Which applications does it support?

It is optimized for common AppWorld integrations including Spotify, Venmo, Gmail, Contacts, and Calendar APIs.

What is the primary purpose of the reflect-appworld-failure skill?

It is designed to perform a semantic analysis of why an agent failed a task in AppWorld and turn that failure into a permanent 'lesson' or playbook entry for future use.

What kind of errors can this skill handle?

It specializes in analyzing API misuse, authentication order issues, incorrect method naming conventions, and data structure access errors.

How does it improve future AI performance?

By generating structured JSON bullets with working code examples, it provides high-quality context that helps the agent generator avoid making the same mistake twice.

AppWorld API Pattern Reflector

Name: AppWorld API Pattern Reflector
Author: jmanhype

byjmanhype

•

安全与测试

Analyzes failed AppWorld tasks to extract specific API usage patterns and generate actionable remediation playbooks.

This skill automates the post-mortem analysis of failed agentic tasks within the AppWorld environment. By examining error logs, failed code snippets, and execution context, it identifies the root cause—such as API misuse, incorrect authentication sequences, or non-existent method calls—and transforms these failures into reusable, high-quality knowledge bullets. It ensures that future agent executions learn from past mistakes by providing concrete code examples and verified patterns for various integrated services like Spotify, Venmo, and Google Workspace.

主要功能

01Semantic categorization and tagging of failures for future retrieval

02Confidence scoring for learned patterns to ensure knowledge reliability

03Automated extraction of specific API method naming conventions

049 GitHub stars

05Root cause analysis of API execution failures and logic errors

06Generation of actionable playbook bullets with working code examples

使用场景

01Debugging failed agentic workflows in the AppWorld benchmarking environment

02Converting raw execution error logs into structured, readable developer documentation

03Building a self-improving knowledge base for multi-agent trading and automation systems

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jmanhype/claude-code-plugin-marketplace reflect-appworld-failure

For use in Claude.ai and ChatGPT

Download Skill