cyberneticlibrary

Generate improvement recommendations

synthesize-learningsskillsetup L23
richfrem/agent-plugins-skills
What it does

Convert analysis into improvement recommendations

Best for

When you want to close the loop from analysis findings into meta-skill improvements.

Inputs
  • · file paths
  • · directory paths
Outputs
  • · markdown report
  • · generated scripts
Requires
  • · Bash
Preconditions

Python 3.8+ installed

Failure modes
  • · Malformed input
  • · Missing dependencies
  • · Incomplete configuration
Trust signals
  • · Test fixtures with expected results
  • · Deterministic validation rules
  • · Output contract specification