Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
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Select your agent
Option 1: Install via CLI (recommended)
Recommended (no pre-install needed)
npx clawhub@latest --dir ~/.claude/skills install adaptive-reasoningOr via clawhub CLI (if already installed)
clawhub --dir ~/.claude/skills install adaptive-reasoningβ οΈ Requires Node.js 18+. No Node? Use Option 2 below to download the ZIP instead. Install Node.js β
Option 2: Manual install (no Node required)
Download the ZIP, extract it, and place the folder at the path below. Restart your agent to activate.
Install path
~/.claude/skills/adaptive-reasoning/π‘Extract and place the folder at the path above, then restart your agent.
Category
π£Marketing & GrowthWhat Adaptive Reasoning can do for your AI workflow
Automatically assess task directly from your Claude conversation
Works across Claude, Cursor, OpenClaw β install once, use everywhere
Trusted by 9,328+ developers worldwide
One-command installation β no complex setup required
Combine with other skills to build powerful multi-step AI workflows
Try these prompts with your AI agent after installing Adaptive Reasoning
Help me get started with Adaptive Reasoning
Explains what Adaptive Reasoning does, walks through the setup, and runs a quick demo based on your current project
Use Adaptive Reasoning to automatically assess task complexity and adjust reasoning level
Invokes Adaptive Reasoning with the right parameters and returns the result directly in the conversation
What can I do with Adaptive Reasoning in my marketing & growth workflow?
Lists the top use cases for Adaptive Reasoning, with example commands for each scenario
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Adaptive Reasoning extends your AI assistant with the ability to automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions. Rather than leaving your conversation to handle this manually, you can ask your Claude agent directly β and it will take care of the task end-to-end, using Adaptive Reasoning as its underlying capability.
Adaptive Reasoning works across Claude, Cursor, OpenClaw through the Model Context Protocol (MCP) β an open standard that lets AI clients share tools and skills without lock-in. Because MCP is platform-agnostic by design, you install Adaptive Reasoning once and it becomes available across all your AI clients. Whether you're working in Claude for focused sessions or Cursor for integrated workflows, the skill behaves consistently.
To install Adaptive Reasoning, copy the skill folder to `~/.claude/skills/adaptive-reasoning/` for use across all your projects, or `.claude/skills/adaptive-reasoning/` for a single project. Restart Claude and the skill is immediately active β invoke it with `/adaptive-reasoning` or just describe your goal and the AI will pick it up automatically.
Adaptive Reasoning has been installed 9,328 times, making it one of the more actively used skills in the Marketing & Growth category. The install rate suggests it solves a real, recurring need rather than a niche edge case. The source code is open on GitHub β you can inspect it, contribute fixes, or fork it to adapt the skill for your specific setup. Like all skills on DiscoverAISkills, it is free to install and use. The broader AI skills ecosystem continues to expand as developers contribute new capabilities across categories like developer tools, data analysis, writing, automation, and more.
Place the skill folder at ~/.claude/skills/adaptive-reasoning/ for personal use (all projects), or .claude/skills/adaptive-reasoning/ for project-specific use. Restart your AI client, then invoke with /adaptive-reasoning or let the AI discover it automatically.
Adaptive Reasoning supports Claude, Cursor, OpenClaw. It integrates seamlessly with these AI platforms to extend their capabilities.
Adaptive Reasoning is free to install. Check the repository for licensing information.
Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.
Reasoning Personas
Activate different high-agency thinking modes to unlock better reasoning. Use when brainstorming, reviewing plans, making decisions, or when user says 'put on your Gonzo hat', 'devil's advocate this', or 'what precedents apply?'
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A continuously adaptive skill suite that empowers Clawdbot to act as a versatile coder, business analyst, project manager, web developer, data analyst, and NAS metadata scraper. It intelligently discovers free resources, adapts to user context, and ensures reliable, proven guidance across multiple domains.
Self Improvement For All
Capture, store, and retrieve errors, corrections, and best practices locally to continuously improve AI agent workflows and knowledge.
Platforms
Links
Automate my marketing & growth tasks using Adaptive Reasoning
Identifies repetitive steps in your workflow and sets up Adaptive Reasoning to handle them automatically
Adaptive Reasoning is categorized under Marketing & Growth. These skills help AI agents perform specialized tasks in this domain.