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Bizarre-Industries
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auto-skill

Detect recurring tool usage patterns in user sessions and recommend relevant skills from the registry or generate new ones locally.

Updated Apr 19, 2026
Search Tags:#automation#mcp-server#pattern-detection#skills.sh#local-skills#community-skills#workflow-learning
One-click install
npx skills add https://github.com/Bizarre-Industries/Helling --skill auto-skill-bizarre-industries
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: auto-skill
Source: https://github.com/Bizarre-Industries/Helling/tree/main/.claude/skills/auto-skill
Command: npx skills add https://github.com/Bizarre-Industries/Helling --skill auto-skill-bizarre-industries

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates the detection of repeating workflows across your sessions and reduces manual learning by surfacing both local and community skills to accelerate productivity.

Core Features & Use Cases

  • Pattern detection and proactive discovery to surface relevant skills from 27,000+ community sources
  • Local skill generation when no suitable external skill is found, with mid-session loading
  • On-demand MCP server integration and optional CLI tools for power users
  • Use Case: A developer runs repetitive setup tasks; Auto-Skill detects the workflow and proposes a local skill or a community skill that matches, speeding up delivery.

Quick Start

Tell Auto-Skill to start observing your tool usage and surface proactive skill recommendations.

Frequently Asked Questions about auto-skill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate workflow learning for recurring developer tool usage patterns?▼

Surface community skills by searching a registry of over 27,000 entries to find matches for detected workflow patterns. If no suitable external skill exists, the system generates a local skill instead, allowing you to adopt existing solutions or create new ones dynamically.

How do I generate local skills mid-session when external community skills do not match?▼

Generate local skills mid-session by triggering on-demand creation when the registry search yields no matching external skill. The system analyzes the active workflow context and immediately loads the newly generated skill to support your current session.

Does pattern detection work with MCP server integration and CLI tools?▼

Pattern detection works with optional MCP server integration and CLI tools to support power user workflows. These components interface directly with local event storage to analyze session data and surface proactive skill recommendations on demand.

What is the best way to reduce manual setup by detecting repeating workflows across sessions?▼

Limitations of local skill generation include its reliance on local event storage to capture session context and the availability of matching community skills within the registry. If pattern context is ambiguous, the generated skill may not fully automate the intended workflow.

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