reflect-appworld-failure

Analyze AppWorld task failures and generate structured playbook bullets.

27|4|Updated Oct 12, 2025

Search Tags:#debugging #api #automated-learning #code-patterns #error-analysis #appworld

Ready to run

npx skills add https://github.com/jmanhype/claude-code-plugin-marketplace --skill reflect-appworld-failure

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: reflect-appworld-failure
Source: https://github.com/jmanhype/claude-code-plugin-marketplace/tree/main/plugins/ace-context-engineering/skills/reflect-appworld-failure
Command: npx skills add https://github.com/jmanhype/claude-code-plugin-marketplace --skill reflect-appworld-failure

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates repetitive debugging by automatically analyzing failed AppWorld tasks and extracting reusable coding patterns, turning every error into a permanent learning asset.

Core Features & Use Cases

Failure Analysis: Automatically identifies root causes of API and logic errors from execution failures.
Pattern Extraction: Generates specific, actionable coding patterns with working examples.
Use Case: When your automated task fails with an API error, this Skill analyzes the failure and creates a playbook entry that prevents the same mistake from happening again.

Quick Start

Analyze this AppWorld failure and generate a learning pattern with specific code examples.

Frequently Asked Questions about reflect-appworld-failure

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

FAQPage Schema

How do I extract learning patterns from AppWorld task failures?▼

Analyze AppWorld task failures by extracting actionable patterns from error messages, failed code snippets, and root causes. This Skill generates structured JSON bullets with specific code examples, tags, and confidence scores that capture the core mistake and its fix, turning each failure into a reusable debugging pattern.

Can I automatically analyze API errors and create debugging playbooks?▼

Yes. When AppWorld tasks fail with API errors, this Skill analyzes the error type, error messages, and failed code to identify root causes and generate targeted playbook bullets. Each entry includes working code examples and evidence so you prevent the same mistake in future tasks.

What information do I need to provide for failure analysis?▼

Provide the task description, affected apps, error type classification, error messages, the failed code snippet, missing code patterns, and suggested fixes. The Skill processes these sections to produce structured learning bullets with fields for id, title, content, tags, evidence, confidence, and scope.

How does pattern extraction help prevent repeated debugging?▼

Pattern extraction identifies root causes and common coding mistakes from each failure, then documents them with concrete code examples and tags. By building a permanent playbook of patterns tied to specific error types and apps, you avoid re-solving the same problem across different tasks.

What's the difference between error analysis and pattern extraction in this Skill?▼

Error analysis identifies why a specific task failed by examining error messages and code; pattern extraction generalizes that failure into a reusable coding pattern with working examples. Together, they transform one failure into a learning asset applicable across multiple AppWorld tasks.