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development-flow-logging

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Cross-language DEBUG logs for fast debugging.

Software Engineering#debugging#logging#instrumentation#canary#cross-language#ai-diagnosable
Authorwukangcheng2944
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Standardizes cross-language observability by providing DEBUG-gated, function-level logs that help AI agents locate failures to the exact function, branch, external call, mutation, or timing boundary.

Core Features & Use Cases

  • Cross-language observability with function entry/exit, checkpoints, and boundary instrumentation across Python, JavaScript/TypeScript, Go, Java, Kotlin, Rust, C, C++, C#, PHP, and Shell.
  • DEBUG-controlled verbosity to keep normal logs concise while enabling deep diagnostics when needed.
  • Agent-friendly handoffs and reusable templates (language templates and scenario templates) for rapid incident analysis and canary-based improvements.

Quick Start

Enable DEBUG and apply the cross-language logging template to instrument logs across your codebase.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: development-flow-logging
Download link: https://github.com/wukangcheng2944/claude-skills/archive/main.zip#development-flow-logging

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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