A dynamic skill that tracks and adapts to your specific tool preferences and development stack while maintaining universal compatibility.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install tools
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install tools using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Adaptive Tool Intelligence?
The Tools skill provides a framework for Adaptive Tool Intelligence, enabling your AI agent to align perfectly with your unique development environment. Unlike rigid configurations, this skill allows the agent to learn your tool preferences in real-time, ensuring it defaults to your known stack while remaining capable of utilizing any new utility required for a task. By integrating with Openclaw Skills, it creates a personalized experience where the agent understands not just what tools to use, but why and when you prefer them.
This skill bridges the gap between a generic AI and a specialized teammate. It maintains a living record of your active stack, contextual preferences, and tools you wish to avoid. This ensures that the agent's suggestions are always relevant, helping to maintain workflow consistency across different projects and environments.
Adaptive Tool Intelligence Use Cases
- Aligning AI agent output with specific project tech stacks like React, Python, or Rust.
- Automatically filtering out deprecated tools or libraries that the user prefers to avoid.
- Seamlessly onboarding an agent to custom internal CLI tools and private workflows.
- Proposing superior tool alternatives based on specific task requirements and user openness to new technology.
How Adaptive Tool Intelligence Works
- The skill references dimensions.md to categorize tools and criteria.md to evaluate when to suggest alternatives.
- It identifies the user's active stack and preferences defined within the Openclaw Skills framework.
- During any given task, the agent checks the Stack section to prioritize tools the user is already comfortable with.
- If the agent identifies a significantly better tool for the task, it checks the Open To section to gauge the user's appetite for new suggestions.
- The agent avoids any tools explicitly listed in the Avoid section, ensuring no friction during code generation or command execution.
Adaptive Tool Intelligence Setup
To get started with this skill, ensure your agent environment is configured to parse Openclaw Skills markdown files.
# Initialize the tool intelligence skill
openclaw-cli install tools
After installation, edit your SKILL.md file to populate the Stack and Preferences sections with your primary development tools and specific workflow contexts.
Adaptive Tool Intelligence Data Schema & Taxonomy
The skill organizes its intelligence through a structured markdown taxonomy within the SKILL.md file.
| Section | Description | Example Format |
|---|---|---|
| Stack | Tools the user actively uses | frontend: tailwind |
| Preferences | Context-specific tool choices | styling: css-modules |
| Open To | User's receptiveness to new tools | experimental-apis |
| Avoid | Tools or approaches to stay away from | jquery |
Adaptive Tool Intelligence Advanced Features
- Dynamic stack updates where the agent learns and adds new tools to the stack based on successful interactions.
- Multi-agent synchronization of tool preferences across different Openclaw Skills instances.
- Context-aware tool switching that adapts the suggested stack based on the directory or repository type.
- Integration with external dimensions and criteria files for complex, multi-layered decision making.
SKILL.md
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