error-learner

Identify error patterns from session transcripts and update knowledge bases.

Updated Aug 23, 2026

Search Tags:#automation #learning #error-analysis #KB #error-learner #session-errors

Ready to run

npx skills add https://github.com/coopeverything/TogetherOS --skill error-learner

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: error-learner
Source: https://github.com/coopeverything/TogetherOS/tree/main/.claude/skills/error-learner
Command: npx skills add https://github.com/coopeverything/TogetherOS --skill error-learner

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill implements continuous learning from session errors to prevent repeated mistakes by updating knowledge or preserving unique errors for cross-session analysis.

Core Features & Use Cases

Scans current session errors to identify patterns (TS, build, git, runtime)
If 2+ same-type errors occur in a session, performs root-cause research and updates KB
If a one-off error, stores in session memory for later review
Checks cross-session patterns by reading stored data and promotes patterns to KB when found

Quick Start

After a failed build or runtime error, provide the session transcript and commit SHA, then invoke error-learner. If the same issue repeats later, error-learner will escalate and update the knowledge base.

Frequently Asked Questions about error-learner

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

FAQPage Schema

How do I prevent repeated build and runtime errors across sessions?▼

Error-learner identifies error patterns from session transcripts and updates your knowledge base when the same error occurs 2+ times, preventing repeat mistakes. For one-off errors, it stores them in session memory for cross-session analysis and pattern promotion.

Can error-learner analyze TypeScript, build, Git, and runtime errors?▼

Yes, error-learner scans current session errors across TypeScript, build, Git, and runtime error types. It performs root-cause analysis on repetitive issues and documents unique errors for later cross-session review.

What do I need to provide to use error-learner?▼

Provide the session transcript and commit SHA after a failed build or runtime error. Error-learner then scans for patterns, performs root-cause research if needed, and updates your knowledge base with findings.

How does error-learner identify patterns across multiple sessions?▼

Error-learner reads stored session data to detect recurring errors across time. When patterns emerge, it promotes them to your knowledge base with structured error signatures and JSON logging for future reference.

What happens if an error occurs only once in a session?▼

One-off errors are stored in session memory rather than immediately updating the knowledge base. They remain available for cross-session analysis and are promoted to the KB only when the same error pattern repeats later.