auto-learner

Extract and structure error patterns from IDE errors into LEARN-XXX schema files.

Updated Jan 24, 2026

Search Tags:#automation #patterns #ide #errors #root-cause #learn

Ready to run

npx skills add https://github.com/pikakit/agent-skills --skill auto-learner

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: auto-learner
Source: https://github.com/pikakit/agent-skills/tree/main/.agent/skills/auto-learner
Command: npx skills add https://github.com/pikakit/agent-skills --skill auto-learner

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Autonomous learning agent that extracts patterns from IDE errors, user corrections, and agent failures. Writes structured patterns to auto-learned skill. Triggers on: auto-learn, mistake, error fix, pattern extraction.

Core Features & Use Cases

Pattern extraction from errors, corrections, and failures.
Root cause analysis and categorization to LEARN-XXX.
Integration with related skills like problem-checker, skill-generator, and the learner agent to apply learned patterns.

Quick Start

Instruct the agent to analyze the latest IDE error, extract the root cause, and store the pattern under auto-learned/patterns.

Frequently Asked Questions about auto-learner

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

FAQPage Schema

How do I extract error patterns from IDE errors automatically?▼

To extract error patterns from IDE errors, the agent analyzes the error and user corrections to identify the root cause and stores the structured pattern under auto-learned/patterns. It categorizes the issue using a LEARN-XXX schema for future reuse.

What is error-driven pattern learning for debugging?▼

Error-driven pattern learning is the process of capturing recurring issues during development and debugging to prevent similar failures. It structures mistakes into reusable patterns that can be applied during code reviews and development.

How do I store root cause analysis results for recurring code failures?▼

You store root cause analysis results by triggering the agent on a mistake or error fix, which then writes the structured pattern to the auto-learned directory. It enforces a LEARN-XXX schema to ensure consistent categorization.

Can I use extracted patterns with problem-checker and skill-generator?▼

Yes, the extracted patterns interoperate with problem-checker, skill-generator, and the learner agent to apply learned patterns. This integration ensures that captured errors are actively reused during development and debugging.

When should I trigger autonomous pattern extraction during development?▼

You should trigger autonomous pattern extraction during development, debugging, and code-review scenarios where recurring issues should be captured. It activates on auto-learn, mistake, error fix, or pattern extraction commands.