cyberneticlibrary

Orchestrate coding agents non-interactively

coding-agentskillsetup L30
Sheshiyer/skill-clusters
What it does

Code generation and refactoring guided by specification and best practices

Best for

Rapidly bootstrapping code or refactoring when you have a clear spec and want to avoid manual boilerplate.

Inputs
  • · natural language requirement
  • · existing code (optional)
  • · tech stack/language preference
Outputs
  • · generated or refactored code
  • · test cases
  • · documentation
Requires
  • · Claude or similar LLM
  • · optional: linter/formatter for style enforcement
Preconditions

Clear requirement spec; target language specified; existing code context helpful

Failure modes

LLM may generate hallucinated APIs; generated code needs testing before production use; context length limits large files

Trust signals
  • · Multi-language code generation
  • · Test case generation
  • · Refactoring with linting