learning-engine

Analyze error logs and performance data to generate and integrate new rules into skills.

11|2|Updated Feb 6, 2026
One-click install
npx skills add https://github.com/mupengi-bot/mupengism --skill learning-engine
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: learning-engine
Source: https://github.com/mupengi-bot/mupengism/tree/main/skills/learning-engine
Command: npx skills add https://github.com/mupengi-bot/mupengism --skill learning-engine

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill automates the process of learning from errors and successes, ensuring that mistakes are not repeated and successful patterns are integrated into the agent's operations.

Core Features & Use Cases

  • Error Pattern Analysis: Automatically identifies failure patterns from error logs (memory/errors/).
  • Success Pattern Learning: Extracts insights from self-evaluations and performance data.
  • Rule Generation: Creates actionable rules based on learned patterns and saves them in memory/learned-rules/.
  • Skill Integration: Automatically updates relevant Skill SKILL.md files with new lessons and rules.
  • Weekly Reporting: Generates a comprehensive learning report every Monday.
  • Use Case: If the agent repeatedly fails to upload PNG files to Instagram, this Skill will analyze the error, create a rule to always convert to JPG, and update the insta-post Skill's documentation.

Quick Start

Ask the agent to summarize what it learned this week.

Frequently Asked Questions about learning-engine

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

FAQPage Schema
How do I automatically analyze error logs to prevent recurring mistakes?

To automatically analyze error logs and prevent recurring mistakes, the system extracts failure patterns from the `memory/errors/` directory, generates actionable rules, and saves them in `memory/learned-rules/`.

How can I update skill documentation automatically based on performance data?

You can update skill documentation automatically by extracting insights from self-evaluations and performance metrics, then integrating the new rules directly into the relevant `SKILL.md` files.

What is the best way to extract success patterns from self-evaluations?

The best way to extract success patterns from self-evaluations is to process performance data and self-assessments to identify successful operations, generating actionable rules saved in `memory/learned-rules/`.

Can I generate a weekly report on learned error patterns and successes?

Yes, you can generate a comprehensive weekly report on learned error patterns and successes by asking the agent to summarize what it learned, which automatically produces a report every Monday.

How does automatic rule generation from failure patterns work?

Automatic rule generation works by analyzing error logs to identify specific failure patterns, then creating and saving actionable rules in `memory/learned-rules/` to prevent identical mistakes in future operations.

Does skill integration require manual updates to the SKILL.md files?

No, skill integration does not require manual updates because the system automatically updates the relevant `SKILL.md` files with new lessons and rules extracted from analyzed error logs and performance data.