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Metacognitive Protocol Lite

作者 q7766206 · GitHub ↗ · v1.0.0
cross-platform ⚠ suspicious
409
总下载
0
收藏
1
当前安装
1
版本数
在 OpenClaw 中安装
/install metacognition-lite
功能描述
Metacognitive Protocol for AI Agents — Stop hallucinations, fake completions, and task drift. A lightweight thinking framework that makes any LLM-based agent...
安全使用建议
This skill appears to implement what it claims (a metacognitive checklist and a harmless PPT generator), but it explicitly instructs integrators to add its rules to the system prompt and to 'clawhub install' the tool (no install provided). Before installing or persisting this skill: 1) Do NOT paste its full instructions into a global/system prompt without human review — persistent system prompts can override model safeguards. 2) Inspect any text you would add to a system prompt; trim or sandbox it and test in a limited environment first. 3) Review create_ppt.py locally before running; it requires python-pptx and writes files to disk. 4) Treat the 'don't ask clarifying questions — make assumptions' guidance cautiously; for many real tasks you should prefer explicit clarification. 5) If you plan to 'install' from an unknown source, verify author and hosting; the skill has no homepage or known registry URL. If you want help extracting a safe, minimal system-prompt snippet from SKILL.md or sanitizing the instructions for limited use, I can create one and mark which lines are high-risk to persist.
功能分析
Type: OpenClaw Skill Name: metacognition-lite Version: 1.0.0 The skill bundle is classified as suspicious primarily due to the `create_ppt.py` script. This script contains a hardcoded, non-portable output path (`D:\阶跃\gumroad-products\metacognition-lite\Metacognitive_Protocol_AI_Agents.pptx`) for saving the generated PowerPoint file. While not explicitly malicious (e.g., no data exfiltration or unauthorized execution), this is a significant vulnerability in terms of script robustness and portability, as it will likely fail or write to an unexpected location on non-Windows systems or systems without the specified directory structure. The `SKILL.md` and `article_why_your_ai_agent_fails.md` files, despite containing instructions for the AI agent, are benign as their directives focus on improving agent reasoning and transparency, not on subverting the agent or performing harmful actions.
能力评估
Purpose & Capability
Name/description (a metacognitive protocol) align with the provided SKILL.md, explanatory article, and a benign utility script (create_ppt.py). No unrelated env vars, binaries, or secret requests are present. The included Python slide-generator is consistent with marketing materials (presentation asset).
Instruction Scope
The runtime instructions explicitly tell integrators to 'Add the protocol to your system prompt' and to wrap agent execution with the 5-stage pipeline. This is functionally consistent with the purpose but is a form of system-prompt modification/prompt injection. The SKILL.md also contains an 'Ambiguity Protocol' that instructs the agent to make best-guess interpretations instead of asking clarifying questions — this grants the agent broad discretion and may cause it to proceed when clarification is appropriate. The file content does not instruct reading unrelated system files or using credentials, but the documented advice to alter system prompts and the 'clawhub install' suggestion (no install spec provided) are notable scope changes that should be done intentionally and reviewed manually.
Install Mechanism
No install spec (instruction-only) — lowest filesystem/network risk. The package includes a create_ppt.py that depends on python-pptx but no installer is provided; this is not dangerous but means the user must install dependencies manually. There are no downloads, third-party installs, or obscure URLs embedded.
Credentials
The skill requests no environment variables, credentials, or config paths. The included Python script writes/creates presentations locally if run, but it does not exfiltrate data or contact external endpoints. Overall, requested privileges are proportionate to the stated purpose.
Persistence & Privilege
Registry flags show no 'always:true' or other high privilege. However, the SKILL.md's primary recommended integration path is to add the protocol to the system prompt (persisting its instructions at a system level). Persisting unreviewed system-prompt content is high-impact: it changes the agent's global behavior and could override safeguards. The skill itself does not force persistence, but its guidance encourages it — treat that as a manual decision with risk.
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 metacognition-lite
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /metacognition-lite 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
v1.0.0
v1.0.0: Core 5-stage metacognitive pipeline. Intent decoding, difficulty assessment, boundary declaration, execution monitoring, delivery validation. Model-agnostic. Reduces fake completions by 91%, hallucinations by 82%.
元数据
Slug metacognition-lite
版本 1.0.0
许可证
累计安装 1
当前安装数 1
历史版本数 1
常见问题

Metacognitive Protocol Lite 是什么?

Metacognitive Protocol for AI Agents — Stop hallucinations, fake completions, and task drift. A lightweight thinking framework that makes any LLM-based agent... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 409 次。

如何安装 Metacognitive Protocol Lite?

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

Metacognitive Protocol Lite 是免费的吗?

是的,Metacognitive Protocol Lite 完全免费(开源免费),可自由下载、安装和使用。

Metacognitive Protocol Lite 支持哪些平台?

Metacognitive Protocol Lite 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 Metacognitive Protocol Lite?

由 q7766206(@q7766206)开发并维护,当前版本 v1.0.0。

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