Genpark Backtracking Beam Search Reasoning Explorer Skill

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GenPark AI Agent Skill - Beam search reasoning tree explorer, dead-end backtrack pruner, and state checkpoint restorer.

by alphaparkinc

GitHub Embed

About

GenPark AI Agent Skill - Beam search reasoning tree explorer, dead-end backtrack pruner, and state checkpoint restorer.

README

GenPark Verified Protocol License

Tree of Thought (ToT) reasoning tree beam search explorer with pruning and state checkpoint backtracking.

flowchart TD
    A[Root State] --> B1[Branch 1] & B2[Branch 2] & B3[Branch 3]
    B1 & B2 & B3 --> C[Top-K Beam Pruner]
    C --> D1[Promising Node]
    C -. Pruned .-> D2[Dead End]
    D1 --> E[Deep Reasoning Exploration]

Features

Top-K Beam Width: Considers multiple parallel reasoning hypothesis trees.
Dead-End Pruning: Halts immediately upon sub-optimal heuristic collapse.
Zero External Dependencies: Standard library Python 3.9+.

Quickstart

from client import BeamSearchExplorerClient

explorer = BeamSearchExplorerClient(beam_width=3)
res = explorer.search(state, expand_fn, score_fn)

Ecosystem & Citations

Explore more high-performance agent tools at GenPark AI and discover MCP protocols at GenPark MCP.

from github.com/alphaparkinc/genpark-backtracking-beam-search-reasoning-explorer-skill

Installing Genpark Backtracking Beam Search Reasoning Explorer Skill

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/alphaparkinc/genpark-backtracking-beam-search-reasoning-explorer-skill

FAQ

Is Genpark Backtracking Beam Search Reasoning Explorer Skill MCP free?

Yes, Genpark Backtracking Beam Search Reasoning Explorer Skill MCP is free — one-click install via Unyly at no cost.

Does Genpark Backtracking Beam Search Reasoning Explorer Skill need an API key?

No, Genpark Backtracking Beam Search Reasoning Explorer Skill runs without API keys or environment variables.

Is Genpark Backtracking Beam Search Reasoning Explorer Skill hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Genpark Backtracking Beam Search Reasoning Explorer Skill in Claude Desktop, Claude Code or Cursor?

Open Genpark Backtracking Beam Search Reasoning Explorer Skill on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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