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Deterministic syntax for Frappe Document Controllers (Python server-side). Use when Claude needs to generate code for DocType controllers, lifecycle hooks (validate, on_update, on_submit, etc.), docum…
Standard protocols for handling errors, API failures, and infrastructure issues
Standardize error formats and retry strategy.
Error Pattern Safety Guidelines for Agentic Engines
Create and configure ESPHome devices for DIY smart home sensors and actuators. Write YAML configurations for ESP8266/ESP32 boards, sensors, displays, and automations. Use when building custom IoT devi…
Formal evaluation framework for Claude Code sessions implementing eval-driven development (EDD) principles
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Guide for creating exceptions using fastapi-problem that are automatically converted to RFC 9457 Problem Details responses.
Use when capturing and reporting errors to Sentry, adding context, or handling exceptions. Covers error boundaries, context enrichment, and fingerprinting.
Fix JavaScript and HTTP errors flagged for AI in the admin dashboard. Queries the database for errors with ai_status='flagged_for_ai', analyzes them, and attempts to fix them. Use when: - User says "f…
AWS error investigation with multi-layer verification, CloudWatch analysis, and Lambda logging patterns. Use when debugging AWS service failures, investigating production errors, or troubleshooting La…
Instrument error handling, retries, fallbacks, and failure patterns
Whether story should be split (true if >13 points)
Builds repeatable evaluation systems with golden datasets, scoring rubrics, pass/fail thresholds, and regression reports. Use for "LLM evaluation", "testing AI systems", "quality assurance", or "model…
Create detailed implementation plans for software features and refactoring tasks. Use this skill when planning new features, architectural changes, or major refactoring efforts.
Use to systematically validate documents, stories, or processes against defined checklists. Ensures quality and completeness.
Design consistent error codes following the PREFIX_CATEGORY_NUMBER format. Usage: Defining error codes, setting up error handling, designing APIs. Keywords: error code, error handling, error format, A…
Evaluates if error handling is sufficient for new code - checks try-catch coverage, logging, user messages, retry logic. Focuses on external calls and user-facing code.
Expert guide for error handling, logging, monitoring, and debugging. Use when implementing error boundaries, logging systems, or integrating monitoring tools like Sentry.
Set up ESP-IDF development environment, create new projects, and configure build systems
Cost estimation agent - Creates cost estimates for cloud infrastructure, ScalarDB, and other licenses. Invoked via /estimate-cost [target path].
Evidence citation and domain scope standards for Neo4j subagents. Prevents hallucination and ensures audit trail.
Measure quality. Descend toward excellence. No binary gates—only vectors.
Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Verification (physical output ins…