model-diagnostics
CommunityStreamline Bayesian diagnostics and convergence.
Authorchoxos
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill provides structured guidance for assessing and diagnosing convergence and fit in Bayesian models, enabling reliable interpretation of MCMC results.
Core Features & Use Cases
- Diagnoses convergence issues using standard metrics (Rhat, ESS, divergences) and identifies potential problems in Stan, JAGS, or PyMC fits.
- Provides practical workflows for model checking, posterior predictive checks, and efficient troubleshooting across common Bayesian pipelines.
- Includes examples and best practices for reporting diagnostics in research and production settings.
Quick Start
Run diagnostics on an active Bayesian model fit to generate convergence metrics and PPC plots.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: model-diagnostics Download link: https://github.com/choxos/BiostatAgent/archive/main.zip#model-diagnostics Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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