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Uncertainty Verification
作者
Jack123255829
· GitHub ↗
· v1.0.0
· MIT-0
397
总下载
0
收藏
3
当前安装
1
版本数
在 OpenClaw 中安装
/install uncertainty-verification
功能描述
事实核查与幻觉检测。在生成内容后检测并纠正可能的幻觉、编造或不准确信息。 触发条件：(1) 生成技术内容后 (2) 提供统计数据时 (3) 引用人物/事件时 (4) 生成代码示例后
安全使用建议
This skill is coherent and low‑risk as an instruction bundle: it teaches the agent how to verify outputs, labels confidence, and when to check sources. Before enabling it, consider: (1) if you allow the agent to actually execute generated code or access the network/filesystem, ensure those actions run in an isolated/sandboxed environment (verifying code can execute arbitrary commands); (2) the skill assumes the agent has permissions to perform external checks — grant network or file access only when you trust the execution environment; (3) treat the embedded statistic ("22% failure rate") as illustrative guidance, not an authoritative metric. If you want stricter control, require explicit user approval before the agent runs code or performs external validations.
功能分析
Type: OpenClaw Skill
Name: uncertainty-verification
Version: 1.0.0
The 'uncertainty-verification' skill bundle (SKILL.md) is designed to improve AI reliability by providing instructions for fact-checking and hallucination detection. It outlines protocols for verifying technical content, statistics, and code execution without any indicators of malicious intent, data exfiltration, or unauthorized system access.
能力评估
Purpose & Capability
Name and description (fact‑check / hallucination detection) match the SKILL.md: it provides a verification checklist, triggers, and a validation workflow. No unrelated credentials, binaries, or config paths are requested.
Instruction Scope
Instructions stay within fact‑checking: check claims, verify numbers, validate citations, run code examples, and confirm external operations. Note: some steps (e.g., "run generated code" or "confirm API/file was created") implicitly require runtime execution or network/file access; the skill does not request those capabilities explicitly, so the agent will need separate permissions to actually perform those checks.
Install Mechanism
No install spec and no code files — instruction‑only skill. This minimizes disk/write risk and there is nothing downloaded or installed.
Credentials
The skill requests no environment variables, credentials, or config paths. That is proportionate to its stated purpose (a procedural guideline for verification).
Persistence & Privilege
always:false and default autonomous invocation are set. The skill does not ask for persistent system presence or to modify other skills or global agent configs.
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 uncertainty-verification - 安装完成后，直接呼叫该 Skill 的名称或使用
/uncertainty-verification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 of the "fact-check" skill for verifying and correcting hallucinations, fabrications, or inaccurate information in generated content.
- Introduces automatic fact-check triggers for: technical content, statistics, named references, code samples, and external actions.
- Outlines a clear verification protocol prioritizing result validation over action completion.
- Provides a checklist for cross-checking facts, statistics, code runnability, references, and logical consistency.
- Implements a confidence labeling system: VERIFIED, LIKELY, UNCERTAIN.
- Offers practical tips to minimize overlooked errors, emphasizing independent verification and user notification when unsure.
元数据
常见问题
Uncertainty Verification 是什么？
事实核查与幻觉检测。在生成内容后检测并纠正可能的幻觉、编造或不准确信息。 触发条件：(1) 生成技术内容后 (2) 提供统计数据时 (3) 引用人物/事件时 (4) 生成代码示例后. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 397 次。
如何安装 Uncertainty Verification？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install uncertainty-verification」即可一键安装，无需额外配置。
Uncertainty Verification 是免费的吗？
是的，Uncertainty Verification 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Uncertainty Verification 支持哪些平台？
Uncertainty Verification 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 Uncertainty Verification？
由 Jack123255829（@jack123255829）开发并维护，当前版本 v1.0.0。
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