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Adaptive Reasoning
作者
MarjorieBroad
· GitHub ↗
· v1.0.0
· MIT-0
67
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当前安装
1
版本数
在 OpenClaw 中安装
/install mar-adaptive-reasoning
功能描述
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would...
安全使用建议
This skill is coherent and low-risk technically (no downloads, no credentials). Before enabling it, consider: 1) It is designed to automatically turn on extended reasoning for messages it scores as complex — you may get longer, slower, and more token-expensive replies without an explicit prompt. 2) It instructs the agent to silently activate reasoning and append emoji (🧠 / 🧠🔥) to responses; if you prefer explicit user consent or no visible markers, disable or modify the behavior. 3) The SKILL.md references a session_status tool and '/reasoning' command — verify your agent runtime supports those commands or the skill's activation directives will be no-ops. If you want strict control, keep the skill user-invocable only (don’t set it to run automatically) or manually invoke reasoning when needed.
功能分析
Type: OpenClaw Skill
Name: mar-adaptive-reasoning
Version: 1.0.0
The skill bundle is a meta-cognitive framework designed to help an AI agent self-assess task complexity and toggle extended reasoning modes. The instructions in SKILL.md are focused entirely on internal state management (e.g., using '/reasoning on' or the 'session_status' tool) and response formatting (appending emojis). There is no evidence of data exfiltration, malicious execution, or unauthorized access to sensitive system resources.
能力评估
Purpose & Capability
Name/description (assess complexity and adjust reasoning) match the SKILL.md instructions. No unrelated binaries, env vars, or installs are required, which is proportionate to the stated goal.
Instruction Scope
Instructions remain within the claimed purpose (scoring heuristics, when to enable/disable reasoning, UI cues). However, the skill explicitly instructs the agent to 'Do not ask. Just activate.' and to use a session_status tool or '/reasoning on' command. That is a behavioral/policy directive (automatic enabling of extended reasoning and appending icons) rather than a request for external resources; it could affect UX or surprise users if they expect explicit consent.
Install Mechanism
Instruction-only skill with no install spec and no code files — lowest-risk install surface. Nothing is written to disk and nothing is downloaded.
Credentials
No environment variables, credentials, or config paths are requested. The skill does not ask for unrelated secrets or access.
Persistence & Privilege
The skill recommends triggering on every user message and toggling session-level reasoning state. It does not set always:true and does not request system-wide config changes, but it intends broad per-message behavior that will change how the agent answers (longer/thoughtful responses, emoji appended). Consider whether you want that global behavioral change.
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 mar-adaptive-reasoning - 安装完成后，直接呼叫该 Skill 的名称或使用
/mar-adaptive-reasoning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 adaptive reasoning skill.
- Automatically assesses each user request for complexity and dynamically adjusts reasoning depth.
- Introduces a mental scoring system (0-10) based on features like multi-step logic, ambiguity, and novelty.
- Activates extended thinking and displays visual indicators (🧠, 🧠🔥) depending on complexity score.
- Includes clear thresholds and examples for when to escalate or lower reasoning level.
- Manual override commands and auto-downgrade logic included for efficiency.
元数据
常见问题
Adaptive Reasoning 是什么？
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 67 次。
如何安装 Adaptive Reasoning？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install mar-adaptive-reasoning」即可一键安装，无需额外配置。
Adaptive Reasoning 是免费的吗？
是的，Adaptive Reasoning 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Adaptive Reasoning 支持哪些平台？
Adaptive Reasoning 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 Adaptive Reasoning？
由 MarjorieBroad（@marjoriebroad）开发并维护，当前版本 v1.0.0。
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