30 days to Nov 3, 2026 it got 5 stars, 150% more than in the 30 days before.
It had 2,388 stars before Apr 25, 2026 and has 2,400 stars now: 2,600 fewer than 5,000.
- Created on the Repository Host
- Release v1.0
- Release v1.1
- Release v1.2
- Release v1.3
- Latest push
- Largest star day recorded: +1 stars
- +1 stars in one day
- +1 stars in one day
- Entered the Repository Index from the Seed Dataset
The timeline comes from the creation date and the releases on the Repository Host, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day. The list shows up to 5 stable releases from the latest 10 releases recorded. When none of them is stable, one item counts the pre-releases. On the chart of net stars each day, a solid line marks each recorded release.
Forks and pushes
From 14 Observations, Oct 22, 2026 – Nov 4, 2026. Forks +1. AwesomeRepos saw a new push on 0 of 13 days.
- Oct 23, 2026: no new push
- Oct 24, 2026: no new push
- Oct 25, 2026: no new push
- Oct 26, 2026: no new push
- Oct 27, 2026: no new push
- Oct 28, 2026: no new push
- Oct 29, 2026: no new push
- Oct 30, 2026: no new push
- Oct 31, 2026: no new push
- Nov 1, 2026: no new push
- Nov 2, 2026: no new push
- Nov 3, 2026: no new push
- Nov 4, 2026: no new push
A filled day: the last push time changed since the Observation before it.
Health facts
Measured facts in four separate dimensions, each with a date and a source. AwesomeRepos does not add them into one score. AwesomeRepos reads the weekly commits, the changelog, and the community files each week for the 5,000 visible repositories with the most stars and for each rising repository. How AwesomeRepos defines each check
Maintenance
1 of 4 checks (2 without data)Yes: Not archived
GitHub does not mark the repository as archived. Source
No: A push in the last 90 days
Last push on 2024-01-21, 1018 days ago. Source
No data: Commits in the last 13 weeks
No data: AwesomeRepos has not read the weekly commits.
No data: Commits in 26 or more of the last 52 weeks
No data: AwesomeRepos has not read the weekly commits.
Releases
0 of 3 checks (1 without data)No: A release in the last 365 days
Newest release v1.3 on 2023-06-01, 1251 days ago. 0 releases in the last 365 days. Source
No: The newest release tag is a semantic version
The newest release tag is v1.3. Source
No data: A changelog file at the root
No data: AwesomeRepos has not scanned this repository.
Security practice
0 of 1 check (1 without data)No data: A security policy
No data: AwesomeRepos has not scanned this repository.
AwesomeRepos has not asked OpenSSF Scorecard about this repository.
Community files
1 of 3 checks (2 without data)Yes: A licence
GitHub finds the licence MIT. Source
No data: A contributing guide
No data: AwesomeRepos has not scanned this repository.
No data: A code of conduct
No data: AwesomeRepos has not scanned this repository.
Dependencies in the index
This section shows the packages that connect this repository to other repositories in the index.
The GitHub dependency graph of this repository names 14 direct packages (scanned on Nov 4, 2026). Packages from 9 other repositories in the index are among them.
1 scanned repository names a package from this repository.
Uses (in the index) · 9
PyPI: scikit-learn
- psf/requests55K
PyPI: requests
PyPI: pandas
- numpy/numpy33K
PyPI: numpy
- tqdm/tqdm31K
PyPI: tqdm
PyPI: networkx
- scipy/scipy15K
PyPI: scipy
- joblib/joblib4.4K
PyPI: joblib
- lxml/lxml3.1K
PyPI: lxml
Used by (in the index) · 1
PyPI: spektral
Sources: the GitHub dependency graph of each repository, and deps.dev for the source repository of each package (checked on Nov 3, 2026). A dependency graph also names development packages. deps.dev takes most source repositories from package metadata. How the dependency graph is made
Observations
Latest Observation, Nov 4, 2026: 2,400 stars, 346 forks, last push Jan 21, 2024, not archived. One of 14 Observations since Oct 22, 2026.