mxgmn/MarkovJunior

Health v2 · maintenance only

Adoption not part of the score

8167 stars · 349 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

MarkovJunior is a probabilistic programming language based on rewrite rules and constraint propagation, implemented in C#. It ships with an interpreter and 153 example models for generating dungeons, architecture, puzzles, and simulations.

Use cases

• generate procedural dungeons for games
• create voxel architecture procedurally
• generate mazes with a backtracking algorithm
• build puzzle generators like Sokoban
• run probabilistic simulations on grids
• learn pattern-rewriting and constraint-based generation

When to choose

• you need procedural content generation driven by rewrite rules
• you want constraint-guided random generation of grids or voxels
• you want a large set of working generative examples to learn from

When to avoid

• you need a production game engine or rendering pipeline
• you need general-purpose probabilistic programming with statistical inference
• you need a language with a stable spec and long-term tooling

Facets

library · maturity active

interpreter simulation graphics programming-language graphics cpp cross-platform procedural-generation markov-algorithms constraint-propagation voxel probabilistic-programming gamedev csharp game-development algorithms desktop

Member repositories

For agents

markdown · JSON · MCP: product_card(name="mxgmn/MarkovJunior")