Library
PyMC agent skills for Claude Code, Codex and other agents.
- skills
- 15
PyMC skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. | spacering-net/ | 3.8k | 3 repos | ~5k | Automated safety check: Pass | MIT | today |
| 2 | Opinionated Bayesian modeling workflow with PyMC and ArviZ. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. | brycewang-stanford/ | 4.5k | — | ~3.5k | Automated safety check: Pass | MIT | 2 days ago |
| 3 | Performs placebo-in-time sensitivity analysis with hierarchical null model and optional Bayesian assurance. | pymc-labs/ | 1.2k | 1 repo | ~442 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 4 | Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics. | davila7/ | 32k | 12 repos | ~3.9k | Automated safety check: Pass | MIT | today |
| 5 | Explore unfamiliar APIs, libraries, or implementation behavior with minimal reproducible examples and documented findings. | pymc-labs/ | 1.2k | — | ~442 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 6 | Fit, summarize, plot, and interpret a chosen CausalPy experiment. | pymc-labs/ | 1.2k | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 7 | 7.Pymc Builds and checks Bayesian models with PyMC, including hierarchical models, NUTS MCMC, variational inference, mutable-data predictions, posterior predictive checks, diagnostics, and PSIS-LOO model… | K-Dense-AI/ | 48k | 1 repo | ~2.7k | Automated safety check: Notes | Apache-2.0 | 2 days ago |
| 8 | 8.Pathmc Bayesian path analysis (observed-variable SEM) in PyMC. An agent skill from pymc-labs/pathmc. | pymc-labs/ | 132 | — | ~4k | Automated safety check: Pass | MIT | 5 days ago |
| 9 | Bring a pull request to green by syncing with main, resolving conflicts safely, and fixing failing checks with CausalPy conventions. | pymc-labs/ | 1.2k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 10 | This skill covers Bayesian estimation and inference in quantitative social science. | brycewang-stanford/ | 4.5k | — | ~3.4k | Automated safety check: Pass | Unknown | 2 days ago |
| 11 | Production-grade Bayesian causal inference with PyMC, CausalPy, and DoWhy. | brycewang-stanford/ | 4.5k | — | ~2k | Automated safety check: Pass | MIT | 2 days ago |
| 12 | Domain-validated guidance for building hierarchical Bayesian cognitive models with Stan/PyMC: prior specification, model structure, MCMC diagnostics, and posterior predictive checks | NeuroAIHub/ | 1k | — | ~5.6k | Automated safety check: Pass | AGPL-3.0 | 5 days ago |
| 13 | Guided statistical analysis: test choice, assumption checks, effect sizes, power, APA reporting. | jaechang-hits/ | 370 | 1 repo | ~4.8k | Automated safety check: Pass | CC-BY-4.0 | 8 days ago |
| 14 | Bayesian modeling with PyMC 5: priors, likelihood, NUTS/ADVI sampling, diagnostics (R-hat, ESS), LOO/WAIC comparison, prediction. | jaechang-hits/ | 370 | 1 repo | ~5.7k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 15 | Time-to-event modeling with scikit-survival: Cox PH (elastic net), Random Survival Forests, Boosting, SVMs for censored data. | jaechang-hits/ | 370 | 1 repo | ~6.9k | Automated safety check: Pass | GPL-3.0 | 8 days ago |
Questions, answered from the data.
What is the best PyMC skill?
Statistical Analysis from spacering-net/codeg ranks first of the 15 PyMC skills listed here, with the highest score: its repository has 3.8k GitHub stars, 3 other GitHub owners carry a copy, its SKILL.md loads about 5k tokens and it passes the automated safety check with no findings. Next come Bayesian Workflow and Running Placebo Analysis.
Is there an official PyMC skill?
None yet. All 15 PyMC skills listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.