Tree Of Thoughts — 多路径推理

v2.0.0

Tree Of Thoughts 让 AI 像人类一样“先想多步、再择优”。它并行生成若干解题分支，独立评估每条路径的潜力，自动回溯并选出最优解，显著提升复杂决策、创意写作、数学证明等任务的准确率与深度。

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by @tobisamaa

AI模型访问

使用场景：使用Tree Of Thoughts — 多路径推理进行AI模型访问使用Tree Of Thoughts — 多路径推理

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最后更新

2026/4/22

安全扫描

VirusTotal

可疑

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OpenClaw

可疑

medium confidence

The skill's documentation describes a working Tree-of-Thoughts implementation, but the shipped code is a thin wrapper that attempts to load a missing implementation (and PLANNED.md says it's unimplemented), so the package is internally inconsistent and likely non-functional.

评估建议

This package appears to be mostly documentation: the README (SKILL.md) describes a working Tree-of-Thoughts tool, but the runtime code is just a wrapper that tries to load a missing implementation and PLANNED.md says the feature is not implemented. It is unlikely to perform the advertised functions as shipped. If you need this capability, ask the publisher for the missing implementation (tree_of_thoughts.py) or a working release; avoid relying on this skill in production until the implementation...

详细分析 ▾

⚠ 用途与能力

The SKILL.md describes a full ToT implementation (parallel execution, caching, CLI flags) but the code manifest lacks that implementation. unified_wrapper.py attempts to import tree_of_thoughts.py which is not present; PLANNED.md explicitly states the skill is 'PLANNED - Not yet implemented'. The claimed capabilities do not match what is actually included.

ℹ 指令范围

The runtime instructions are self-contained prose and example snippets (async generation, caching) and do not request secrets or system paths. However, they describe CLI flags and runtime behaviors that there is no packaged code to perform — the instruction scope promises functionality that isn't implemented.

✓ 安装机制

No install spec is provided (instruction-only). That minimizes install-time risk because nothing is downloaded or written to disk beyond the included files.

✓ 凭证需求

The skill declares no required environment variables, no credentials, and no config paths. The SKILL.md examples do not instruct reading secrets or unrelated system state.

✓ 持久化与权限

Flags are default (always: false, user-invocable true). The skill does not request permanent presence or elevated privileges and does not modify other skills or global configuration in the provided files.

安全有层次，运行前请审查代码。

运行时依赖

OSmacOS · Linux · Windows

版本

latestv2.0.02026/2/28

**Tree of Thoughts 2.0.0 – Parallel reasoning & caching for major speedups** - Added parallel execution of tree branches, enabling 3–5x faster problem-solving. - Introduced intelligent caching using semantic similarity for 50–200x speedups on similar or repeated problems. - New CLI flags for controlling parallelism, caching, branch count, and depth. - Enhanced documentation with templates for decision and creative problems, evaluation criteria, and search strategies. - Recommended for complex, ambiguous, or creative problem-solving—skip for simple or routine tasks.

● 可疑

安装命令

点击复制

官方npx clawhub@latest install tree-of-thoughts

镜像加速npx clawhub@latest install tree-of-thoughts --registry https://cn.longxiaskill.com 镜像可用

本土化适配说明

Tree Of Thoughts — 多路径推理安装说明：安装命令：npx clawhub@latest install tree-of-thoughts

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运行时依赖

版本

安装命令

本土化适配说明

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