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

> genpark-monte-carlo-tree-search-agent-planner-skill — alpha-park-genpark-monte-carlo-tree-search-agent-planner-skill. Use this tool when you need to plan and make decisions in complex, uncertain environments, and want to leverage Monte Carlo Tree Search (MCTS) to find optimal solutions. It solves problems by simulating outcomes, selecting nodes using UCB1, and backpropagating results to inform decision-making. Ideal for use cases requiring probabilistic planning and decision-making under uncertainty, with inputs including problem definitions and outputs being optimal action plans.

Canonical page: https://skillsregistry.net/skills/alpha-park-genpark-monte-carlo-tree-search-agent-planner-skill  
JSON: https://api.skillsregistry.net/v1/skills/alpha-park-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/Alpha-Park/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": "alpha-park-genpark-monte-carlo-tree-search-agent-planner-skill"
    }
  }
}
```

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