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Skylv Metacognition Engine

作者 SKY-lv · GitHub ↗ · v1.0.2 · MIT-0
cross-platform ✓ 安全检测通过
99
总下载
0
收藏
0
当前安装
3
版本数
在 OpenClaw 中安装
/install skylv-metacognition-engine
功能描述
Enables AI agents to reflect on their own reasoning, detect cognitive biases, and improve decision quality through structured self-examination loops.
安全使用建议
This skill is internally consistent with its metacognition purpose and appears low-risk: it implements simple regex-based bias detectors and an explicit command to analyze local files. Before installing, consider: 1) If your agent has filesystem access, the 'analyze' command will read any file path you or the agent supplies — avoid giving it access to sensitive files. 2) The detection logic is heuristic and may produce false positives/negatives (regex-based); treat suggestions as guidance, not authoritative diagnosis. 3) There is no network or credential usage in the code, so the main risk is accidental local-file exposure rather than exfiltration. If you want extra assurance, review the metacognition_engine.js file yourself or run it in a sandboxed environment.
功能分析
Type: OpenClaw Skill Name: skylv-metacognition-engine Version: 1.0.2 The skill bundle provides a framework for AI agents to perform self-reflection and detect cognitive biases. The core logic in `metacognition_engine.js` uses simple regex-based heuristics to identify patterns associated with biases like overconfidence or anchoring, while `SKILL.md` provides structured instructions for the agent to evaluate its own reasoning. No malicious behaviors, data exfiltration, or unauthorized execution patterns were identified.
能力评估
Purpose & Capability
Name/description match the actual artifacts: SKILL.md describes metacognitive checks and the bundled metacognition_engine.js implements text-based bias detection and reflection. Required resources (none) are proportionate to the purpose.
Instruction Scope
SKILL.md keeps scope to self-reflection steps and bias checks. The included JS offers commands to analyze a local file (fs.readFileSync) and reflect on provided reasoning strings — this is consistent with the skill but means the tool will read any file path passed to its analyze command. It does not instruct broad or silent collection of system state or credentials.
Install Mechanism
No install spec (instruction-only) and only a small JS file is bundled. Nothing is downloaded or executed from external URLs. Risk from install mechanism is low.
Credentials
The skill does not request environment variables, credentials, or config paths. There are no apparent requests for unrelated secrets or external service tokens.
Persistence & Privilege
always is false and the skill does not request persistent/privileged agent-wide changes. It does not modify other skills or system configuration. Autonomous invocation is allowed by default but is not combined with broad credential or network access here.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install skylv-metacognition-engine
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /skylv-metacognition-engine 触发
  4. 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
v1.0.2
- Updated documentation to improve clarity and structure. - Added detailed framework for metacognitive checks, including confidence assessment, bias detection, and uncertainty quantification. - Expanded list of cognitive biases to include anthropomorphism, authority bias, and hindsight bias. - Provided practical examples and use cases for applying metacognition in AI agents. - Enhanced descriptions and triggers for better discoverability of the skill.
v1.0.1
- No user-facing or implementation changes in this version. - All documentation, features, and behavior remain unchanged from the previous release.
v1.0.0
Initial release of skylv-metacognition-engine: - Enables AI agents to analyze their own reasoning to detect and correct cognitive biases. - Detects six cognitive biases: confirmation bias, overconfidence, anchoring, sunk cost fallacy, availability heuristic, and framing effect. - Provides bias detection with confidence scores and self-correction suggestions. - Includes command-line tools for analyzing reasoning, reflecting on decisions, and listing detectable biases. - Offers alternative thinking approaches to support robust agent reasoning.
元数据
Slug skylv-metacognition-engine
版本 1.0.2
许可证 MIT-0
累计安装 1
当前安装数 0
历史版本数 3
常见问题

Skylv Metacognition Engine 是什么?

Enables AI agents to reflect on their own reasoning, detect cognitive biases, and improve decision quality through structured self-examination loops. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 99 次。

如何安装 Skylv Metacognition Engine?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install skylv-metacognition-engine」即可一键安装,无需额外配置。

Skylv Metacognition Engine 是免费的吗?

是的,Skylv Metacognition Engine 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

Skylv Metacognition Engine 支持哪些平台?

Skylv Metacognition Engine 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 Skylv Metacognition Engine?

由 SKY-lv(@sky-lv)开发并维护,当前版本 v1.0.2。

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