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Hle Reasoning Wrapper
作者
WANGJUNJIE
· GitHub ↗
· v1.0.0
644
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0
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当前安装
1
版本数
在 OpenClaw 中安装
/install hle-reasoning-wrapper
功能描述
Wraps HLE benchmark questions in a structured Chain-of-Thought (CoT) reasoning process. Use when answering HLE questions to ensure strict step-by-step logic...
使用说明 (SKILL.md)
HLE Reasoning Wrapper
Enforces a structured reasoning process for Humanity's Last Exam (HLE) questions.
Usage
const hle = require('./index');
const prompt = hle.formatPrompt("What is the speed of light?");
// Use prompt with LLM
const result = hle.validateOutput(llmResponse);
Logic
- Format Prompt: Injects required structure (Thought/Answer).
- Validate Output: Ensures the model followed the structure.
安全使用建议
This skill appears to do what it claims: format HLE prompts and validate CoT-style outputs. It does create/read a cache.json file next to the skill (getCachedAnswer/cacheAnswer) — review whether you are comfortable storing past questions/answers on disk in the agent environment (this could leak sensitive prompts if the environment is shared). No network calls, external installs, or credential requests were found. If you want tighter privacy, either remove or sandbox the cache functions, or inspect/clear cache.json before/after use. Review the included code (index.js) yourself if you want to be sure no further behavior is introduced.
功能分析
Type: OpenClaw Skill
Name: hle-reasoning-wrapper
Version: 1.0.0
The skill bundle is designed to format prompts for LLMs and validate their outputs, including a local caching mechanism. All file system operations are confined to a `cache.json` file within the skill's directory, which is a legitimate use case. There are no external network calls, shell executions, or attempts to access sensitive system resources. The `SKILL.md` provides benign usage instructions, and the code lacks any indicators of data exfiltration, malicious execution, persistence, or prompt injection against the OpenClaw agent itself. The direct embedding of user input into the LLM prompt by `formatPrompt` is a standard prompt engineering technique and does not constitute a vulnerability or malicious intent within the skill's own execution.
能力评估
Purpose & Capability
Name/description match the provided code: functions to format prompts and validate outputs for CoT logic. Included caching functions (getCachedAnswer/cacheAnswer) are reasonable supporting features for this purpose, albeit undocumented in SKILL.md.
Instruction Scope
SKILL.md tells the agent to use formatPrompt and validateOutput; it does not mention caching. The code reads/writes a local cache.json in the skill directory, but the instructions do not instruct the agent to read arbitrary user files, call external endpoints, or access environment variables.
Install Mechanism
No install spec; this is instruction/code-only and requires only Node's builtin modules. Nothing is downloaded or written to nonstandard system locations by an installer.
Credentials
The skill requests no environment variables or credentials. The only resource access is local filesystem I/O to a cache.json file in the skill directory.
Persistence & Privilege
The module persists cached answers to cache.json within its own directory. always:false and no elevated privileges. Persistence is limited to the skill's folder, but cached content may include user questions/answers and therefore has privacy implications.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install hle-reasoning-wrapper - 安装完成后，直接呼叫该 Skill 的名称或使用
/hle-reasoning-wrapper触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
Initial release supporting structured reasoning for HLE benchmark questions.
- Provides prompt formatting to enforce Chain-of-Thought (Thought/Answer) structure.
- Validates model outputs for compliance with the required reasoning steps.
- Simple API: `formatPrompt` to structure prompts and `validateOutput` to check responses.
元数据
常见问题
Hle Reasoning Wrapper 是什么？
Wraps HLE benchmark questions in a structured Chain-of-Thought (CoT) reasoning process. Use when answering HLE questions to ensure strict step-by-step logic... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 644 次。
如何安装 Hle Reasoning Wrapper？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install hle-reasoning-wrapper」即可一键安装，无需额外配置。
Hle Reasoning Wrapper 是免费的吗？
是的，Hle Reasoning Wrapper 完全免费（开源免费），可自由下载、安装和使用。
Hle Reasoning Wrapper 支持哪些平台？
Hle Reasoning Wrapper 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Hle Reasoning Wrapper？
由 WANGJUNJIE（@wanng-ide）开发并维护，当前版本 v1.0.0。
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