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Zhua Metacognition
by
beipian261
· GitHub ↗
· v1.0.0
· MIT-0
226
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Install in OpenClaw
/install zhua-metacognition
Description
爪爪元认知系统 —— 思考自己的思考、监控认知过程、优化决策质量。Use when 爪爪需要反思自己的思维过程、优化认知策略、或提升决策质量。
Usage Guidance
This package appears incomplete rather than clearly malicious, but you should not enable or rely on it until the author provides the missing runtime scripts and the promised reference documents. Ask for: (1) the actual scripts named in SKILL.md (monitor_cognition.py, select_strategy.py, explain_reasoning.py, optimize_cognition.py) and any other runtime files; (2) an explanation of what each script does and whether they make network calls or read local files; (3) updated documentation that matches the file manifest. If you must test it before full review, run it in an isolated sandbox and verify there are no network endpoints, unexpected subprocess calls, or attempts to read environment variables or sensitive files. Because the current package is inconsistent, treat it as untrusted until reconciled.
Capability Analysis
Type: OpenClaw Skill
Name: zhua-metacognition
Version: 1.0.0
The skill bundle appears to be a conceptual template or placeholder for an AI 'metacognition' system. While SKILL.md references several Python scripts for cognitive monitoring and strategy selection (e.g., scripts/monitor_cognition.py), these files are missing from the bundle, leaving only a harmless scripts/example.py. There is no evidence of malicious intent, data exfiltration, or harmful instructions.
Capability Assessment
Purpose & Capability
The skill claims to implement a metacognition system with monitoring, strategy selection, explanation, and optimization. However, the repository contains only placeholder docs and assets plus one example script; the concrete scripts named in SKILL.md (monitor_cognition.py, select_strategy.py, explain_reasoning.py, optimize_cognition.py) are not present. This mismatch suggests the package is incomplete or poorly packaged relative to its stated purpose.
Instruction Scope
SKILL.md directs the agent to run specific python scripts via bash commands, but those scripts are absent. The instructions do not request environment variables or external endpoints, nor do they reference sensitive system paths, but the explicit invocation commands point to non-existent files (and reference additional documentation files that are also absent). Missing runtime artifacts means the instructions cannot be followed as written and could be hiding later additions or replacement scripts.
Install Mechanism
There is no install specification (instruction-only) and no downloads or install scripts. That minimizes installation risk; nothing will be written to disk by an installer provided here. The one included code file is a harmless placeholder.
Credentials
The skill declares no required environment variables, no credentials, and no config paths. There is no evidence of requests for unrelated secrets or elevated access.
Persistence & Privilege
always is false and there are no indicators the skill requests permanent or elevated presence. The package does not attempt to modify other skills or system configuration.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install zhua-metacognition - After installation, invoke the skill by name or use
/zhua-metacognition - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of the zhua-metacognition skill.
- Enables cognition monitoring, strategy selection, error detection, self-explanation, and cognitive optimization for decision-making processes.
- Provides a hierarchical model of cognition and metacognition.
- Introduces a cognitive strategy library with recommended usage scenarios.
- Includes key monitoring metrics such as confidence, perceived difficulty, and strategy effectiveness.
- Outlines command-line workflow examples for monitoring, strategy selection, reasoning, and optimization.
- Offers a checklist of metacognitive questions to guide self-reflection before making decisions.
Metadata
Frequently Asked Questions
What is Zhua Metacognition?
爪爪元认知系统 —— 思考自己的思考、监控认知过程、优化决策质量。Use when 爪爪需要反思自己的思维过程、优化认知策略、或提升决策质量。 It is an AI Agent Skill for Claude Code / OpenClaw, with 226 downloads so far.
How do I install Zhua Metacognition?
Run "/install zhua-metacognition" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Zhua Metacognition free?
Yes, Zhua Metacognition is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Zhua Metacognition support?
Zhua Metacognition is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Zhua Metacognition?
It is built and maintained by beipian261 (@beipian261); the current version is v1.0.0.
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