cheshireyang/mindmap-mcts-skill
105 stars · Last commit 2026-06-24
给智能体安装了思维导图,让 Codex/Claude code/Agent 在复杂问题上用“可见思维树 + 轻量 MCTS”来探索,而不是线性瞎试。
README preview
# MindMap-MCTS Evidence-guided reasoning trees for Codex and Claude Code agents.  MindMap-MCTS is an installable Codex skill and Claude Code skill pattern for complex debugging, architecture decisions, and research synthesis. It turns agent reasoning into an auditable reasoning tree: propose branches, run real probes, score evidence, backpropagate values, and choose the next step with lightweight Monte Carlo Tree Search (MCTS) and UCB. In short: this gives AI agents a visible tree search loop instead of a hidden linear trial-and-error thread. ## Search Keywords Codex skill, Claude Code skill, AI agents, agentic AI, agent reasoning, reasoning tree, evidence-guided reasoning, tree search, Monte Carlo Tree Search, MCTS, UCB, debugging workflow, planning workflow, architecture tradeoffs, research synthesis. 中文摘要:MindMap-MCTS 给 Codex、Claude Code 和其他智能体安装一个可见的推理树,让复杂问题可以用“分支探索、证据评分、MCTS/UCB 选择、回传更新”的方式推进,而不是线性瞎试。 ## What It Does - Creates a JSON reasoning tree as the truth source. - Renders readable Markdown, static HTML, and interactive Markmap HTML mindmap views.