Yield Framework Plugin for Claude Code

A Claude Code plugin that applies the Yield framework to help you build software that compounds.

The Yield Philosophy: Use first principles to find what compounds, then get out of its way.

This is the AppSprout org copy. Origin: jkbennitt/yield-framework.

Companion Grok Build process skills: AppSprout-dev/grok-skills.

What This Plugin Does

• Automatic Detection: Flags cleverness debt patterns after every file edit
• On-Demand Audit: Run /yield for a full project analysis
• New Project Setup: Run /yield-new to architect projects with compounding in mind
• Continuous Guidance: SKILL.md teaches Claude to think in Yield terms automatically

Installation

/plugin marketplace add AppSprout-dev/yield-framework
/plugin install yield-framework

Commands

Command	Description
/yield	Full Yield audit of current project or file
/yield-new	Architecture planning for new projects
/yield-check	Quick cleverness debt scan

The Five Principles

1. Identify the compounding asset — What gets better with more compute, data, or iteration?
2. Minimize embedded cleverness — Hand-crafted heuristics encode assumptions that rot
3. Build what builds — Invest in leverage (tooling, pipelines), not just artifacts
4. Optimize for iteration speed — Search beats planning; reduce cycle time ruthlessly
5. Defer decisions to systems that scale — Configure, don't hardcode

Cleverness Debt Patterns Detected

The plugin flags:

• Magic numbers and hardcoded thresholds
• Domain-specific heuristics in business logic
• Deeply nested conditionals (cyclomatic complexity)
• Configuration buried in code
• Repeated patterns that should be abstracted
• Hardcoded URLs, credentials, environment assumptions
• Clever algorithms where simple + scalable would work

License

MIT

Author

Built by AppSprout — appsprout.dev