mdp-designer
CommunityTune MDP terms for better RL learning.
Authoryihangchen1205
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Designing and editing MDP terms (observations, rewards, terminations, goals/commands, and randomization) and wiring them into configs and logging to improve an RL environment's learning signal.
Core Features & Use Cases
- Identifies the term boundaries in an RL env and maps changes to the corresponding module (observations, rewards, terminations, goals, randomization).
- Provides a minimal, config-driven approach that preserves backwards compatibility while enabling targeted tweaks and clear logging.
- Supports a sanity-check plan (smoke run, unit checks) to validate that changes produce stable learning signals.
Quick Start
Run a smoke test by adjusting the MDP term boundary (e.g., observations or rewards) in your env and executing a short rollout to verify behavior.
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: mdp-designer Download link: https://github.com/yihangchen1205/mdp-designer-skill/archive/main.zip#mdp-designer Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.