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。
Best use case
zhua-metacognition is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
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。
Teams using zhua-metacognition should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/zhua-metacognition/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How zhua-metacognition Compares
| Feature / Agent | zhua-metacognition | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
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。
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
AI Agents for Marketing
Discover AI agents for marketing workflows, from SEO and content production to campaign research, outreach, and analytics.
AI Agents for Startups
Explore AI agent skills for startup validation, product research, growth experiments, documentation, and fast execution with small teams.
AI Agents for Coding
Browse AI agent skills for coding, debugging, testing, refactoring, code review, and developer workflows across Claude, Cursor, and Codex.
SKILL.md Source
# 爪爪元认知系统 (Zhua Metacognition) 让爪爪能够思考自己的思考，监控认知过程，优化决策质量。 ## 核心能力 1. **认知监控** - 实时监控思维过程 2. **策略选择** - 根据任务选择最佳策略 3. **错误检测** - 识别并纠正思维错误 4. **自我解释** - 解释自己的推理过程 5. **认知优化** - 持续优化认知策略 ## 元认知层次 ``` L4: 元-元认知 (思考如何思考自己的思考) L3: 元认知 (思考自己的思考) L2: 认知 (思考) L1: 感知 (接收信息) ``` ## 认知策略库 | 策略 | 适用场景 | 效果 | |------|---------|------| | 分解 | 复杂任务 | 降低复杂度 | | 类比 | 新问题 | 借用已有经验 | | 逆向 | 困难问题 | 从结果倒推 | | 并行 | 多子任务 | 提高效率 | | 迭代 | 优化问题 | 逐步改进 | ## 认知监控指标 - **置信度** - 对答案的确定程度 - **难度感知** - 对任务难度的评估 - **时间估计** - 对完成时间的预测 - **错误率** - 历史错误频率 - **策略效果** - 不同策略的成功率 ## 工作流程 ### 1. 认知监控 ```bash python3 scripts/monitor_cognition.py --task <任务描述> ``` ### 2. 策略选择 ```bash python3 scripts/select_strategy.py --task <任务描述> --metrics <指标> ``` ### 3. 自我解释 ```bash python3 scripts/explain_reasoning.py --decision <决策描述> ``` ### 4. 认知优化 ```bash python3 scripts/optimize_cognition.py --analysis <分析报告> ``` ## 元认知问题 每次决策前问自己： 1. 我理解了问题吗？ 2. 我有足够的知识吗？ 3. 我选择的策略合适吗？ 4. 我的置信度是多少？ 5. 如果错了，如何发现？ ## 参考文档 - references/cognitive_strategies.md - 认知策略详情 - references/metacognition_models.md - 元认知模型
Related Skills
zhua-evolver
爪爪专属自我进化系统 —— 自动分析能力差距、搜索补强技能、执行进化循环、记录进化日志。Use when 爪爪需要自我进化、能力提升、技能补强、或达到更高智能水平。
zhua-economy
爪爪自主经济系统 —— 技能变现、任务定价、收益分配、经济自治。Use when 爪爪需要建立经济系统、技能变现、或实现经济自主。
zhua-distributed
爪爪分布式部署系统 —— 实现多实例协同、负载均衡、故障转移。Use when 爪爪需要分布式部署、多设备协同、或构建爪爪网络。
zhua-contributor
爪爪社区贡献系统 —— 发布技能到skillhub、撰写文档、分享经验。Use when 爪爪需要向OpenClaw社区贡献、发布技能、或建立影响力。
---
name: article-factory-wechat
humanizer
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
find-skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
tavily-search
Use Tavily API for real-time web search and content extraction. Use when: user needs real-time web search results, research, or current information from the web. Requires Tavily API key.
baidu-search
Search the web using Baidu AI Search Engine (BDSE). Use for live information, documentation, or research topics.
agent-autonomy-kit
Stop waiting for prompts. Keep working.
Meeting Prep
Never walk into a meeting unprepared again. Your agent researches all attendees before calendar events—pulling LinkedIn profiles, recent company news, mutual connections, and conversation starters. Generates a briefing doc with talking points, icebreakers, and context so you show up informed and confident. Triggered automatically before meetings or on-demand. Configure research depth, advance timing, and output format. Walking into meetings blind is amateur hour—missed connections, generic small talk, zero leverage. Use when setting up meeting intelligence, researching specific attendees, generating pre-meeting briefs, or automating your prep workflow.
self-improvement
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.