How PyMC3 is used
PyMC3 is a dependency in 0 of the 6,208 public GitHub projects set up for AI coding agents that we scanned, too few to describe it from them alone. Our scan also samples projects by dependency (Solana 2,661, Ethereum and EVM 1,496, 3D and games 2,818, agent frameworks and SDKs 10,983); counting those, it appears in 24 projects, and what it is used with below comes from all of them. Projects that use it most often also use attrs (100.0%), Babel (Python) (100.0%), Bleach (100.0%).
PyMC3 popularity over time
Gid Score 40: downloads 32, use in agent projects 30, GitHub stars 50, downloads trend 58 (each 0-100). How it is calculated.
Often used with PyMC3
| attrs | 100.0% of PyMC3 projects · 144.4× more than average |
|---|---|
| Babel (Python) | 100.0% of PyMC3 projects · 443.4× more than average |
| Bleach | 100.0% of PyMC3 projects · 443.4× more than average |
| Bokeh | 100.0% of PyMC3 projects · 2069.3× more than average |
| CFFI | 100.0% of PyMC3 projects · 155.2× more than average |
| chardet (Python) | 100.0% of PyMC3 projects · 248.3× more than average |
| Click | 100.0% of PyMC3 projects · 40.1× more than average |
From all 24 projects in our scan that use PyMC3, including the dependency samples.
How PyMC3 is funded
Open Collective: PyMC
| Received, last 12 months | $10,486 Oct 2025 – Sep 2026 |
|---|---|
| Estimated annual budget | $10,486 Open Collective's estimate |
| Balance | $13,920 |
| Raised since the start | $48,978 · $35,058 paid out |
| Typical month median, last 12 months | $0 · $6 over 24 months |
| Last 12 months vs the 12 before | +672% |
| Contributors, last 12 months | 2 |
Top company backers all time
| NumFOCUS | $15,106 since Dec 2025 |
|---|
Oct 2021Sep 2026
Money by month, last five years. First money received in Jun 2021. The typical month is the median: one big one-off donation does not move it.
Open Collective lists pymc-devs/pymc3 as this collective's repository.
USD after payment processor fees, as Open Collective reports it; fiscal host NumFOCUS. Source
Install
| Package | pip install pymc3 |
|---|---|
| Main stacks | Python (24) |
| Example projects | BlackArbsCEO/Adv_Fin_ML_Exercises, moizsaifee/kaggle-jigsaw-multilingual-toxic-comment-classification-3rd-place-solution, tomerwolgithub/question-decomposition-to-sql, m-abbas-ansari/SuperResolution-DEMs |
Alternatives to PyMC3
In our scan, none of the most used tools in ML and data science does the same job as PyMC3: they are add-ons, companions or tools for a different task.
More in ML and data science: NumPy pandas scikit-learn SciPy PyTorch Sentence Transformers Hugging Face Transformers NetworkX