No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
torch-geometric has 1.9M monthly downloads and 24K GitHub stars. Version 2.8.0 supports Python 3.10+, first published in 2018.
It is actively maintained under a permissive license, last released in Jun 2026.
It is built on top of aiohttp, fsspec and jinja2. It is used by 401 tracked packages, including mattersim, sevenn and matgl.
GitHub topics include pytorch, geometric-deep-learning and graph-neural-networks.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
91
Adoption
60
Community
80
Provenance
0
How the maintenance status was determined
Last commit
18 days ago
Monthly downloads
1,925,213
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
1,925,213
Stars
23,877
Stars per 1k downloads
12.40
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
•
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
45,919
Month daily avg
64,174
Momentum
-28.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
•
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
31 days ago
Total releases
46
Releases/year
5.7
Rapid
Last release within 365 days and > 12 releases/year
•
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
554
Monthly downloads
1,925,213
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
91
Issue Burden
40.8
per 1k stars
Discussions
106.3
per 1k stars
Fork Ratio
13.8%
contrib / forks
Stale Release
No
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
23.8K
macOS
1.5K
Windows
1.3K
Python Versions
3.12
51.7%
13.1K
3.11
27.8%
7.0K
3.10
10.0%
2.5K
3.13
7.6%
1.9K
3.14
3.0%
748
Top Countries
1.
US
20.3K
US
2.
SG
1.3K
SG
3.
DE
932
DE
4.
CN
759
CN
5.
NL
533
NL
6.
GB
435
GB
7.
JP
411
JP
8.
HK
378
HK
9.
BE
308
BE
10.
IN
263
IN
Dependencies
9
53 optional dependencies
- accelerate[rag]
- ase[full]
- captum[full]
- datasets[rag]
- faiss-cpu[rag]
- graphviz[full]
- h5py[full]
- huggingface-hub[modelhub]
- ipython[dev]
- json-repair[rag]
- langgraph[rag]
- matplotlib[full]
- matplotlib[benchmark]
- matplotlib-inline[dev]
- networkx[benchmark]
- networkx[full]
- numba[full]
- onnx[test]
- onnxruntime[test]
- onnxscript[test]
- openai[rag]
- opt-einsum[full]
- pandas[benchmark]
- pandas[full]
- pandas[rag]
- pcst-fast[rag]
- peft[rag]
- pre-commit[dev]
- protobuf[graphgym]
- protobuf[benchmark]
- pynndescent[full]
- pytest[test]
- pytest-cov[test]
- pytorch-lightning[graphgym]
- pytorch-memlab[full]
- pyyaml[rag]
- rdflib[full]
- rdkit[full]
- scikit-image[full]
- scikit-learn[full]
- scipy[full]
- sentencepiece[rag]
- statsmodels[full]
- sympy[full]
- tabulate[full]
- torch-geometric[full]
- torch-geometric[dev]
- torchmetrics[full]
- torchmetrics[rag]
- transformers[rag]
- trimesh[full]
- wandb[benchmark]
- yacs[graphgym]
Used By
401
- mattersim
- sevenn
- matgl
- alphafold3-pytorch
- pinder
- chemeleon-dng
- compressai
- anemoi-models
- meshgpt-pytorch
- anemoi-graphs
- qcompile
- analysisg
- bioemu
- variantfold
- torch-geometric-temporal
- ontrac
- anemoi-training
- tailwater
- aiagents4pharma
- exprmat
- clari
- graph-datasets
- jaqpotpy
- torchmd-net
- gnn-vuln
- mfai
- deeplay
- kgate
- libauc
- pina-mathlab
- novae
- drevalpy
- hypertorch
- agedi
- graph-games-model-runner
- flexynesis
- torchgfn
- gridfm-graphkit
- alphafold3-pytorch-lightning-hydra
- gae-delta
- torch-points3d
- spamv
- calm-data-generator
- big-graph-dataset
- llmrouter-lib
- torch-geometric-signed-directed
- ecohydromodel
- pkasso
- graphium
- pragmatiq
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
MIT
First Release
May 25, 2018
Last Release
1 month ago
Last Commit
2 weeks ago
Latest Version
2.8.0
Total Releases
46
Contributors
554
Open PRs
319
Archived
No
Python Versions
3.10
3.11
3.12
3.13
3.14
Wheels
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh