# genpark-monte-carlo-tree-search-agent-planner-skill

> genpark-monte-carlo-tree-search-agent-planner-skill — alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill. Use this tool when you need to plan and make decisions in complex, uncertain environments, and solve problems that require balancing exploration and exploitation. The Monte Carlo Tree Search (MCTS) agent planner skill takes in a decision-making problem as input and outputs a planned sequence of actions, utilizing UCB1 node selection, rollout simulation, and backpropagation to optimize outcomes. Ideal for use cases involving sequential decision-making, game playing, and optimization under uncertainty.

Canonical page: https://skillsregistry.net/skills/alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill  
JSON: https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill

## Description

GenPark AI Agent Skill - Monte Carlo Tree Search (MCTS) reasoning tree planner with UCB1 node selection, rollout simulation, and backpropagation.

## Trust

- **Trust score (0–1):** 0.98
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/alphaparkinc/genpark-monte-carlo-tree-search-agent-planner-skill)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-monte-carlo-tree-search-agent-planner-skill/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt